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93 tagged (.txt) images with watermarks removed. Removed duplicate images and other images too.

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  1. logs/20240516054027/wandb/debug-internal.log +0 -0
  2. logs/20240516054027/wandb/debug.log +29 -0
  3. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/config.yaml +44 -0
  4. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/media/images/sample_0_174_08c79f189b872a6765df.png +3 -0
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  7. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/output.log +135 -0
  8. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/requirements.txt +590 -0
  9. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/wandb-metadata.json +108 -0
  10. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/wandb-summary.json +1 -0
  11. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/logs/debug-internal.log +0 -0
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  13. logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/run-17pfi0w3.wandb +0 -0
  14. logs/20240516060001/wandb/debug-internal.log +0 -0
  15. logs/20240516060001/wandb/debug.log +28 -0
  16. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/config.yaml +44 -0
  17. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/media/images/sample_0_174_f343e9e40c7a9acf69f7.png +3 -0
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  23. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/output.log +175 -0
  24. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/requirements.txt +590 -0
  25. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/wandb-metadata.json +108 -0
  26. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/wandb-summary.json +1 -0
  27. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/logs/debug-internal.log +0 -0
  28. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/logs/debug.log +28 -0
  29. logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/run-zh5mgdky.wandb +0 -0
  30. logs/20240516063358/wandb/debug-internal.log +0 -0
  31. logs/20240516063358/wandb/debug.log +34 -0
  32. logs/20240516063358/wandb/run-20240516_063453-bblu4s2h/files/config.yaml +45 -0
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logs/20240516054027/wandb/debug-internal.log ADDED
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logs/20240516054027/wandb/debug.log ADDED
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+ 2024-05-16 05:41:36,765 INFO MainThread:16630 [wandb_setup.py:_flush():76] Current SDK version is 0.15.7
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Configure stats pid to 16630
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Loading settings from /root/.config/wandb/settings
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Loading settings from /content/kohya-trainer/wandb/settings
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Loading settings from environment variables: {'root_dir': '/content/LoRA/logs/20240516054027'}
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program_relpath': 'sdxl_train_network.py', 'program': '/content/kohya-trainer/sdxl_train_network.py'}
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+ 2024-05-16 05:41:36,766 INFO MainThread:16630 [wandb_init.py:init():547] calling init triggers
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logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/output.log ADDED
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1
+
2
+ epoch 1/20
3
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000001.safetensors
4
+ generating sample images at step / サンプル画像生成 ステップ: 87
5
+ prompt: D-ART,D-ART Style,18dart3,!!,??,standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect body,blonde hair, blue eyes, short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,android 18, BREAK (high-waist,black legwear,hands on own showing breasts undressed),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up, source_cartoon,
6
+ negative_prompt: None
7
+ height: 1024
8
+ width: 1024
9
+ sample_steps: 28
10
+ scale: 7
11
+ Token indices sequence length is longer than the specified maximum sequence length for this model (170 > 77). Running this sequence through the model will result in indexing errors
12
+ Token indices sequence length is longer than the specified maximum sequence length for this model (170 > 77). Running this sequence through the model will result in indexing errors
13
+
14
+
15
+
16
+
17
+
18
+ 93% 26/28 [00:07<00:00, 3.52it/s]
19
+ epoch 2/20
20
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000002.safetensors
21
+ generating sample images at step / サンプル画像生成 ステップ: 174
22
+ prompt: D-ART,D-ART Style,18dart3,!!,??,standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect body,blonde hair, blue eyes, short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,android 18, BREAK (high-waist,black legwear,hands on own showing breasts undressed),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up, source_cartoon,
23
+ negative_prompt: None
24
+ height: 1024
25
+ width: 1024
26
+ sample_steps: 28
27
+ scale: 7
28
+
29
+
30
+
31
+
32
+
33
+ 93% 26/28 [00:07<00:00, 3.47it/s]
34
+ epoch 3/20
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+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000003.safetensors
36
+ generating sample images at step / サンプル画像生成 ステップ: 261
37
+ prompt: D-ART,D-ART Style,18dart3,!!,??,standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect body,blonde hair, blue eyes, short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,android 18, BREAK (high-waist,black legwear,hands on own showing breasts undressed),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up, source_cartoon,
38
+ negative_prompt: None
39
+ height: 1216
40
+ width: 832
41
+ sample_steps: 28
42
+ scale: 7
43
+
44
+
45
+
46
+
47
+
48
+ 93% 26/28 [00:07<00:00, 3.41it/s]
49
+ epoch 4/20
50
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000004.safetensors
51
+ Traceback (most recent call last):
52
+ File "/content/kohya-trainer/sdxl_train_network.py", line 174, in <module>
53
+ trainer.train(args)
54
+ File "/content/kohya-trainer/train_network.py", line 880, in train
55
+ self.sample_images(accelerator, args, epoch + 1, global_step, accelerator.device, vae, tokenizer, text_encoder, unet)
56
+ File "/content/kohya-trainer/sdxl_train_network.py", line 158, in sample_images
57
+ sdxl_train_util.sample_images(accelerator, args, epoch, global_step, device, vae, tokenizer, text_encoder, unet)
58
+ File "/content/kohya-trainer/library/sdxl_train_util.py", line 336, in sample_images
59
+ return train_util.sample_images_common(SdxlStableDiffusionLongPromptWeightingPipeline, *args, **kwargs)
60
+ File "/content/kohya-trainer/library/train_util.py", line 4162, in sample_images_common
61
+ data = toml.load(f)
62
+ File "/usr/local/lib/python3.10/dist-packages/toml/decoder.py", line 156, in load
63
+ return loads(f.read(), _dict, decoder)
64
+ File "/usr/local/lib/python3.10/dist-packages/toml/decoder.py", line 340, in loads
65
+ raise TomlDecodeError("Unbalanced quotes", original, i)
66
+ toml.decoder.TomlDecodeError: Unbalanced quotes (line 7 column 584 char 664)
67
+ generating sample images at step / サンプル画像生成 ステップ: 348
68
+ ╭─────────────────────────────── Traceback (most recent call last) ────────────────────────────────╮
69
+ │ /content/kohya-trainer/sdxl_train_network.py:174 in <module> │
70
+ │ │
71
+ │ 171 │ args = train_util.read_config_from_file(args, parser) │
72
+ │ 172 │ │
73
+ │ 173 │ trainer = SdxlNetworkTrainer() │
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+ │ ❱ 174 │ trainer.train(args) │
75
+ │ 175 │
76
+ │ │
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+ │ /content/kohya-trainer/train_network.py:880 in train │
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+ │ │
79
+ │ 877 │ │ │ │ │ if args.save_state: │
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+ │ 878 │ │ │ │ │ │ train_util.save_and_remove_state_on_epoch_end(args, accelerator, │
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+ │ 879 │ │ │ │
82
+ │ ❱ 880 │ │ │ self.sample_images(accelerator, args, epoch + 1, global_step, accelerator.de │
83
+ │ 881 │ │ │ │
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+ │ 882 │ │ │ # end of epoch │
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+ │ 883 │
86
+ │ │
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+ │ /content/kohya-trainer/sdxl_train_network.py:158 in sample_images │
88
+ │ │
89
+ │ 155 │ │ return noise_pred │
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+ │ 156 │ │
91
+ │ 157 │ def sample_images(self, accelerator, args, epoch, global_step, device, vae, tokenize │
92
+ │ ❱ 158 │ │ sdxl_train_util.sample_images(accelerator, args, epoch, global_step, device, vae │
93
+ │ 159 │
94
+ │ 160 │
95
+ │ 161 def setup_parser() -> argparse.ArgumentParser: │
96
+ │ │
97
+ │ /content/kohya-trainer/library/sdxl_train_util.py:336 in sample_images │
98
+ │ │
99
+ │ 333 │
100
+ │ 334 │
101
+ │ 335 def sample_images(*args, **kwargs): │
102
+ │ ❱ 336 │ return train_util.sample_images_common(SdxlStableDiffusionLongPromptWeightingPipelin │
103
+ │ 337 │
104
+ │ │
105
+ │ /content/kohya-trainer/library/train_util.py:4162 in sample_images_common │
106
+ │ │
107
+ │ 4159 │ │ prompts = [line.strip() for line in lines if len(line.strip()) > 0 and line[0] ! │
108
+ │ 4160 │ elif args.sample_prompts.endswith(".toml"): │
109
+ │ 4161 │ │ with open(args.sample_prompts, "r", encoding="utf-8") as f: │
110
+ │ ❱ 4162 │ │ │ data = toml.load(f) │
111
+ │ 4163 │ │ prompts = [dict(**data["prompt"], **subset) for subset in data["prompt"]["subset │
112
+ │ 4164 │ elif args.sample_prompts.endswith(".json"): │
113
+ │ 4165 │ │ with open(args.sample_prompts, "r", encoding="utf-8") as f: │
114
+ │ │
115
+ │ /usr/local/lib/python3.10/dist-packages/toml/decoder.py:156 in load │
116
+ │ │
117
+ │ 153 │ │ return d │
118
+ │ 154 │ else: │
119
+ │ 155 │ │ try: │
120
+ │ ❱  156 │ │ │ return loads(f.read(), _dict, decoder) │
121
+ │ 157 │ │ except AttributeError: │
122
+ │ 158 │ │ │ raise TypeError("You can only load a file descriptor, filename or " │
123
+ │ 159 │ │ │ │ │ │ │ "list") │
124
+ │ │
125
+ │ /usr/local/lib/python3.10/dist-packages/toml/decoder.py:340 in loads │
126
+ │ │
127
+ │ 337 │ │ if item == '\n': │
128
+ │ 338 │ │ │ if openstring or multilinestr: │
129
+ │ 339 │ │ │ │ if not multilinestr: │
130
+ │ ❱  340 │ │ │ │ │ raise TomlDecodeError("Unbalanced quotes", original, i) │
131
+ │ 341 │ │ │ │ if ((sl[i - 1] == "'" or sl[i - 1] == '"') and ( │
132
+ │ 342 │ │ │ │ │ │ sl[i - 2] == sl[i - 1])): │
133
+ │ 343 │ │ │ │ │ sl[i] = sl[i - 1] │
134
+ ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
135
+ TomlDecodeError: Unbalanced quotes (line 7 column 584 char 664)
logs/20240516054027/wandb/run-20240516_054136-17pfi0w3/files/requirements.txt ADDED
@@ -0,0 +1,590 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ absl-py==1.4.0
2
+ accelerate==0.19.0
3
+ aiohttp==3.9.5
4
+ aiosignal==1.3.1
5
+ alabaster==0.7.16
6
+ albumentations==1.3.1
7
+ altair==4.2.2
8
+ annotated-types==0.6.0
9
+ antlr4-python3-runtime==4.9.3
10
+ anyio==3.7.1
11
+ appdirs==1.4.4
12
+ argon2-cffi-bindings==21.2.0
13
+ argon2-cffi==23.1.0
14
+ array-record==0.5.1
15
+ arviz==0.15.1
16
+ astropy==5.3.4
17
+ astunparse==1.6.3
18
+ async-timeout==4.0.3
19
+ atpublic==4.1.0
20
+ attrs==23.2.0
21
+ audioread==3.0.1
22
+ autograd==1.6.2
23
+ av==12.0.0
24
+ babel==2.15.0
25
+ backcall==0.2.0
26
+ beautifulsoup4==4.12.3
27
+ bidict==0.23.1
28
+ bigframes==1.5.0
29
+ bitsandbytes==0.39.1
30
+ bleach==6.1.0
31
+ blinker==1.4
32
+ blis==0.7.11
33
+ blosc2==2.0.0
34
+ bokeh==3.3.4
35
+ bqplot==0.12.43
36
+ braceexpand==0.1.7
37
+ branca==0.7.2
38
+ build==1.2.1
39
+ cachecontrol==0.14.0
40
+ cachetools==5.3.3
41
+ catalogue==2.0.10
42
+ certifi==2024.2.2
43
+ cffi==1.16.0
44
+ cfgv==3.4.0
45
+ chardet==5.2.0
46
+ charset-normalizer==3.3.2
47
+ chex==0.1.86
48
+ click-plugins==1.1.1
49
+ click==8.1.7
50
+ cligj==0.7.2
51
+ cloudpathlib==0.16.0
52
+ cloudpickle==2.2.1
53
+ cmake==3.27.9
54
+ cmdstanpy==1.2.2
55
+ colorcet==3.1.0
56
+ colorlover==0.3.0
57
+ colour==0.1.5
58
+ community==1.0.0b1
59
+ confection==0.1.4
60
+ cons==0.4.6
61
+ contextlib2==21.6.0
62
+ contexttimer==0.3.3
63
+ contourpy==1.2.1
64
+ cryptography==42.0.7
65
+ cuda-python==12.2.1
66
+ cudf-cu12==24.4.1
67
+ cufflinks==0.17.3
68
+ cupy-cuda12x==12.2.0
69
+ cvxopt==1.3.2
70
+ cvxpy==1.3.4
71
+ cycler==0.12.1
72
+ cymem==2.0.8
73
+ cython==3.0.10
74
+ dadaptation==3.1
75
+ dask==2023.8.1
76
+ datascience==0.17.6
77
+ db-dtypes==1.2.0
78
+ dbus-python==1.2.18
79
+ debugpy==1.6.6
80
+ decorator==4.4.2
81
+ decord==0.6.0
82
+ defusedxml==0.7.1
83
+ diffusers==0.18.2
84
+ discord-protos==0.0.2
85
+ discord.py-self==2.0.0
86
+ distlib==0.3.8
87
+ distributed==2023.8.1
88
+ distro==1.7.0
89
+ dlib==19.24.4
90
+ dm-tree==0.1.8
91
+ dnspython==2.6.1
92
+ docker-pycreds==0.4.0
93
+ docstring-parser==0.16
94
+ docutils==0.18.1
95
+ dopamine-rl==4.0.9
96
+ duckdb==0.10.2
97
+ earthengine-api==0.1.401
98
+ easydict==1.13
99
+ ecos==2.0.13
100
+ editdistance==0.6.2
101
+ eerepr==0.0.4
102
+ einops==0.6.0
103
+ elfinder-client==2.1.62a3
104
+ email-validator==2.1.1
105
+ en-core-web-sm==3.7.1
106
+ entrypoints==0.4
107
+ et-xmlfile==1.1.0
108
+ etils==1.7.0
109
+ etuples==0.3.9
110
+ exceptiongroup==1.2.1
111
+ fairscale==0.4.4
112
+ fastai==2.7.15
113
+ fastapi-cli==0.0.3
114
+ fastapi==0.111.0
115
+ fastcore==1.5.33
116
+ fastdownload==0.0.7
117
+ fastjsonschema==2.19.1
118
+ fastprogress==1.0.3
119
+ fastrlock==0.8.2
120
+ filelock==3.14.0
121
+ fiona==1.9.6
122
+ firebase-admin==5.3.0
123
+ flask==2.2.5
124
+ flatbuffers==24.3.25
125
+ flax==0.8.3
126
+ folium==0.14.0
127
+ fonttools==4.51.0
128
+ frozendict==2.4.4
129
+ frozenlist==1.4.1
130
+ fsspec==2023.6.0
131
+ ftfy==6.1.1
132
+ future==0.18.3
133
+ gallery-dl==1.25.6
134
+ gast==0.5.4
135
+ gcsfs==2023.6.0
136
+ gdal==3.6.4
137
+ gdown==4.7.1
138
+ geemap==0.32.1
139
+ gensim==4.3.2
140
+ geocoder==1.38.1
141
+ geographiclib==2.0
142
+ geopandas==0.13.2
143
+ geopy==2.3.0
144
+ gin-config==0.5.0
145
+ gitdb==4.0.11
146
+ gitpython==3.1.43
147
+ glob2==0.7
148
+ google-ai-generativelanguage==0.6.2
149
+ google-api-core==2.11.1
150
+ google-api-python-client==2.84.0
151
+ google-auth-httplib2==0.1.1
152
+ google-auth-oauthlib==1.2.0
153
+ google-auth==2.27.0
154
+ google-cloud-aiplatform==1.48.0
155
+ google-cloud-bigquery-connection==1.12.1
156
+ google-cloud-bigquery-storage==2.25.0
157
+ google-cloud-bigquery==3.21.0
158
+ google-cloud-core==2.3.3
159
+ google-cloud-datastore==2.15.2
160
+ google-cloud-firestore==2.11.1
161
+ google-cloud-functions==1.13.3
162
+ google-cloud-iam==2.15.0
163
+ google-cloud-language==2.13.3
164
+ google-cloud-resource-manager==1.12.3
165
+ google-cloud-storage==2.8.0
166
+ google-cloud-translate==3.11.3
167
+ google-colab==1.0.0
168
+ google-crc32c==1.5.0
169
+ google-generativeai==0.5.2
170
+ google-pasta==0.2.0
171
+ google-resumable-media==2.7.0
172
+ google==2.0.3
173
+ googleapis-common-protos==1.63.0
174
+ googledrivedownloader==0.4
175
+ graphviz==0.20.3
176
+ greenlet==3.0.3
177
+ grpc-google-iam-v1==0.13.0
178
+ grpcio-status==1.48.2
179
+ grpcio==1.63.0
180
+ gspread-dataframe==3.3.1
181
+ gspread==6.0.2
182
+ gym-notices==0.0.8
183
+ gym==0.25.2
184
+ h11==0.14.0
185
+ h5netcdf==1.3.0
186
+ h5py==3.9.0
187
+ holidays==0.48
188
+ holoviews==1.17.1
189
+ html5lib==1.1
190
+ httpcore==0.17.3
191
+ httpimport==1.3.1
192
+ httplib2==0.22.0
193
+ httptools==0.6.1
194
+ httpx==0.24.1
195
+ huggingface-hub==0.15.1
196
+ humanize==4.7.0
197
+ hupper==1.12.1
198
+ hyperopt==0.2.7
199
+ ibis-framework==8.0.0
200
+ identify==2.5.36
201
+ idna==3.7
202
+ imageio-ffmpeg==0.4.9
203
+ imageio==2.34.1
204
+ imagesize==1.4.1
205
+ imbalanced-learn==0.10.1
206
+ imgaug==0.4.0
207
+ imjoy-elfinder==0.1.61
208
+ importlib-metadata==7.1.0
209
+ importlib-resources==6.4.0
210
+ imutils==0.5.4
211
+ inflect==7.0.0
212
+ iniconfig==2.0.0
213
+ intel-openmp==2023.2.4
214
+ invisible-watermark==0.2.0
215
+ iopath==0.1.10
216
+ ipyevents==2.0.2
217
+ ipyfilechooser==0.6.0
218
+ ipykernel==5.5.6
219
+ ipyleaflet==0.18.2
220
+ ipython-genutils==0.2.0
221
+ ipython-sql==0.5.0
222
+ ipython==7.34.0
223
+ ipytree==0.2.2
224
+ ipywidgets==7.7.1
225
+ itsdangerous==2.2.0
226
+ jax==0.4.20
227
+ jaxlib==0.4.20
228
+ jedi==0.19.1
229
+ jeepney==0.7.1
230
+ jieba==0.42.1
231
+ jinja2==3.1.4
232
+ joblib==1.4.2
233
+ jsonpickle==3.0.4
234
+ jsonschema-specifications==2023.12.1
235
+ jsonschema==4.19.2
236
+ jupyter-client==6.1.12
237
+ jupyter-console==6.1.0
238
+ jupyter-core==5.7.2
239
+ jupyter-server==1.24.0
240
+ jupyterlab-pygments==0.3.0
241
+ jupyterlab-widgets==3.0.10
242
+ kaggle==1.6.12
243
+ kagglehub==0.2.5
244
+ keras==2.15.0
245
+ keyring==23.5.0
246
+ kiwisolver==1.4.5
247
+ langcodes==3.4.0
248
+ language-data==1.2.0
249
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250
+ lazr.restfulclient==0.14.4
251
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252
+ lazy-loader==0.4
253
+ libclang==18.1.1
254
+ library==0.0.0
255
+ librosa==0.10.2
256
+ lightgbm==4.1.0
257
+ lightning-utilities==0.11.2
258
+ linkify-it-py==2.0.3
259
+ lion-pytorch==0.1.2
260
+ lit==18.1.4
261
+ llvmlite==0.41.1
262
+ locket==1.0.0
263
+ logical-unification==0.4.6
264
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265
+ lycoris-lora==1.8.1.dev3
266
+ malloy==2023.1067
267
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268
+ markdown-it-py==3.0.0
269
+ markdown==3.6
270
+ markupsafe==2.1.5
271
+ matplotlib-inline==0.1.7
272
+ matplotlib-venn==0.11.10
273
+ matplotlib==3.7.1
274
+ mdit-py-plugins==0.4.0
275
+ mdurl==0.1.2
276
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277
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278
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279
+ mizani==0.9.3
280
+ mkl==2023.2.0
281
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282
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283
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284
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285
+ mpmath==1.3.0
286
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287
+ multidict==6.0.5
288
+ multipledispatch==1.0.0
289
+ multitasking==0.0.11
290
+ murmurhash==1.0.10
291
+ music21==9.1.0
292
+ mypy-extensions==1.0.0
293
+ natsort==8.4.0
294
+ nbclassic==1.0.0
295
+ nbclient==0.10.0
296
+ nbconvert==6.5.4
297
+ nbformat==5.10.4
298
+ nest-asyncio==1.6.0
299
+ networkx==3.3
300
+ nibabel==4.0.2
301
+ nltk==3.8.1
302
+ nodeenv==1.8.0
303
+ notebook-shim==0.2.4
304
+ notebook==6.5.5
305
+ numba==0.58.1
306
+ numexpr==2.10.0
307
+ numpy==1.25.2
308
+ nvidia-cublas-cu12==12.1.3.1
309
+ nvidia-cuda-cupti-cu12==12.1.105
310
+ nvidia-cuda-nvrtc-cu12==12.1.105
311
+ nvidia-cuda-runtime-cu12==12.1.105
312
+ nvidia-cudnn-cu12==8.9.2.26
313
+ nvidia-cufft-cu12==11.0.2.54
314
+ nvidia-curand-cu12==10.3.2.106
315
+ nvidia-cusolver-cu12==11.4.5.107
316
+ nvidia-cusparse-cu12==12.1.0.106
317
+ nvidia-nccl-cu12==2.19.3
318
+ nvidia-nvjitlink-cu12==12.4.127
319
+ nvidia-nvtx-cu12==12.1.105
320
+ nvtx==0.2.10
321
+ oauth2client==4.1.3
322
+ oauthlib==3.2.2
323
+ omegaconf==2.3.0
324
+ open-clip-torch==2.20.0
325
+ opencv-contrib-python==4.8.0.76
326
+ opencv-python-headless==4.5.5.64
327
+ opencv-python==4.7.0.68
328
+ opendatasets==0.1.22
329
+ openpyxl==3.1.2
330
+ opt-einsum==3.3.0
331
+ optax==0.2.2
332
+ orbax-checkpoint==0.4.4
333
+ orjson==3.10.3
334
+ osqp==0.6.2.post8
335
+ packaging==24.0
336
+ pandas-datareader==0.10.0
337
+ pandas-gbq==0.19.2
338
+ pandas-stubs==2.0.3.230814
339
+ pandas==2.0.3
340
+ pandocfilters==1.5.1
341
+ panel==1.3.8
342
+ param==2.1.0
343
+ parso==0.8.4
344
+ parsy==2.1
345
+ partd==1.4.2
346
+ pastedeploy==3.1.0
347
+ pathlib==1.0.1
348
+ pathtools==0.1.2
349
+ pathvalidate==3.2.0
350
+ patsy==0.5.6
351
+ peewee==3.17.3
352
+ pexpect==4.9.0
353
+ pickleshare==0.7.5
354
+ piexif==1.1.3
355
+ pillow==10.3.0
356
+ pip-tools==6.13.0
357
+ pip==23.1.2
358
+ plaster-pastedeploy==1.0.1
359
+ plaster==1.1.2
360
+ platformdirs==4.2.1
361
+ plotly==5.15.0
362
+ plotnine==0.12.4
363
+ pluggy==1.5.0
364
+ polars==0.20.2
365
+ pooch==1.8.1
366
+ portalocker==2.8.2
367
+ portpicker==1.5.2
368
+ pre-commit==3.7.1
369
+ prefetch-generator==1.0.3
370
+ preshed==3.0.9
371
+ prettytable==3.10.0
372
+ proglog==0.1.10
373
+ progressbar2==4.2.0
374
+ prometheus-client==0.20.0
375
+ promise==2.3
376
+ prompt-toolkit==3.0.43
377
+ prophet==1.1.5
378
+ proto-plus==1.23.0
379
+ protobuf==3.20.3
380
+ psutil==5.9.5
381
+ psycopg2==2.9.9
382
+ ptyprocess==0.7.0
383
+ py-cpuinfo==9.0.0
384
+ py4j==0.10.9.7
385
+ pyarrow-hotfix==0.6
386
+ pyarrow==14.0.2
387
+ pyasn1-modules==0.4.0
388
+ pyasn1==0.6.0
389
+ pycocoevalcap==1.2
390
+ pycocotools==2.0.7
391
+ pycparser==2.22
392
+ pydantic-core==2.18.2
393
+ pydantic==2.7.1
394
+ pydata-google-auth==1.8.2
395
+ pydeck==0.9.1
396
+ pydot-ng==2.0.0
397
+ pydot==1.4.2
398
+ pydotplus==2.0.2
399
+ pydrive2==1.6.3
400
+ pydrive==1.3.1
401
+ pyerfa==2.0.1.4
402
+ pygame==2.5.2
403
+ pygments==2.16.1
404
+ pygobject==3.42.1
405
+ pyjwt==2.3.0
406
+ pymc==5.10.4
407
+ pymystem3==0.2.0
408
+ pynvjitlink-cu12==0.2.3
409
+ pyopengl==3.1.7
410
+ pyopenssl==24.1.0
411
+ pyparsing==3.1.2
412
+ pyperclip==1.8.2
413
+ pyproj==3.6.1
414
+ pyproject-hooks==1.1.0
415
+ pyramid-jinja2==2.10.1
416
+ pyramid==2.0.2
417
+ pyre-extensions==0.0.29
418
+ pyshp==2.3.1
419
+ pysocks==1.7.1
420
+ pytensor==2.18.6
421
+ pytest==7.4.4
422
+ python-apt==0.0.0
423
+ python-box==7.1.1
424
+ python-dateutil==2.8.2
425
+ python-dotenv==1.0.1
426
+ python-louvain==0.16
427
+ python-magic==0.4.27
428
+ python-multipart==0.0.9
429
+ python-slugify==8.0.4
430
+ python-utils==3.8.2
431
+ pytorch-lightning==1.9.0
432
+ pytz==2023.4
433
+ pyviz-comms==3.0.2
434
+ pywavelets==1.6.0
435
+ pyyaml==6.0.1
436
+ pyzmq==24.0.1
437
+ qdldl==0.1.7.post2
438
+ qudida==0.0.4
439
+ ratelim==0.1.6
440
+ referencing==0.35.1
441
+ regex==2023.12.25
442
+ requests-oauthlib==1.3.1
443
+ requests==2.31.0
444
+ requirements-parser==0.9.0
445
+ rich==13.7.1
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logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/output.log ADDED
@@ -0,0 +1,175 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ epoch 1/20
3
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000001.safetensors
4
+ Token indices sequence length is longer than the specified maximum sequence length for this model (163 > 77). Running this sequence through the model will result in indexing errors
5
+ Token indices sequence length is longer than the specified maximum sequence length for this model (163 > 77). Running this sequence through the model will result in indexing errors
6
+ generating sample images at step / サンプル画像生成 ステップ: 87
7
+ prompt: D-ART,D-ART Style,18dart3,!!,??,standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect , short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,mina_ashido BREAK (Hero costume),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up, source_cartoon,
8
+ negative_prompt: None
9
+ height: 1216
10
+ width: 832
11
+ sample_steps: 28
12
+ scale: 7
13
+
14
+
15
+
16
+
17
+ 89% 25/28 [00:07<00:00, 3.46it/s]
18
+ epoch 2/20
19
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000002.safetensors
20
+ generating sample images at step / サンプル画像生成 ステップ: 174
21
+ prompt: D-ART,D-ART Style,18dart3,!!,??,standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect , short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,mina_ashido BREAK (Hero costume),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up, source_cartoon,
22
+ negative_prompt: None
23
+ height: 1216
24
+ width: 832
25
+ sample_steps: 28
26
+ scale: 7
27
+
28
+
29
+
30
+
31
+ 89% 25/28 [00:07<00:00, 3.42it/s]
32
+ epoch 3/20
33
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000003.safetensors
34
+ generating sample images at step / サンプル画像生成 ステップ: 261
35
+ prompt: @18DART1,@18dart2,@18dart5, D-ART,D-ART Style,18dart3,!!,??, source_cartoon,flat colors, standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect , short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,mina_ashido BREAK (Hero costume),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up
36
+ negative_prompt: None
37
+ height: 1216
38
+ width: 832
39
+ sample_steps: 28
40
+ scale: 12
41
+
42
+
43
+
44
+
45
+ 79% 22/28 [00:06<00:01, 3.42it/s]
46
+ epoch 4/20
47
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000004.safetensors
48
+ generating sample images at step / サンプル画像生成 ステップ: 348
49
+ prompt: @18DART1,@18dart2,@18dart5, D-ART,D-ART Style,18dart3,!!,??, source_cartoon,flat colors, standing,standing,masterpiece, 1girl, massive breasts, thick thighs, wide hips, perfect , short hair, top angle shot, sitting,smile, detailed, beach, waves, wet hair, cleavage hyper breast,fat ass, bottom-heavy bubble butt, voluptuous, girl, pov,super short boy, skinny male, standing male, kneeling female, breasts to pelvis,fat ass, bottom-heavy, bubble butt, perky breasts,huge breasts, paizuri, tit job, big penis, bedroom eyes,grin, precum drip, skindentation, motion lines , cum shot, sweat, sweaty, wide hips, wet, sweaty,mina_ashido BREAK (Hero costume),detailed areola,huge hips,thicc thighs,inverted nipples, BREAK score_9, score_8_up, score_7_up, score_6_up
50
+ negative_prompt: None
51
+ height: 1216
52
+ width: 832
53
+ sample_steps: 28
54
+ scale: 10
55
+
56
+
57
+
58
+
59
+ 96% 27/28 [00:07<00:00, 3.45it/s]
60
+ epoch 5/20
61
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000005.safetensors
62
+ generating sample images at step / サンプル画像生成 ステップ: 435
63
+ prompt: score_9, score_8_up, score_7_up, D-ART, 18dart3, Expressiveh, ??, mina_ashido standing looking back at viewer, tanlines, tan skin, sweat, ass, nude female
64
+ negative_prompt: None
65
+ height: 1216
66
+ width: 832
67
+ sample_steps: 28
68
+ scale: 7
69
+
70
+
71
+
72
+
73
+
74
+ 93% 26/28 [00:07<00:00, 3.27it/s]
75
+ epoch 6/20
76
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000006.safetensors
77
+ generating sample images at step / サンプル画像生成 ステップ: 522
78
+ prompt: score_9, score_8_up, score_7_up, source_anime, boruto_sakura_xl, <3, 1girl, cute face, blushing, pink hair, long eyelashes, forehead mark, asking, motion lines, short hair, black dress, timid, looking away,(outdoors), simple background, cute, green eyes,highly detailed face, blush, kawaii, big breasts, tight high,detailed eyes, clevage, seductive smile,high res image, masterpiece, full body,
79
+ negative_prompt: None
80
+ height: 1216
81
+ width: 832
82
+ sample_steps: 28
83
+ scale: 7
84
+
85
+
86
+
87
+
88
+ 82% 23/28 [00:06<00:01, 3.41it/s]
89
+ epoch 7/20
90
+ saving checkpoint: /content/drive/MyDrive/kohya-trainer/output/D-ART_XL-V2-000007.safetensors
91
+ Traceback (most recent call last):
92
+ File "/content/kohya-trainer/sdxl_train_network.py", line 174, in <module>
93
+ trainer.train(args)
94
+ File "/content/kohya-trainer/train_network.py", line 880, in train
95
+ self.sample_images(accelerator, args, epoch + 1, global_step, accelerator.device, vae, tokenizer, text_encoder, unet)
96
+ File "/content/kohya-trainer/sdxl_train_network.py", line 158, in sample_images
97
+ sdxl_train_util.sample_images(accelerator, args, epoch, global_step, device, vae, tokenizer, text_encoder, unet)
98
+ File "/content/kohya-trainer/library/sdxl_train_util.py", line 336, in sample_images
99
+ return train_util.sample_images_common(SdxlStableDiffusionLongPromptWeightingPipeline, *args, **kwargs)
100
+ File "/content/kohya-trainer/library/train_util.py", line 4162, in sample_images_common
101
+ data = toml.load(f)
102
+ File "/usr/local/lib/python3.10/dist-packages/toml/decoder.py", line 156, in load
103
+ return loads(f.read(), _dict, decoder)
104
+ File "/usr/local/lib/python3.10/dist-packages/toml/decoder.py", line 340, in loads
105
+ raise TomlDecodeError("Unbalanced quotes", original, i)
106
+ toml.decoder.TomlDecodeError: Unbalanced quotes (line 7 column 527 char 607)
107
+ ╭─────────────────────────────── Traceback (most recent call last) ────────────────────────────────╮
108
+ │ /content/kohya-trainer/sdxl_train_network.py:174 in <module> │
109
+ │ │
110
+ │ 171 │ args = train_util.read_config_from_file(args, parser) │
111
+ │ 172 │ │
112
+ │ 173 │ trainer = SdxlNetworkTrainer() │
113
+ │ ❱ 174 │ trainer.train(args) │
114
+ │ 175 │
115
+ │ │
116
+ │ /content/kohya-trainer/train_network.py:880 in train │
117
+ │ │
118
+ │ 877 │ │ │ │ │ if args.save_state: │
119
+ │ 878 │ │ │ │ │ │ train_util.save_and_remove_state_on_epoch_end(args, accelerator, │
120
+ │ 879 │ │ │ │
121
+ │ ❱ 880 │ │ │ self.sample_images(accelerator, args, epoch + 1, global_step, accelerator.de │
122
+ │ 881 │ │ │ │
123
+ │ 882 │ │ │ # end of epoch │
124
+ │ 883 │
125
+ │ │
126
+ │ /content/kohya-trainer/sdxl_train_network.py:158 in sample_images │
127
+ │ │
128
+ │ 155 │ │ return noise_pred │
129
+ │ 156 │ │
130
+ │ 157 │ def sample_images(self, accelerator, args, epoch, global_step, device, vae, tokenize │
131
+ │ ❱ 158 │ │ sdxl_train_util.sample_images(accelerator, args, epoch, global_step, device, vae │
132
+ │ 159 │
133
+ │ 160 │
134
+ │ 161 def setup_parser() -> argparse.ArgumentParser: │
135
+ │ │
136
+ │ /content/kohya-trainer/library/sdxl_train_util.py:336 in sample_images │
137
+ │ │
138
+ │ 333 │
139
+ │ 334 │
140
+ │ 335 def sample_images(*args, **kwargs): │
141
+ │ ❱ 336 │ return train_util.sample_images_common(SdxlStableDiffusionLongPromptWeightingPipelin │
142
+ │ 337 │
143
+ │ │
144
+ │ /content/kohya-trainer/library/train_util.py:4162 in sample_images_common │
145
+ │ │
146
+ │ 4159 │ │ prompts = [line.strip() for line in lines if len(line.strip()) > 0 and line[0] ! │
147
+ │ 4160 │ elif args.sample_prompts.endswith(".toml"): │
148
+ │ 4161 │ │ with open(args.sample_prompts, "r", encoding="utf-8") as f: │
149
+ │ ❱ 4162 │ │ │ data = toml.load(f) │
150
+ │ 4163 │ │ prompts = [dict(**data["prompt"], **subset) for subset in data["prompt"]["subset │
151
+ │ 4164 │ elif args.sample_prompts.endswith(".json"): │
152
+ │ 4165 │ │ with open(args.sample_prompts, "r", encoding="utf-8") as f: │
153
+ │ │
154
+ │ /usr/local/lib/python3.10/dist-packages/toml/decoder.py:156 in load │
155
+ │ │
156
+ │ 153 │ │ return d │
157
+ │ 154 │ else: │
158
+ │ 155 │ │ try: │
159
+ │ ❱  156 │ │ │ return loads(f.read(), _dict, decoder) │
160
+ │ 157 │ │ except AttributeError: │
161
+ │ 158 │ │ │ raise TypeError("You can only load a file descriptor, filename or " │
162
+ │ 159 │ │ │ │ │ │ │ "list") │
163
+ │ │
164
+ │ /usr/local/lib/python3.10/dist-packages/toml/decoder.py:340 in loads │
165
+ │ │
166
+ │ 337 │ │ if item == '\n': │
167
+ │ 338 │ │ │ if openstring or multilinestr: │
168
+ │ 339 │ │ │ │ if not multilinestr: │
169
+ │ ❱  340 │ │ │ │ │ raise TomlDecodeError("Unbalanced quotes", original, i) │
170
+ │ 341 │ │ │ │ if ((sl[i - 1] == "'" or sl[i - 1] == '"') and ( │
171
+ │ 342 │ │ │ │ │ │ sl[i - 2] == sl[i - 1])): │
172
+ │ 343 │ │ │ │ │ sl[i] = sl[i - 1] │
173
+ ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
174
+ TomlDecodeError: Unbalanced quotes (line 7 column 527 char 607)
175
+ generating sample images at step / サンプル画像生成 ステップ: 609
logs/20240516060001/wandb/run-20240516_060056-zh5mgdky/files/requirements.txt ADDED
@@ -0,0 +1,590 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ absl-py==1.4.0
2
+ accelerate==0.19.0
3
+ aiohttp==3.9.5
4
+ aiosignal==1.3.1
5
+ alabaster==0.7.16
6
+ albumentations==1.3.1
7
+ altair==4.2.2
8
+ annotated-types==0.6.0
9
+ antlr4-python3-runtime==4.9.3
10
+ anyio==3.7.1
11
+ appdirs==1.4.4
12
+ argon2-cffi-bindings==21.2.0
13
+ argon2-cffi==23.1.0
14
+ array-record==0.5.1
15
+ arviz==0.15.1
16
+ astropy==5.3.4
17
+ astunparse==1.6.3
18
+ async-timeout==4.0.3
19
+ atpublic==4.1.0
20
+ attrs==23.2.0
21
+ audioread==3.0.1
22
+ autograd==1.6.2
23
+ av==12.0.0
24
+ babel==2.15.0
25
+ backcall==0.2.0
26
+ beautifulsoup4==4.12.3
27
+ bidict==0.23.1
28
+ bigframes==1.5.0
29
+ bitsandbytes==0.39.1
30
+ bleach==6.1.0
31
+ blinker==1.4
32
+ blis==0.7.11
33
+ blosc2==2.0.0
34
+ bokeh==3.3.4
35
+ bqplot==0.12.43
36
+ braceexpand==0.1.7
37
+ branca==0.7.2
38
+ build==1.2.1
39
+ cachecontrol==0.14.0
40
+ cachetools==5.3.3
41
+ catalogue==2.0.10
42
+ certifi==2024.2.2
43
+ cffi==1.16.0
44
+ cfgv==3.4.0
45
+ chardet==5.2.0
46
+ charset-normalizer==3.3.2
47
+ chex==0.1.86
48
+ click-plugins==1.1.1
49
+ click==8.1.7
50
+ cligj==0.7.2
51
+ cloudpathlib==0.16.0
52
+ cloudpickle==2.2.1
53
+ cmake==3.27.9
54
+ cmdstanpy==1.2.2
55
+ colorcet==3.1.0
56
+ colorlover==0.3.0
57
+ colour==0.1.5
58
+ community==1.0.0b1
59
+ confection==0.1.4
60
+ cons==0.4.6
61
+ contextlib2==21.6.0
62
+ contexttimer==0.3.3
63
+ contourpy==1.2.1
64
+ cryptography==42.0.7
65
+ cuda-python==12.2.1
66
+ cudf-cu12==24.4.1
67
+ cufflinks==0.17.3
68
+ cupy-cuda12x==12.2.0
69
+ cvxopt==1.3.2
70
+ cvxpy==1.3.4
71
+ cycler==0.12.1
72
+ cymem==2.0.8
73
+ cython==3.0.10
74
+ dadaptation==3.1
75
+ dask==2023.8.1
76
+ datascience==0.17.6
77
+ db-dtypes==1.2.0
78
+ dbus-python==1.2.18
79
+ debugpy==1.6.6
80
+ decorator==4.4.2
81
+ decord==0.6.0
82
+ defusedxml==0.7.1
83
+ diffusers==0.18.2
84
+ discord-protos==0.0.2
85
+ discord.py-self==2.0.0
86
+ distlib==0.3.8
87
+ distributed==2023.8.1
88
+ distro==1.7.0
89
+ dlib==19.24.4
90
+ dm-tree==0.1.8
91
+ dnspython==2.6.1
92
+ docker-pycreds==0.4.0
93
+ docstring-parser==0.16
94
+ docutils==0.18.1
95
+ dopamine-rl==4.0.9
96
+ duckdb==0.10.2
97
+ earthengine-api==0.1.401
98
+ easydict==1.13
99
+ ecos==2.0.13
100
+ editdistance==0.6.2
101
+ eerepr==0.0.4
102
+ einops==0.6.0
103
+ elfinder-client==2.1.62a3
104
+ email-validator==2.1.1
105
+ en-core-web-sm==3.7.1
106
+ entrypoints==0.4
107
+ et-xmlfile==1.1.0
108
+ etils==1.7.0
109
+ etuples==0.3.9
110
+ exceptiongroup==1.2.1
111
+ fairscale==0.4.4
112
+ fastai==2.7.15
113
+ fastapi-cli==0.0.3
114
+ fastapi==0.111.0
115
+ fastcore==1.5.33
116
+ fastdownload==0.0.7
117
+ fastjsonschema==2.19.1
118
+ fastprogress==1.0.3
119
+ fastrlock==0.8.2
120
+ filelock==3.14.0
121
+ fiona==1.9.6
122
+ firebase-admin==5.3.0
123
+ flask==2.2.5
124
+ flatbuffers==24.3.25
125
+ flax==0.8.3
126
+ folium==0.14.0
127
+ fonttools==4.51.0
128
+ frozendict==2.4.4
129
+ frozenlist==1.4.1
130
+ fsspec==2023.6.0
131
+ ftfy==6.1.1
132
+ future==0.18.3
133
+ gallery-dl==1.25.6
134
+ gast==0.5.4
135
+ gcsfs==2023.6.0
136
+ gdal==3.6.4
137
+ gdown==4.7.1
138
+ geemap==0.32.1
139
+ gensim==4.3.2
140
+ geocoder==1.38.1
141
+ geographiclib==2.0
142
+ geopandas==0.13.2
143
+ geopy==2.3.0
144
+ gin-config==0.5.0
145
+ gitdb==4.0.11
146
+ gitpython==3.1.43
147
+ glob2==0.7
148
+ google-ai-generativelanguage==0.6.2
149
+ google-api-core==2.11.1
150
+ google-api-python-client==2.84.0
151
+ google-auth-httplib2==0.1.1
152
+ google-auth-oauthlib==1.2.0
153
+ google-auth==2.27.0
154
+ google-cloud-aiplatform==1.48.0
155
+ google-cloud-bigquery-connection==1.12.1
156
+ google-cloud-bigquery-storage==2.25.0
157
+ google-cloud-bigquery==3.21.0
158
+ google-cloud-core==2.3.3
159
+ google-cloud-datastore==2.15.2
160
+ google-cloud-firestore==2.11.1
161
+ google-cloud-functions==1.13.3
162
+ google-cloud-iam==2.15.0
163
+ google-cloud-language==2.13.3
164
+ google-cloud-resource-manager==1.12.3
165
+ google-cloud-storage==2.8.0
166
+ google-cloud-translate==3.11.3
167
+ google-colab==1.0.0
168
+ google-crc32c==1.5.0
169
+ google-generativeai==0.5.2
170
+ google-pasta==0.2.0
171
+ google-resumable-media==2.7.0
172
+ google==2.0.3
173
+ googleapis-common-protos==1.63.0
174
+ googledrivedownloader==0.4
175
+ graphviz==0.20.3
176
+ greenlet==3.0.3
177
+ grpc-google-iam-v1==0.13.0
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