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dev(narugo): init this project

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.gitignore ADDED
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661
+ # Workspace files are user-specific
662
+ *.sublime-workspace
663
+
664
+ # Project files should be checked into the repository, unless a significant
665
+ # proportion of contributors will probably not be using Sublime Text
666
+ # *.sublime-project
667
+
668
+ # SFTP configuration file
669
+ sftp-config.json
670
+ sftp-config-alt*.json
671
+
672
+ # Package control specific files
673
+ Package Control.last-run
674
+ Package Control.ca-list
675
+ Package Control.ca-bundle
676
+ Package Control.system-ca-bundle
677
+ Package Control.cache/
678
+ Package Control.ca-certs/
679
+ Package Control.merged-ca-bundle
680
+ Package Control.user-ca-bundle
681
+ oscrypto-ca-bundle.crt
682
+ bh_unicode_properties.cache
683
+
684
+ # Sublime-github package stores a github token in this file
685
+ # https://packagecontrol.io/packages/sublime-github
686
+ GitHub.sublime-settings
687
+
688
+ ### C template
689
+ # Prerequisites
690
+ *.d
691
+
692
+ # Object files
693
+ *.o
694
+ *.ko
695
+ *.obj
696
+ *.elf
697
+
698
+ # Linker output
699
+ *.ilk
700
+ *.map
701
+ *.exp
702
+
703
+ # Precompiled Headers
704
+ *.gch
705
+ *.pch
706
+
707
+ # Libraries
708
+ *.lib
709
+ *.a
710
+ *.la
711
+ *.lo
712
+
713
+ # Shared objects (inc. Windows DLLs)
714
+ *.dll
715
+ *.so
716
+ *.so.*
717
+ *.dylib
718
+
719
+ # Executables
720
+ *.exe
721
+ *.out
722
+ *.app
723
+ *.i*86
724
+ *.x86_64
725
+ *.hex
726
+
727
+ # Debug files
728
+ *.dSYM/
729
+ *.su
730
+ *.idb
731
+ *.pdb
732
+
733
+ # Kernel Module Compile Results
734
+ *.mod*
735
+ *.cmd
736
+ .tmp_versions/
737
+ modules.order
738
+ Module.symvers
739
+ Mkfile.old
740
+ dkms.conf
741
+
742
+ ### VirtualEnv template
743
+ # Virtualenv
744
+ # http://iamzed.com/2009/05/07/a-primer-on-virtualenv/
745
+ .Python
746
+ [Bb]in
747
+ [Ii]nclude
748
+ [Ll]ib
749
+ [Ll]ib64
750
+ [Ll]ocal
751
+ [Ss]cripts
752
+ pyvenv.cfg
753
+ .venv
754
+ pip-selfcheck.json
755
+
756
+ ### LibreOffice template
757
+ # LibreOffice locks
758
+ .~lock.*#
759
+
760
+ ### Xilinx template
761
+ # gitignore template for Xilinx Vivado Design Suite
762
+ # website: https://www.xilinx.com/support/download.html
763
+
764
+ # [home]
765
+ *.jou
766
+ *.log
767
+ *.debug
768
+ *.str
769
+ *.tmp
770
+ *.os
771
+ *.js
772
+ *.pb
773
+ *.dcp
774
+ *.hwdef
775
+ *.vds
776
+ *.veo
777
+ *.wdf
778
+ *.vdi
779
+ *.dmp
780
+ *.rpx
781
+ *.rpt
782
+ *_stub.v
783
+ *_stub.vhdl
784
+ *_funcsim.v
785
+ *_funcsim.vhdl
786
+ .project
787
+
788
+ # [dir]
789
+ *.cache
790
+ .metadata
791
+ *.data
792
+ *.ipdefs
793
+ .Xil
794
+ *.sdk
795
+ *.hw
796
+ *.ip_user_files
797
+
798
+ ### IP synth
799
+ *_synth_*
800
+
801
+ .jobs
802
+
803
+ ### project synth
804
+ */*.runs/synth*/*.xml
805
+ */*.runs/synth*/*.txt
806
+ */*.runs/synth*/*.sh
807
+ */*.runs/synth*/*.tcl
808
+ */*.runs/synth*/*.bat
809
+ */*.runs/synth*/*.xdc
810
+ !*/*.runs/synth*/*utilization*.rpt
811
+
812
+ *.runs/synth*/*.xml
813
+ *.runs/synth*/*.txt
814
+ *.runs/synth*/*.sh
815
+ *.runs/synth*/*.tcl
816
+ *.runs/synth*/*.bat
817
+ *.runs/synth*/*.xdc
818
+ !*.runs/synth*/*utilization*.rpt
819
+
820
+ ### project impl
821
+ */*.runs/impl*/*.xml
822
+ */*.runs/impl*/*.html
823
+ */*.runs/impl*/*.txt
824
+ */*.runs/impl*/*.sh
825
+ */*.runs/impl*/*.tcl
826
+ */*.runs/impl*/*.bat
827
+ !*/*.runs/impl*/*utilization*.rpt
828
+
829
+ *.runs/impl*/*.xml
830
+ *.runs/impl*/*.html
831
+ *.runs/impl*/*.txt
832
+ *.runs/impl*/*.sh
833
+ *.runs/impl*/*.tcl
834
+ *.runs/impl*/*.bat
835
+ !*.runs/impl*/*utilization*.rpt
836
+
837
+ ### block design
838
+ */*/bd/*/hdl
839
+ */*/*/bd/*/hdl
840
+
841
+ */*/bd/*/*.xdc
842
+ */*/*/bd/*/*.xdc
843
+
844
+ */*/bd/*/ip/*/*.xdc
845
+ */*/*/bd/*/ip/*/*.xdc
846
+
847
+ */*/bd/*/ip/*/*/
848
+ */*/*/bd/*/ip/*/*/
849
+
850
+ */*/bd/*/ip/*/*.vhd
851
+ */*/*/bd/*/ip/*/*.vhd
852
+
853
+ */*/bd/*/ip/*/*.xml
854
+ */*/*/bd/*/ip/*/*.xml
855
+
856
+ *.c
857
+ *.cpp
858
+ *.h
859
+ *.vho
860
+ */*/bd/*/ip/*/*.tcl
861
+ */*/*/bd/*/ip/*/*.tcl
862
+ hw_handoff
863
+ ipshared
864
+
865
+ ### Lua template
866
+ # Compiled Lua sources
867
+ luac.out
868
+
869
+ # luarocks build files
870
+ *.src.rock
871
+ *.zip
872
+
873
+ # Object files
874
+ *.o
875
+ *.os
876
+ *.ko
877
+ *.obj
878
+ *.elf
879
+
880
+ # Precompiled Headers
881
+ *.gch
882
+ *.pch
883
+
884
+ # Libraries
885
+ *.lib
886
+ *.a
887
+ *.la
888
+ *.lo
889
+ *.def
890
+ *.exp
891
+
892
+ # Shared objects (inc. Windows DLLs)
893
+ *.dll
894
+ *.so
895
+ *.so.*
896
+ *.dylib
897
+
898
+ # Executables
899
+ *.exe
900
+ *.out
901
+ *.app
902
+ *.i*86
903
+ *.x86_64
904
+ *.hex
905
+
906
+
907
+ ### Vagrant template
908
+ # General
909
+ .vagrant/
910
+
911
+ # Log files (if you are creating logs in debug mode, uncomment this)
912
+ # *.log
913
+
914
+ ### PuTTY template
915
+ # Private key
916
+ *.ppk
917
+
918
+ ### Patch template
919
+ *.orig
920
+ *.rej
921
+
922
+ ### Python template
923
+ # Byte-compiled / optimized / DLL files
924
+ __pycache__/
925
+ *.py[cod]
926
+ *$py.class
927
+
928
+ # C extensions
929
+ *.so
930
+
931
+ # Distribution / packaging
932
+ .Python
933
+ build/
934
+ develop-eggs/
935
+ /dist
936
+ wheelhouse/
937
+ downloads/
938
+ eggs/
939
+ .eggs/
940
+ lib/
941
+ lib64/
942
+ parts/
943
+ sdist/
944
+ var/
945
+ wheels/
946
+ share/python-wheels/
947
+ *.egg-info/
948
+ .installed.cfg
949
+ *.egg
950
+ MANIFEST
951
+
952
+ # PyInstaller
953
+ # Usually these files are written by a python script from a template
954
+ # before PyInstaller builds the exe, so as to inject date/other infos into it.
955
+ *.manifest
956
+ *.spec
957
+
958
+ # Installer logs
959
+ pip-log.txt
960
+ pip-delete-this-directory.txt
961
+
962
+ # Unit test / coverage reports
963
+ htmlcov/
964
+ .tox/
965
+ .nox/
966
+ .coverage
967
+ .coverage.*
968
+ .cache
969
+ nosetests.xml
970
+ coverage.xml
971
+ *.cover
972
+ *.py,cover
973
+ .hypothesis/
974
+ .pytest_cache/
975
+ cover/
976
+
977
+ # Translations
978
+ *.mo
979
+ *.pot
980
+
981
+ # Django stuff:
982
+ *.log
983
+ local_settings.py
984
+ db.sqlite3
985
+ db.sqlite3-journal
986
+
987
+ # Flask stuff:
988
+ instance/
989
+ .webassets-cache
990
+
991
+ # Scrapy stuff:
992
+ .scrapy
993
+
994
+ # Sphinx documentation
995
+ docs/_build/
996
+
997
+ # PyBuilder
998
+ .pybuilder/
999
+ target/
1000
+
1001
+ # Jupyter Notebook
1002
+ .ipynb_checkpoints
1003
+
1004
+ # IPython
1005
+ profile_default/
1006
+ ipython_config.py
1007
+
1008
+ # pyenv
1009
+ # For a library or package, you might want to ignore these files since the code is
1010
+ # intended to run in multiple environments; otherwise, check them in:
1011
+ # .python-version
1012
+
1013
+ # pipenv
1014
+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
1015
+ # However, in case of collaboration, if having platform-specific dependencies or dependencies
1016
+ # having no cross-platform support, pipenv may install dependencies that don't work, or not
1017
+ # install all needed dependencies.
1018
+ #Pipfile.lock
1019
+
1020
+ # PEP 582; used by e.g. github.com/David-OConnor/pyflow
1021
+ __pypackages__/
1022
+
1023
+ # Celery stuff
1024
+ celerybeat-schedule
1025
+ celerybeat.pid
1026
+
1027
+ # SageMath parsed files
1028
+ *.sage.py
1029
+
1030
+ # Environments
1031
+ .env
1032
+ .venv
1033
+ /env/
1034
+ venv/
1035
+ ENV/
1036
+ env.bak/
1037
+ venv.bak/
1038
+
1039
+ # Spyder project settings
1040
+ .spyderproject
1041
+ .spyproject
1042
+
1043
+ # Rope project settings
1044
+ .ropeproject
1045
+
1046
+ # mkdocs documentation
1047
+ /site
1048
+
1049
+ # mypy
1050
+ .mypy_cache/
1051
+ .dmypy.json
1052
+ dmypy.json
1053
+
1054
+ # Pyre type checker
1055
+ .pyre/
1056
+
1057
+ # pytype static type analyzer
1058
+ .pytype/
1059
+
1060
+ # Cython debug symbols
1061
+ cython_debug/
1062
+
1063
+ ### Windows template
1064
+ # Windows thumbnail cache files
1065
+ Thumbs.db
1066
+ Thumbs.db:encryptable
1067
+ ehthumbs.db
1068
+ ehthumbs_vista.db
1069
+
1070
+ # Dump file
1071
+ *.stackdump
1072
+
1073
+ # Folder config file
1074
+ [Dd]esktop.ini
1075
+
1076
+ # Recycle Bin used on file shares
1077
+ $RECYCLE.BIN/
1078
+
1079
+ # Windows Installer files
1080
+ *.cab
1081
+ *.msi
1082
+ *.msix
1083
+ *.msm
1084
+ *.msp
1085
+
1086
+ # Windows shortcuts
1087
+ *.lnk
1088
+
1089
+ ### Xcode template
1090
+ # Xcode
1091
+ #
1092
+ # gitignore contributors: remember to update Global/Xcode.gitignore, Objective-C.gitignore & Swift.gitignore
1093
+
1094
+ ## User settings
1095
+ xcuserdata/
1096
+
1097
+ ## compatibility with Xcode 8 and earlier (ignoring not required starting Xcode 9)
1098
+ *.xcscmblueprint
1099
+ *.xccheckout
1100
+
1101
+ ## compatibility with Xcode 3 and earlier (ignoring not required starting Xcode 4)
1102
+ build/
1103
+ DerivedData/
1104
+ *.moved-aside
1105
+ *.pbxuser
1106
+ !default.pbxuser
1107
+ *.mode1v3
1108
+ !default.mode1v3
1109
+ *.mode2v3
1110
+ !default.mode2v3
1111
+ *.perspectivev3
1112
+ !default.perspectivev3
1113
+
1114
+ ## Gcc Patch
1115
+ /*.gcno
1116
+
1117
+ ### JetBrains template
1118
+ # Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
1119
+ # Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
1120
+
1121
+ # User-specific stuff
1122
+ .idea/**/workspace.xml
1123
+ .idea/**/tasks.xml
1124
+ .idea/**/usage.statistics.xml
1125
+ .idea/**/dictionaries
1126
+ .idea/**/shelf
1127
+
1128
+ # Generated files
1129
+ .idea/**/contentModel.xml
1130
+
1131
+ # Sensitive or high-churn files
1132
+ .idea/**/dataSources/
1133
+ .idea/**/dataSources.ids
1134
+ .idea/**/dataSources.local.xml
1135
+ .idea/**/sqlDataSources.xml
1136
+ .idea/**/dynamic.xml
1137
+ .idea/**/uiDesigner.xml
1138
+ .idea/**/dbnavigator.xml
1139
+
1140
+ # Gradle
1141
+ .idea/**/gradle.xml
1142
+ .idea/**/libraries
1143
+
1144
+ # Gradle and Maven with auto-import
1145
+ # When using Gradle or Maven with auto-import, you should exclude module files,
1146
+ # since they will be recreated, and may cause churn. Uncomment if using
1147
+ # auto-import.
1148
+ # .idea/artifacts
1149
+ # .idea/compiler.xml
1150
+ # .idea/jarRepositories.xml
1151
+ # .idea/modules.xml
1152
+ # .idea/*.iml
1153
+ # .idea/modules
1154
+ # *.iml
1155
+ # *.ipr
1156
+
1157
+ # CMake
1158
+ cmake-build-*/
1159
+
1160
+ # Mongo Explorer plugin
1161
+ .idea/**/mongoSettings.xml
1162
+
1163
+ # File-based project format
1164
+ *.iws
1165
+
1166
+ # IntelliJ
1167
+ out/
1168
+
1169
+ # mpeltonen/sbt-idea plugin
1170
+ .idea_modules/
1171
+
1172
+ # JIRA plugin
1173
+ atlassian-ide-plugin.xml
1174
+
1175
+ # Cursive Clojure plugin
1176
+ .idea/replstate.xml
1177
+
1178
+ # Crashlytics plugin (for Android Studio and IntelliJ)
1179
+ com_crashlytics_export_strings.xml
1180
+ crashlytics.properties
1181
+ crashlytics-build.properties
1182
+ fabric.properties
1183
+
1184
+ # Editor-based Rest Client
1185
+ .idea/httpRequests
1186
+
1187
+ # Android studio 3.1+ serialized cache file
1188
+ .idea/caches/build_file_checksums.ser
1189
+
1190
+ /test_*
1191
+ .python-version
1192
+ /docs/build
1193
+ /public
1194
+ /docs/source/**/*.puml.svg
1195
+ /docs/source/**/*.puml.png
1196
+ /docs/source/**/*.gv.svg
1197
+ /docs/source/**/*.gv.png
1198
+ /docs/source/**/*.py.txt
1199
+ /docs/source/**/*.py.err
1200
+ /docs/source/**/*.py.exitcode
1201
+ /docs/source/**/*.sh.txt
1202
+ /docs/source/**/*.sh.err
1203
+ /docs/source/**/*.sh.exitcode
1204
+ /docs/source/**/*.dat.*
1205
+ !/docs/source/_static/**/*
1206
+ /cartpole_dqn_*
1207
+ /extra
1208
+ /resource/yolort/*
1209
+ !/resource/yolort/Makefile
1210
+ /images
1211
+ /output
1212
+ /ckpt
1213
+ /ckpts
1214
+ /.benchmarks
1215
+ /onnxs
1216
+ /.temp
app.py ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import json
2
+ import logging
3
+ import os
4
+ import re
5
+ import shutil
6
+ from functools import lru_cache
7
+ from typing import Optional, List, Tuple, Mapping
8
+
9
+ import gradio as gr
10
+ import numpy as np
11
+ from PIL import Image
12
+ from hbutils.system import pip_install
13
+ from huggingface_hub import hf_hub_download
14
+
15
+
16
+ def _ensure_onnxruntime():
17
+ try:
18
+ import onnxruntime
19
+ except (ImportError, ModuleNotFoundError):
20
+ logging.warning('Onnx runtime not installed, preparing to install ...')
21
+ if shutil.which('nvidia-smi'):
22
+ logging.info('Installing onnxruntime-gpu ...')
23
+ pip_install(['onnxruntime-gpu'], silent=True)
24
+ else:
25
+ logging.info('Installing onnxruntime (cpu) ...')
26
+ pip_install(['onnxruntime'], silent=True)
27
+
28
+
29
+ _ensure_onnxruntime()
30
+ from onnxruntime import get_available_providers, get_all_providers, InferenceSession, SessionOptions, \
31
+ GraphOptimizationLevel
32
+
33
+ alias = {
34
+ 'gpu': "CUDAExecutionProvider",
35
+ "trt": "TensorrtExecutionProvider",
36
+ }
37
+
38
+
39
+ def get_onnx_provider(provider: Optional[str] = None):
40
+ if not provider:
41
+ if "CUDAExecutionProvider" in get_available_providers():
42
+ return "CUDAExecutionProvider"
43
+ else:
44
+ return "CPUExecutionProvider"
45
+ elif provider.lower() in alias:
46
+ return alias[provider.lower()]
47
+ else:
48
+ for p in get_all_providers():
49
+ if provider.lower() == p.lower() or f'{provider}ExecutionProvider'.lower() == p.lower():
50
+ return p
51
+
52
+ raise ValueError(f'One of the {get_all_providers()!r} expected, '
53
+ f'but unsupported provider {provider!r} found.')
54
+
55
+
56
+ def resize(pic: Image.Image, size: int, keep_ratio: float = True) -> Image.Image:
57
+ if not keep_ratio:
58
+ target_size = (size, size)
59
+ else:
60
+ min_edge = min(pic.size)
61
+ target_size = (
62
+ int(pic.size[0] / min_edge * size),
63
+ int(pic.size[1] / min_edge * size),
64
+ )
65
+
66
+ target_size = (
67
+ (target_size[0] // 4) * 4,
68
+ (target_size[1] // 4) * 4,
69
+ )
70
+
71
+ return pic.resize(target_size, resample=Image.Resampling.BILINEAR)
72
+
73
+
74
+ def to_tensor(pic: Image.Image):
75
+ img: np.ndarray = np.array(pic, np.uint8, copy=True)
76
+ img = img.reshape(pic.size[1], pic.size[0], len(pic.getbands()))
77
+
78
+ # put it from HWC to CHW format
79
+ img = img.transpose((2, 0, 1))
80
+ return img.astype(np.float32) / 255
81
+
82
+
83
+ def fill_background(pic: Image.Image, background: str = 'white') -> Image.Image:
84
+ if pic.mode == 'RGB':
85
+ return pic
86
+ if pic.mode != 'RGBA':
87
+ pic = pic.convert('RGBA')
88
+
89
+ background = background or 'white'
90
+ result = Image.new('RGBA', pic.size, background)
91
+ result.paste(pic, (0, 0), pic)
92
+
93
+ return result.convert('RGB')
94
+
95
+
96
+ def image_to_tensor(pic: Image.Image, size: int = 512, keep_ratio: float = True, background: str = 'white'):
97
+ return to_tensor(resize(fill_background(pic, background), size, keep_ratio))
98
+
99
+
100
+ def get_onnx_model_file(name='TResnet-D-FLq_ema_6-10000.onnx'):
101
+ return hf_hub_download(
102
+ repo_id='deepghs/ml-danbooru-onnx',
103
+ filename=name,
104
+ )
105
+
106
+
107
+ @lru_cache()
108
+ def _open_onnx_model(ckpt: str, provider: str) -> InferenceSession:
109
+ options = SessionOptions()
110
+ options.graph_optimization_level = GraphOptimizationLevel.ORT_ENABLE_ALL
111
+ if provider == "CPUExecutionProvider":
112
+ options.intra_op_num_threads = os.cpu_count()
113
+
114
+ logging.info(f'Model {ckpt!r} loaded with provider {provider!r}')
115
+ return InferenceSession(ckpt, options, [provider])
116
+
117
+
118
+ def load_classes() -> List[str]:
119
+ classes_file = hf_hub_download(
120
+ repo_id='deepghs/ml-danbooru-onnx',
121
+ filename='classes.json',
122
+ )
123
+ with open(classes_file, 'r', encoding='utf-8') as f:
124
+ return json.load(f)
125
+
126
+
127
+ def get_tags_from_image(pic: Image.Image, threshold: float = 0.7, size: int = 512, keep_ratio: bool = False):
128
+ real_input = image_to_tensor(pic, size, keep_ratio)
129
+ real_input = real_input.reshape(1, *real_input.shape)
130
+
131
+ model = _open_onnx_model(get_onnx_model_file(), get_onnx_provider('cpu'))
132
+ native_output, = model.run(['output'], {'input': real_input})
133
+
134
+ output = (1 / (1 + np.exp(-native_output))).reshape(-1)
135
+ tags = load_classes()
136
+ pairs = sorted([(tags[i], ratio) for i, ratio in enumerate(output)], key=lambda x: (-x[1], x[0]))
137
+ return {tag: float(ratio) for tag, ratio in pairs if ratio >= threshold}
138
+
139
+
140
+ RE_SPECIAL = re.compile(r'([\\()])')
141
+
142
+
143
+ def image_to_mldanbooru_tags(pic: Image.Image, threshold: float, size: int, keep_ratio: bool,
144
+ use_spaces: bool, use_escape: bool, include_ranks: bool, score_descend: bool) \
145
+ -> Tuple[str, Mapping[str, float]]:
146
+ filtered_tags = get_tags_from_image(pic, threshold, size, keep_ratio)
147
+
148
+ text_items = []
149
+ tags_pairs = filtered_tags.items()
150
+ if score_descend:
151
+ tags_pairs = sorted(tags_pairs, key=lambda x: (-x[1], x[0]))
152
+ for tag, score in tags_pairs:
153
+ tag_outformat = tag
154
+ if use_spaces:
155
+ tag_outformat = tag_outformat.replace('_', ' ')
156
+ if use_escape:
157
+ tag_outformat = re.sub(RE_SPECIAL, r'\\\1', tag_outformat)
158
+ if include_ranks:
159
+ tag_outformat = f"({tag_outformat}:{score:.3f})"
160
+ text_items.append(tag_outformat)
161
+ output_text = ', '.join(text_items)
162
+
163
+ return output_text, filtered_tags
164
+
165
+
166
+ if __name__ == '__main__':
167
+ with gr.Blocks() as demo:
168
+ with gr.Row():
169
+ with gr.Column():
170
+ gr_input_image = gr.Image(type='pil', label='Original Image')
171
+ with gr.Row():
172
+ gr_threshold = gr.Slider(0.0, 1.0, 0.7, label='Tagging Confidence Threshold')
173
+ gr_image_size = gr.Slider(128, 960, 512, step=32, label='Image for Recognition')
174
+ gr_keep_ratio = gr.Checkbox(value=False, label='Keep the Ratio')
175
+ with gr.Row():
176
+ gr_space = gr.Checkbox(value=False, label='Use Space Instead Of _')
177
+ gr_escape = gr.Checkbox(value=True, label='Use Text Escape')
178
+ gr_confidence = gr.Checkbox(value=False, label='Keep Confidences')
179
+ gr_order = gr.Checkbox(value=True, label='Descend By Confidence')
180
+
181
+ gr_btn_submit = gr.Button(value='Tagging', variant='primary')
182
+
183
+ with gr.Column():
184
+ with gr.Tabs():
185
+ with gr.Tab("Tags"):
186
+ gr_tags = gr.Label(label='Tags')
187
+ with gr.Tab("Exported Text"):
188
+ gr_output_text = gr.TextArea(label='Exported Text')
189
+
190
+ gr_btn_submit.click(
191
+ image_to_mldanbooru_tags,
192
+ inputs=[
193
+ gr_input_image, gr_threshold, gr_image_size, gr_keep_ratio,
194
+ gr_space, gr_escape, gr_confidence, gr_order
195
+ ],
196
+ outputs=[gr_output_text, gr_tags],
197
+ )
198
+ demo.queue(os.cpu_count()).launch()
requirements.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ gradio==3.18.0
2
+ numpy
3
+ pillow
4
+ onnxruntime
5
+ huggingface_hub
6
+ scikit-image
7
+ pandas
8
+ opencv-python>=4.6.0
9
+ hbutils>=0.8.1