mirror of
https://github.com/vladmandic/automatic
synced 2026-08-30 09:01:01 +02:00
CalamitousFelicitousness
d78c5c1cd0
- Rename cli/api-interrogate.py to cli/api-caption.py - Update cli/options.py, cli/process.py for new module paths - Update cli/test-tagger.py for caption module imports
110 lines
3.4 KiB
Python
Executable File
110 lines
3.4 KiB
Python
Executable File
#!/usr/bin/env python
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"""
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use clip to caption image(s)
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"""
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import io
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import base64
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import sys
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import os
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import asyncio
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import filetype
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from types import SimpleNamespace
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from PIL import Image
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from util import log, Map
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import sdapi
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stats = { 'captions': {}, 'keywords': {} }
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exclude = ['a', 'in', 'on', 'out', 'at', 'the', 'and', 'with', 'next', 'to', 'it', 'for', 'of', 'into', 'that']
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def decode(encoding):
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if encoding.startswith("data:image/"):
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encoding = encoding.split(";")[1].split(",")[1]
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return Image.open(io.BytesIO(base64.b64decode(encoding)))
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def encode(f):
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image = Image.open(f)
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exif = image.getexif()
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if image.mode == 'RGBA':
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image = image.convert('RGB')
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with io.BytesIO() as stream:
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image.save(stream, 'JPEG', exif = exif)
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values = stream.getvalue()
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encoded = base64.b64encode(values).decode()
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return encoded
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def print_summary():
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captions = dict(sorted(stats['captions'].items(), key=lambda x:x[1], reverse=True))
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log.info({ 'caption stats': captions })
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keywords = dict(sorted(stats['keywords'].items(), key=lambda x:x[1], reverse=True))
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log.info({ 'keyword stats': keywords })
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async def caption(f):
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if not filetype.is_image(f):
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log.info({ 'caption skip': f })
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return
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json = Map({ 'image': encode(f) })
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log.info({ 'caption': f })
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# run clip
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json.model = 'clip'
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res = await sdapi.post('/sdapi/v1/caption', json)
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caption = ""
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style = ""
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if 'caption' in res:
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caption = res.caption
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log.info({ 'caption result': caption })
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if ', by' in caption:
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style = caption.split(', by')[1].strip()
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log.info({ 'caption style': style })
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for word in caption.split(' '):
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if word not in exclude:
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stats['captions'][word] = stats['captions'][word] + 1 if word in stats['captions'] else 1
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else:
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log.error({ 'caption clip error': res })
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# run tagger (DeepBooru)
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tagger_req = SimpleNamespace(image=json.image, model='deepbooru', show_scores=True)
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res = await sdapi.post('/sdapi/v1/tagger', tagger_req)
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keywords = {}
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if 'scores' in res and res.scores:
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keywords = dict(sorted(res.scores.items(), key=lambda x: x[1], reverse=True))
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for word in keywords:
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stats['keywords'][word] = stats['keywords'][word] + 1 if word in stats['keywords'] else 1
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log.info({'caption keywords': keywords})
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elif 'tags' in res:
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for tag in res.tags.split(', '):
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stats['keywords'][tag] = stats['keywords'][tag] + 1 if tag in stats['keywords'] else 1
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log.info({'caption tags': res.tags})
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else:
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log.error({'caption tagger error': res})
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return caption, keywords, style
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async def main():
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sys.argv.pop(0)
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await sdapi.session()
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if len(sys.argv) == 0:
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log.error({ 'caption': 'no files specified' })
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for arg in sys.argv:
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if os.path.exists(arg):
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if os.path.isfile(arg):
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await caption(arg)
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elif os.path.isdir(arg):
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for root, _dirs, files in os.walk(arg):
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for f in files:
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_caption, _keywords, _style = await caption(os.path.join(root, f))
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else:
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log.error({ 'caption unknown file type': arg })
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else:
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log.error({ 'caption file missing': arg })
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await sdapi.close()
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print_summary()
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if __name__ == "__main__":
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asyncio.run(main())
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