| CARVIEW |
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?z???g?Ƀm?C?Y????m?C?Y?????????Ă????ƃL???C?ȉ摜???????????̂??B?????????͎????̖ڂŊm?F???Ă݂܂??傤?B
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?@?O????Stable Diffusion?Ƃ͉????ƁAWeb?y?[?W?ł??̓?????m?F???܂????B?????????ςɂ????AStable Diffusion?Ƃ́u?摜?????邽?߂̌P???ς݃??f???v?ŁA???̓??쌴???́u?????ȃm?C?Y????A???X?Ƀm?C?Y?????????Ă????A?ŏI?I?Ȃ??ꂢ?ȉ摜??v?Ƃ??????̂ł????B
?@?Ƃ????킯?ŁA????͂??ꂪ?z???g???ǂ?????ڂɌ?????`?Ŋm?F???邱?Ƃɂ??܂??傤?B?ŏ??ɓ??????????Ă??܂??ƁA?ȉ??̂悤?ȉ摜??̂??ړI?ł??B???̉ߒ???Diffusers????Stable Diffusion???g???āA?摜???????{?I?Ȃ??????Љ?Ă????܂??B
?@Windows??Stable Diffusion?????\?z???邩?AGoogle Colab???g?p???邩?͔Y?݂܂??????AGoogle Colab???m?[?g?u?b?N?????J???Ă????A?????̕??????ۂɃR?[?h?????Ď????Ă݂邱?Ƃ??ł??邾?낤?Ƃ??????ƂŁA?????Google Colab???g?p???Ă??܂??B?Ȃ??A?????ł?Google Colab?ł́u?m?[?g?u?b?N?ɂ̓n?C?????????K?v?ł??v?̂悤?ȃ??b?Z?[?W???\?????ꂽ??A???ۂɃ??????s???Ŏ??s?ł??Ȃ??????肷?邩??????܂???B???̏ꍇ?͓?????̊??????蓖?Ă???܂ł?????Ă݂Ă????????i???킳???j?B
?@?m?[?g?u?b?N????Python?Ƃ????v???O???~???O???ꂪ?g???Ă??܂????A?P?Ɏ??s???邾???Ȃ̂ŒN?ɂł??ł??????ł??ˁB?R?[?h?̈Ӗ??͈ȉ??̖{???ŕ?????₷??????????Ă???̂?Python?????߂Ăł??????ł???Ǝv???܂??B?????ŃR?[?h????????悤?ɂȂ邽?߂̋L???ł͂Ȃ??P?ɓ??????ċ??????m?F???邽?߂̋L???Ȃ̂ŁA????Ɗ??????番????Ȃ??????̓X?L?b?v???ĊT?v????????ł݂?悤?ɂ??Ă????????B???̏ꍇ?A?茳?ŃR?[?h????Stable Diffusion?????s?ł??邾???ł????????܂????i??F?j?B
Diffusers
?@Diffusers?Ƃ?Stable Diffusion???͂??߂Ƃ???u?g?U???f???v?ɂ??摜?????𐔍s?̃R?[?h?ōs????悤?ɂ???t???[?????[?N?ł??B?Ⴆ?ADiffusers?ɂ?Stable Diffusion???ȒP?Ɏg????悤?ɂ??邽?߂?StableDiffusionPipeline?N???X???܂܂?Ă??āA????𗘗p???邱?ƂŊm???ɂق?̐??s?ʼn摜???ł???悤?ɂȂ?܂??B
Hugging Face?ւ̃T?C???A?b?v?ƃA?N?Z?X?g?[?N???̎擾
?@?Ƃ͂????A???̑O??Stable Diffusion?̃??f???𗘗p???邽?߂?Hugging Face?ƌĂ??AI?R?~???j?e?B?[?T?C?g?ɓo?^?????āAStable Diffusion?̃??f???ɃA?N?Z?X???邽?߂́u?g?[?N???v?ƌĂ?镶??????擾????K?v??????܂??B??L??URL?ɃA?N?Z?X????ƁA?ȉ??̂悤?ȉ?ʂ??\???????̂ŁA???[???A?h???X?ƃp?X???[?h????͂??܂??傤?B
?@????ƁA???Ƀ??[?U?[????t???l?[???Ȃǂ̃v???t?B?[??????͂????ʂ??\??????܂??B
?@???p?K??ƍs???K?͂??悭?ǂ?ŁmI have read and agree with the Terms of Service and the Code of Conduct?n?Ƀ`?F?b?N?????āA?mCreate Account?n?{?^?????N???b?N????ƁA???͂??????[???A?h???X?Ɋm?F???[?????͂??̂Ń????N???N???b?N????Γo?^?͊????ł??B
?@???̉?ʂ̏?ɂ??錟???{?b?N?X?Ɂustable diffusion?v?ȂǂƓ??͂???ƁA???̉??ɁuCompVis/stable-diffusion-v1-4?v?Ƃ????I???????\???????̂ŁA??????N???b?N???܂??B????ƁAStable Diffusion?ɂ??Đ??????????y?[?W???\??????܂??B??ʂ̏㕔?ɂ́u???̃??f???ɃA?N?Z?X????ɂ̓R???^?N?g???????L????K?v??????܂??v?Ƃ??????b?Z?[?W???\??????Ă??܂??B???̗???ǂݐi?߂āA?mI have read the License and agree with its terms?n?Ƀ`?F?b?N?????āA?mAccess Repository?n?{?^?????N???b?N???܂??B
?@???????g?̐ݒ?y?[?W?Ɉړ????āA?mNew Token?n?{?^?????N???b?N???Ă????????B????ƁA?ȉ??̂悤?ȉ?ʂ??\???????̂ŁA?mName?n???Ɂustable diffusion?v?ȂǂƓ??͂??āA?mGenerate a token?n?{?^?????N???b?N???܂??B
?@????ɂ??ȉ??̂悤?ɐ??????ꂽ?g?[?N?????\??????܂??B
?@???????ŕ\?????ꂽ?g?[?N???̉E?[?ɂ???i?mShow?n?̉E?ׂɂ???j?mCopy token to clipboard?n?{?^?????????A?g?[?N?????R?s?[?ł??܂??B??????g???āA???Stable Diffusion?̃??f???ɃA?N?Z?X????悤?ɃR?[?h???L?q???܂??B
?@?????܂ł???AColab?̃m?[?g?u?b?N?ɃR?[?h???L?q???鏀?????????ł??B?Ƃ????Ă??A????͊??ɋL?q?ς݂̃m?[?g?u?b?N?̃R?[?h?????Ă??????Ƃɂ??܂??傤?B
?K?v?ȃ??C?u?????̃C???X?g?[??
?@Diffusers???g???ɂ́A?ʏ?upip install diffusers?v?R?}???h?????s???邾???ł??iGoogle Colab????OS?R?}???h?????s????ۂɂ͊?{?I?ɐ擪?Ɂu!?v???K?v?ł??j?B?????Ȃ̂ł????A????̏????ł?PyPI?o?R??pip????C???X?g?[???????Diffusers 0.3.0?ł͂??܂??????܂???B??????Ƃ????o?O??????AGitHub?ł͂??ꂪ???ɏC??????Ă???̂ŁA??????𗘗p???邱?Ƃɂ??܂????B???ɂ?transformers?Ascipy?Aftfy?̊e?p?b?P?[?W???C???X?g?[?????Ă??܂??B
Diffusers???g???ĉ摜??????R?[?h???????Ă݂悤
?@???C?u?????̃C???X?g?[?????ł?????A?????????R?[?h???????Ă݂܂??B?Ƃ????Ă??A?ȍ~?̓??e?́uStable Diffusion with Diffusers?v?̂܂܂ł??B??邱?Ƃ͂ق?̂킸???B
- torch?p?b?P?[?W??StableDiffusionPipeline?N???X?̃C???|?[?g
- ?g?[?N???̐ݒ?
- ?p?C?v???C???̍쐬
- ?v?????v?g?̎w??
- ?摜????
?@?ȏ?ł??B??????R?[?h?ɂ??????̂??ȉ??ł??B
import torch
from diffusers import StableDiffusionPipeline
YOUR_TOKEN = 'hf_XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX'
pipe = StableDiffusionPipeline.from_pretrained('CompVis/stable-diffusion-v1-4',
use_auth_token=YOUR_TOKEN)
pipe.to('cuda')
prompt = 'a photograph of an astronaut riding a horse'
with torch.autocast('cuda'):
image = pipe(prompt).images[0]
image
?@?ŏ???2?s??torch?p?b?P?[?W??StableDiffusionPipeline?N???X?̃C???|?[?g?ł??i???ۂɂ͌?́uwith torch.autocast('cuda'):?v???Ȃ????torch?p?b?P?[?W?̃C???|?[?g?͕K?v?Ȃ?????????܂???ˁB????with?u???b?N?͌v?Z?Ŏg?p???镂???????_???l?̐??x???قȂ??Ă???ꍇ?ɁA???x???????I?ɂ??낦?Ă??????̂ł??j?B
?@?ϐ?YOUR_TOKEN?ɂ͏?Ŏ擾?????g?[?N?????????Ă????܂??B
?@???̎??́upipe = StableDiffusionPipeline.from_pretrained('CompVis/stable-diffusion-v1-4', use_auth_token=YOUR_TOKEN)?v?s?Ńp?C?v???C???ƌĂ??d?g?݂?????Ă??܂??B???̑?1?????Ɏw?肵?Ă???̂??AStable Diffusion?̃??f???{?̂ł??B?????āA??2?????ɂ͂??̏?Őݒ肵?Ă???g?[?N?????w?肵?܂??B???̌?́upipe.to('cuda')?v?s?́A?쐬?????p?C?v???C????GPU?Ɉڂ????߂̂??̂ł??B
?@?????܂ł??摜?????̏????ł??B
?@?????āA?v?????v?g?Ƃ??Ă悭??????ua photograph of an astronaut riding a horse?v?i?n?ɏ???Ă???F????s?m?̎ʐ^?j??ݒ肵?Ă??܂??B?Ō?Ɂuimage = pipe(prompt).images[0]?v?s?ʼn摜?????Ă??܂??B???̍s?̂????upipe(prompt)?v?Ƃ????쐬?????p?C?v???C???????̂悤?ɌĂяo???Ă??镔???ʼn摜??????????܂??B???̎??ɂ???u.images[0]?v?́upipe(prompt)?v?Ăяo???̖߂?l?̂????Aimages?????ɂ???擪?v?f?????o?????̂ł??B?܂?A???ꂪStabled Diffusion?ɂ?萶?????ꂽ?摜?ƂȂ?܂??iwith???͊??ɏq?ׂ??ʂ?A?????????_???l?̐??x?????낦?邽?߂̋@?\?ł??j?B
?@?R?[?h???̂͊m???ɂ??Ȃ菭?Ȃ??ʂł????A?z???g?ɂ???ȊȒP?ɉ摜???????ł???̂ł??傤???B?Ƃ????킯?ŁA?ȉ??Ɏ??s???ʂ??????܂??B
?@????炵???摜???m???ɐ???????܂????B???炵???ł??ˁB???Ȃ݂ɏ?̃R?[?h?͖???ʁX?̉摜?????܂????A?ݒ??ς??Ȃ???A?????摜??????̂ł???A?O??Ɠ??l?ɗ????̏????l???Œ肵?܂??B?R?[?h?ł?????s???ꍇ?ɂ́Atorch.Generator?N???X??manual_seed???\?b?h???g?p???܂??B
?@?ȉ??͂??̗?ł??B
generator = torch.Generator('cuda').manual_seed(2)
image = pipe(prompt, guidance_scale=7.5, num_inference_steps=50,
generator=generator).images[0]
image
?@?????̃V?[?h??generator?L?[???[?h?????Ɏw?肵?܂??Bprompt?͏?Ɠ??l?A?????????摜?̎w???ŁAguidance_scale?L?[???[?h?????ɂ͑O??ɂ??o?Ă????v?????v?g?ɑ??钉???x?Łi?傫???قǃv?????v?g?ɒ????ɂȂ?A???????قǐ????????摜?̑??l?????傫???Ȃ?j?Anum_inference_steps?L?[???[?h?????ɂ̓m?C?Y???????s?????w?肵?܂??B???̑??ɂ??摜?̃T?C?Y???w??ł??܂????A?????ɂ??Ă͎???Ɏ??グ?邱?Ƃɂ??܂??傤?B
?@?ȉ??͂??̃R?[?h?̎??s???ʂł??B
?@?????܂?Diffusers???g?????ƂŁA???s?̃R?[?h?ʼn摜???????s???邱?Ƃ????Ă??܂????BStableDiffusionPipeline?N???X??__call__???\?b?h?ɂ́A?摜???????s?????߂̏??????܂Ƃ߂??Ă??āA???̃N???X?̃C???X?^???X?????̂悤?ɌĂяo?????ƂŁA???̃??\?b?h?̃R?[?h?????s?????悤?ɂȂ??Ă??܂??B?????̂???????\?[?X?R?[?h?????Ă݂?ƁA???\?ȗʂ̃R?[?h????????Ă??邱?Ƃ???????͂??ł??B
?@?????????R?[?h?????O?ɒ?`???邱?ƂŁA??^?I?ŔώG?ȃR?[?h???L?q????K?v???Ȃ????̂?Diffusers?̂悢?Ƃ???ł??ˁB
?@???ɁA?????ȃm?C?Y????m?C?Y???????J??Ԃ??Ă??????ƂŁA??̉摜???z???g?ɐ????????̂????m?F???Ă݂܂??傤?B
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