{"id":97847,"date":"2025-02-17T07:24:33","date_gmt":"2025-02-17T03:54:33","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/randomposterize-in-pytorch-40ac\/"},"modified":"2025-02-17T07:24:33","modified_gmt":"2025-02-17T03:54:33","slug":"randomposterize-in-pytorch-40ac","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/randomposterize-in-pytorch-40ac\/","title":{"rendered":"Randomposerize \u062f\u0631 Pytorch – Community Dev"},"content":{"rendered":"

RandomPoserize () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0627\u0635 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n

\n
from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> RandomPosterize<\/span>\n\nrandomposterize<\/span> =<\/span> RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>1<\/span>)<\/span>\nrandomposterize<\/span> =<\/span> RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>1<\/span>,<\/span> p<\/span>=<\/span>0.5<\/span>)<\/span>\n\nrandomposterize<\/span> \n# RandomPosterize(p=0.5, bits=1)\n<\/span>\nrandomposterize<\/span>.<\/span>bits<\/span>\n# 1\n<\/span>\nrandomposterize<\/span>.<\/span>p<\/span>\n# 0.5\n<\/span>\norigin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>None<\/span>\n)<\/span>\n\nb8p1origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>8<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb7p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>7<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb6p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>6<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb5p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>5<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb4p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>4<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb3p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>3<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb2p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>2<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb1p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>1<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb0p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>0<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nbn1p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=-<\/span>1<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nbn10p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=-<\/span>10<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nbn100p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=-<\/span>100<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nb1p0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>1<\/span>,<\/span> p<\/span>=<\/span>0<\/span>)<\/span>\n)<\/span>\n\nb1p05_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>1<\/span>,<\/span> p<\/span>=<\/span>0.5<\/span>)<\/span>\n    # transform=RandomPosterize(bits=1)\n<\/span>)<\/span>\n\nimport<\/span> matplotlib.pyplot<\/span> as<\/span> plt<\/span>\n\ndef<\/span> show_images1<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n        plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n        plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n        plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n        plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b8p1origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b8p1origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b7p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b7p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b6p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b6p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b5p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b5p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b4p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b4p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b3p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b3p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b2p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b2p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b0p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b0p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>bn1p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn1p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>bn10p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn10p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>bn100p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn100p1_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>b1p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>)<\/span>\n\n# \u2193 \u2193 \u2193 \u2193 \u2193 \u2193 The code below is identical to the code above. \u2193 \u2193 \u2193 \u2193 \u2193 \u2193\n<\/span>def<\/span> show_images2<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>,<\/span> b<\/span>=<\/span>None<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    if<\/span> b<\/span> !=<\/span> None<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            rp<\/span> =<\/span> RandomPosterize<\/span>(<\/span>bits<\/span>=<\/span>b<\/span>,<\/span> p<\/span>=<\/span>prob<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>rp<\/span>(<\/span>im<\/span>))<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    else<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b8p1origin_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>8<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b7p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>7<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b6p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>6<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b5p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>5<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b4p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>4<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b3p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>3<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b2p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>2<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b0p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn1p1_data<\/span>\"<\/span>,<\/span> b<\/span>=-<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn10p1_data<\/span>\"<\/span>,<\/span> b<\/span>=-<\/span>10<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>bn100p1_data<\/span>\"<\/span>,<\/span> b<\/span>=-<\/span>100<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p0_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p05_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>b1p1_data<\/span>\"<\/span>,<\/span> b<\/span>=<\/span>1<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
RandomPoserize () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0627\u0635 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f: from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import RandomPosterize randomposterize = RandomPosterize(bits=1) randomposterize = RandomPosterize(bits=1, p=0.5) randomposterize # RandomPosterize(p=0.5, bits=1) randomposterize.bits # 1 randomposterize.p # 0.5 origin_data = OxfordIIITPet( root=”data”, transform=None …<\/p>\n","protected":false},"author":2,"featured_media":97848,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-97847","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/97847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=97847"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/97847\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/97848"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=97847"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=97847"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=97847"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}