{"id":98707,"date":"2025-02-23T08:58:53","date_gmt":"2025-02-23T05:28:53","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/elastictransform-%d8%af%d8%b1-pytorch-1-%d8%ac%d8%a7%d9%85%d8%b9%d9%87-dev\/"},"modified":"2025-02-23T08:58:53","modified_gmt":"2025-02-23T05:28:53","slug":"elastictransform-%d8%af%d8%b1-pytorch-1-%d8%ac%d8%a7%d9%85%d8%b9%d9%87-dev","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/elastictransform-%d8%af%d8%b1-pytorch-1-%d8%ac%d8%a7%d9%85%d8%b9%d9%87-dev\/","title":{"rendered":"Elastictransform \u062f\u0631 Pytorch (1) – \u062c\u0627\u0645\u0639\u0647 Dev"},"content":{"rendered":"

ElasticTransform () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u0648\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. *\u062f\u0631 \u0645\u0648\u0631\u062f alpha<\/code> \u0648\u062a fill<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644:<\/p>\n

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from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> ElasticTransform<\/span>\nfrom<\/span> torchvision.transforms.functional<\/span> import<\/span> InterpolationMode<\/span>\n\net<\/span> =<\/span> ElasticTransform<\/span>()<\/span>\net<\/span> =<\/span> ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>50<\/span>,<\/span>\n                      sigma<\/span>=<\/span>5<\/span>,<\/span>\n                      interpolation<\/span>=<\/span>InterpolationMode<\/span>.<\/span>BILINEAR<\/span>,<\/span>\n                      fill<\/span>=<\/span>0<\/span>)<\/span>\net<\/span>\n# ElasticTransform(alpha=[50.0, 50.0],\n#                  sigma=[5.0, 5.0],\n#                  interpolation=InterpolationMode.BILINEAR,\n#                  fill=0)\n<\/span>\net<\/span>.<\/span>alpha<\/span>\n# [50.0, 50.0]\n<\/span>\net<\/span>.<\/span>sigma<\/span>\n# [5.0, 5.0]\n<\/span>\net<\/span>.<\/span>interpolation<\/span>\n# \n<\/interpolationmode.bilinear:><\/span>\net<\/span>.<\/span>fill<\/span>\n# 0\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    # transform=ElasticTransform(alpha=0, sigma=0)\n<\/span>)<\/span>\n\na0origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `a` is alpha.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>0<\/span>)<\/span>\n)<\/span>\n\na50_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>50<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=[50, 50])\n<\/span>    # transform=ElasticTransform(alpha=-50)\n<\/span>    # transform=ElasticTransform(alpha=[-50, -50])\n<\/span>)<\/span>\n\na100_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>100<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-100)\n<\/span>)<\/span>\n\na200_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>200<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-200)\n<\/span>)<\/span>\n\na500_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>500<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-500)\n<\/span>)<\/span>\n\na1000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>1000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-1000)\n<\/span>)<\/span>\n\na5000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-5000)\n<\/span>)<\/span>\n\na10000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>10000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-10000)\n<\/span>)<\/span>\n\na50000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>50000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-50000)\n<\/span>)<\/span>\n\na100000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>100000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-100000)\n<\/span>)<\/span>\n\na1000000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>1000000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-1000000)\n<\/span>)<\/span>\n\na10000000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>10000000<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=-10000000)\n<\/span>)<\/span>\n\na0_0origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 0<\/span>])<\/span>\n)<\/span>\n\na50_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>50<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-50, 0])\n<\/span>)<\/span>\n\na100_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-100, 0])\n<\/span>)<\/span>\n\na200_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>200<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-200, 0])\n<\/span>)<\/span>\n\na500_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-500, 0])\n<\/span>)<\/span>\n\na1000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>1000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-1000, 0])\n<\/span>)<\/span>\n\na5000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>5000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-5000, 0])\n<\/span>)<\/span>\n\na10000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>10000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-10000, 0])\n<\/span>)<\/span>\n\na50000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>50000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-50000, 0])\n<\/span>)<\/span>\n\na100000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>100000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-100000, 0])\n<\/span>)<\/span>\n\na1000000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>1000000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-1000000, 0])\n<\/span>)<\/span>\n\na10000000_0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>10000000<\/span>,<\/span> 0<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[-10000000, 0])\n<\/span>)<\/span>\n\na0_50_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 50<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -50])\n<\/span>)<\/span>\n\na0_100_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 100<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -100])\n<\/span>)<\/span>\n\na0_200_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 200<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -200])\n<\/span>)<\/span>\n\na0_500_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 500<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -500])\n<\/span>)<\/span>\n\na0_1000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 1000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -1000])\n<\/span>)<\/span>\n\na0_5000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 5000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -5000])\n<\/span>)<\/span>\n\na0_10000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 10000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -10000])\n<\/span>)<\/span>\n\na0_50000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 50000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -50000])\n<\/span>)<\/span>\n\na0_100000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 100000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -100000])\n<\/span>)<\/span>\n\na0_1000000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 1000000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -1000000])\n<\/span>)<\/span>\n\na0_10000000_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 10000000<\/span>])<\/span>\n    # transform=ElasticTransform(alpha=[0, -10000000])\n<\/span>)<\/span>\n\na5000fgray_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `f` is fill.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\na10000fgray_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>10000<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\na5000fpurple_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\na10000fpurple_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>10000<\/span>,<\/span> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/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>a0origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a50_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a100_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a200_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a200_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a500_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a500_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a1000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a50000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a100000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a1000000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000000_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_0origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_0origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a50_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a100_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a200_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a200_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a500_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a500_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a1000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a50000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a100000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a1000000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000000_0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000000_0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000000_0_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_0origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_0origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_50_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_50_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_100_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_100_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_200_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_200_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_500_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_500_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_1000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_1000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_5000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_5000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_10000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_10000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_50000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_50000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_100000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_100000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_1000000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_1000000_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a0_10000000_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_10000000_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fgray_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fgray_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fpurple_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fpurple_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> a<\/span>=<\/span>None<\/span>,<\/span> s<\/span>=<\/span>5<\/span>,<\/span> \n                 ip<\/span>=<\/span>InterpolationMode<\/span>.<\/span>BILINEAR<\/span>,<\/span> f<\/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> a<\/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            et<\/span> =<\/span> ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>a<\/span>,<\/span> sigma<\/span>=<\/span>s<\/span>,<\/span>\n                                  interpolation<\/span>=<\/span>ip<\/span>,<\/span> fill<\/span>=<\/span>f<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>et<\/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>a0origin_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>0<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>50<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>100<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a200_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>200<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a500_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>500<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>1000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>50000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>100000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>1000000<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000000<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_0origin_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>50<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a200_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>200<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a500_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>1000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>5000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>10000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a50000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>50000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a100000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>100000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a1000000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>1000000<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000000_0_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>10000000<\/span>,<\/span> 0<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_0origin_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 0<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_50_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_100_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 100<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_200_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 200<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_500_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 500<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_1000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 1000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_5000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 5000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_10000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 10000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_50000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 50000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_100000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 100000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_1000000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 1000000<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a0_10000000_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>[<\/span>0<\/span>,<\/span> 10000000<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000<\/span>,<\/span>\n             f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/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":"
ElasticTransform () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u0648\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. *\u062f\u0631 \u0645\u0648\u0631\u062f alpha \u0648\u062a fill \u0627\u0633\u062a\u062f\u0644\u0627\u0644: from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import ElasticTransform from torchvision.transforms.functional import InterpolationMode et = ElasticTransform() et = ElasticTransform(alpha=50, sigma=5, interpolation=InterpolationMode.BILINEAR, fill=0) et # ElasticTransform(alpha=[50.0, 50.0], # sigma=[5.0, 5.0], # interpolation=InterpolationMode.BILINEAR, # fill=0) et.alpha …<\/p>\n","protected":false},"author":2,"featured_media":98708,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzs9xxfft2thzzkgii55h.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-98707","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\/98707","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=98707"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/98707\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/98708"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=98707"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=98707"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=98707"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}