{"id":2278,"date":"2021-08-26T21:52:00","date_gmt":"2021-08-26T13:52:00","guid":{"rendered":"http:\/\/www.yatenglg.cn\/?p=2278"},"modified":"2022-10-24T11:28:14","modified_gmt":"2022-10-24T03:28:14","slug":"changeable-%e5%9f%ba%e4%ba%8epytorch%e7%9a%84%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e6%95%b0%e6%8d%ae%e5%a2%9e%e5%bc%ba%e5%b7%a5%e5%85%b7%e5%8c%85","status":"publish","type":"post","link":"http:\/\/www.yatenglg.cn\/blog\/?p=2278","title":{"rendered":"Changeable \u57fa\u4e8epytorch\u7684\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u589e\u5f3a\u5de5\u5177\u5305"},"content":{"rendered":"\r\n
\r\n\r\n\r\n\r\n
\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n\r\n\r\n\r\n

\u7b80\u4ecb<\/h1>\r\n\r\n\r\n\r\n

\u57fa\u4e8epytorch\u7684\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u589e\u5f3a\u5de5\u5177\u5305\u3002<\/p>\r\n\r\n\r\n\r\n

\u5b9e\u73b0\u4e86\u4ece VOC\u683c\u5f0f\u6570\u636e\u96c6<\/strong> -> transforms<\/strong> -> \u65e0\u9650dotaloader<\/strong> -> mosaic\u6570\u636e\u589e\u5f3a<\/strong> -> anchors\u5339\u914d<\/strong> => \u8f93\u51fa : tuple(image[B, C, H, W], boxes[B, num_anchors * num_classes, 4], labels[B, num_anchors*num_classes], image_name[B])<\/p>\r\n\r\n\r\n\r\n

mosaic<\/h1>\r\n\r\n\r\n\r\n

mosaic\u56fe\u7247\u5408\u6210\uff0c\u5728dotaloader\u4e2d\u5b9e\u73b0\uff0c<\/p>\r\n\r\n\r\n\r\n

\u5728\u5408\u6210mosaic\u65f6\uff0c\u8bfb\u5165\u56db\u5f20\u56fe\u7247\u3002\u5148\u968f\u673a\u751f\u6210\u56fe\u7247\u4ea4\u6c47\u70b9\uff1b\u7136\u540e\u8ba1\u7b97\u5404\u4f4d\u7f6e\u56fe\u7247\u6240\u9700\u5c3a\u5bf8\uff1b\u5bf9\u56db\u5f20\u56fe\u7247\u5206\u522b\u8fdb\u884c\u5c3a\u5bf8\u88c1\u526a\uff0c\u5e76\u53bb\u9664\u4e2d\u5fc3\u5728\u88c1\u526a\u533a\u57df\u5916\u7684\u6807\u6ce8\u6846\uff1b\u5408\u5e76\u751f\u6210mosaic\u56fe\u7247\u3002
\u5728\u5408\u6210\u524d\uff0c\u901a\u8fc7dataset\u4e2dtransforms\u5bf9\u5355\u5f20\u56fe\u7247\u8fdb\u884c\u6570\u636e\u589e\u5f3a\u3002<\/p>\r\n\r\n\r\n\r\n

\r\n\r\n\r\n\r\n\r\n
\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
\u7b2c\u4e00\u884c\u4e3amosaic\uff0c\u7b2c\u4e8c\u884cmosaic+transform\u3002\u6bcf\u6b21mosaic\u5408\u6210\uff0c\u90fd\u4f1a\u968f\u673a\u4e2d\u5fc3\u70b9\uff0c\u7136\u540e\u8fdb\u884c\u88c1\u526a\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u7684\u906e\u6321\u3002<\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n

AnchorsAssigner \uff08anchors\u5206\u914d\uff09<\/h1>\r\n\r\n\r\n\r\n

\u5b9e\u73b0\u4e86\u4e24\u79cdanchor\u5206\u914d\u65b9\u5f0f\uff1a\u901a\u8fc7\u4ea4\u5e76\u6bd4\u5206\u914d\uff0c\u901a\u8fc7\u5bbd\u9ad8\u6bd4\u5206\u914d\u3002<\/p>\r\n\r\n\r\n\r\n

\r\n\r\n\r\n\r\n\r\n
\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
\u7b2c\u4e00\u884c\u4e3a\u4ea4\u5e76\u6bd4\u5206\u914d\uff0c\u5bf9\u5927\u76ee\u6807\u8f83\u4e3a\u53cb\u597d\u3002
\u7b2c\u4e8c\u884c\u4e3a\u5bbd\u9ad8\u6bd4\u5206\u914d\uff0c\u5bf9\u5c0f\u76ee\u6807\u66f4\u4e3a\u53cb\u597d\u3002<\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n

Transforms \uff08\u6570\u636e\u589e\u5f3a\uff09<\/h1>\r\n\r\n\r\n\r\n

\u6240\u5b9e\u73b0\u7684\u6570\u636e\u589e\u5f3a\u65b9\u5f0f\uff0c\u5747\u662f\u9488\u5bf9\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u3002\u8f93\u5165\u5747\u4e3a image, boxes, labels\u3002<\/p>\r\n\r\n\r\n\r\n

    \r\n
  • ToTensor() # \u8f6c\u6362npndarry\u4e3atensor\u3002\uff08\u4e00\u822c\u4e0d\u9700\u8981\u4f7f\u7528\uff0c\u5728dataloader\u4e2d\u4f1a\u81ea\u52a8\u8f6c\u6362\uff09<\/li>\r\n
  • ConvertBoxesToValue() # \u5c06boxes\u4ece\u767e\u5206\u6bd4\u5f62\u5f0f\u8f6c\u6362\u4e3a\u503c\u5f62\u5f0f\u3002<\/li>\r\n
  • ConvertBoxesToPercentage() # \u5c06boxes\u4ece\u503c\u5f62\u5f0f\u8f6c\u6362\u4e3a\u767e\u5206\u6bd4\u5f62\u5f0f\u3002<\/li>\r\n
  • ConvertBoxesForm(from_form: str, to_form: str) # \u8f6c\u6362boxes\u683c\u5f0f\u3002’xyxy’ \u6216 ‘cxcywh’<\/li>\r\n
  • Resize(size: Tuple[int, int]) # resize<\/li>\r\n
  • AdaptiveResize(size: Tuple[int, int], value: Union[Tuple[int, int, int], Tuple[Tuple[int, int, int], \u2026]]=(114, 114, 114)) # \u81ea\u9002\u5e94resize\u3002\u4fdd\u6301\u56fe\u50cf\u5bbd\u9ad8\u6bd4\uff0c\u77ed\u8fb9\u8865\u9ed1\u8fb9\u3002<\/li>\r\n
  • Scaled(scale: Union[float, Tuple[float, float]]) # \u653e\u5927\u7f29\u5c0f\u56fe\u7247\u3002\u8f93\u5165\u7f29\u653e\u6bd4\u4f8b\u503c\u6216\u7f29\u653e\u6bd4\u4f8b\u8303\u56f4\u3002<\/li>\r\n
  • CropIou(iou:Union[float, Tuple[float, \u2026]]) # \u6309\u6307\u5b9a\u6700\u5c0fiou\u622a\u56fe\u56fe\u7247\u3002\u6307\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2aiou\u503c\u3002<\/li>\r\n
  • CropSize(size:Union[Tuple[int, int], Tuple[Tuple[int, int], \u2026]]) # \u6309\u6307\u5b9a\u5c3a\u5bf8\u622a\u53d6\u56fe\u7247\u3002\u56fe\u7247\u5c3a\u5bf8\u5c0f\u4e8e\u622a\u53d6\u5c3a\u5bf8\u65f6\uff0c\u5148resize\u5927\u56fe\u7247\uff0c\u7136\u540e\u622a\u53d6\u3002<\/li>\r\n
  • SubtractMeans(mean: Tuple[float, float, float]) # \u51cf\u5747\u503c<\/li>\r\n
  • DivideStds(std: Tuple[float, float, float]) # \u9664\u65b9\u5dee<\/li>\r\n
  • GaussNoise(scale: Union[float, Tuple[float, float]]=(0, 0.1), probability: float=0.5) # \u9ad8\u65af\u566a\u58f0\u3002\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4<\/li>\r\n
  • SalePepperNoise(sale_scale: Union[float, Tuple[float, float]]=(0, 0.03), pepper_scale: Union[float, Tuple[float, float]]=(0, 0.03), probability: float=0.5) # \u6912\u76d0\u566a\u58f0\u3002\u53c2\u6570\u5206\u522b\u4e3a\u76d0\u566a\u58f0\u6bd4\u4f8b\u4e0e\u6912\u566a\u58f0\u6bd4\u4f8b\uff0c\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • GaussBlur(ksize: Union[int, Tuple[int, \u2026]]=(3, 5, 7, 9), probability: float=0.5) # \u9ad8\u65af\u5e73\u6ed1\uff08\u9ad8\u65af\u6a21\u7cca\uff09\u3002\u9ad8\u65af\u6838\u5927\u5c0f\uff0c\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u591a\u4e2a\u503c\uff0c\u5fc5\u987b\u4e3a\u6b63\u5947\u6570\u3002<\/li>\r\n
  • MotionBlue(ksize: Union[int, Tuple[int, \u2026]]=(3, 5, 7, 9, 11), angle: Union[int, Tuple[int, int]] = (0, 30), probability: float=0.5) # \u8fd0\u52a8\u5e73\u6ed1\uff08\u8fd0\u52a8\u6a21\u7cca\uff09\u3002\u53c2\u6570\u4e3a\u6838\u5927\u5c0f\u4e0e\u8fd0\u52a8\u89d2\u5ea6\u3002\u6838\u5927\u5c0f\uff0c\u6307\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2a\u503c\uff0c\u5fc5\u987b\u4e3a\u6b63\u5947\u6570\uff1b\u8fd0\u52a8\u89d2\u5ea6\uff0c\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • Cutout(num: Union[int, Tuple[int, \u2026]]=(1, 2, 3, 4), size: Union[Tuple[float, float], Tuple[Tuple[float, float], \u2026]]=((0.2, 0.2), (0.3, 0.3)), value:Union[Tuple[int, int, int], Tuple[Tuple[int, int, int], \u2026]]=(114, 114, 114), cover: float=0.5, probability: float=0.5) # \u906e\u6321\u3002\u53c2\u6570\u4e3a\u906e\u6321\u5757\u6570\u91cf\u3001\u906e\u6321\u5757\u5c3a\u5bf8\u7cfb\u6570\u3001\u906e\u6321\u5757\u586b\u5145\u503c\u4e0e\u906e\u6321\u9608\u503c\u3002\u906e\u6321\u5757\u6570\u91cf\uff0c\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u591a\u4e2a\u503c\uff1b\u906e\u6321\u5757\u5c3a\u5bf8\uff0c\u6307\u5b9a\u4e00\u7ec4\u503c\u6216\u591a\u7ec4\u503c\uff08\u5bbd\u9ad8\uff09\uff1b\u906e\u6321\u5757\u586b\u5145\u503c\uff0c\u6307\u5b9a\u4e00\u7ec4\u503c\u6216\u591a\u79cd\u503c\u3002<\/li>\r\n
  • RandomFlipLR(probability: float=0.5) # \u5de6\u53f3\u7ffb\u8f6c\u3002<\/li>\r\n
  • RandomFlipUD(probability: float=0.5) # \u4e0a\u4e0b\u7ffb\u8f6c\u3002<\/li>\r\n
  • ShuffleChannels(mode: Union[Tuple[int, int, int], Tuple[Tuple[int, int, int], ]]=((0, 2, 1), (1, 0, 2), (1, 2, 0),(2, 0, 1), (2, 1, 0)), probability: float=0.5) # \u4ea4\u6362\u901a\u9053\u3002\u6307\u5b9a\u4e00\u7ec4\u503c\u6216\u591a\u7ec4\u503c\u3002<\/li>\r\n
  • ChangeContrast(scale:Union[float, Tuple[float, float]]=(-0.5, 0.5), probability: float=0.5) # \u5bf9\u6bd4\u5ea6\u8c03\u6574\u3002\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • ChangeHue(scale: Union[int, Tuple[int, int]]=(0, 360), probability: float=0.5) # \u8272\u8c03\u8c03\u6574\u3002\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • ChangeSaturation(scale: Union[float, Tuple[float, float]]=(-1, 1), probability: float=0.5) # \u9971\u548c\u5ea6\u8c03\u6574\u3002\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • ChangeBrightness(scale: Union[float, Tuple[float, float]]=(-0.3, 0.3), probability: float=0.5) # \u4eae\u5ea6\u8c03\u6574\u3002\u6307\u5b9a\u4e00\u4e2a\u503c\u6216\u4e00\u4e2a\u8303\u56f4\u3002<\/li>\r\n
  • Compose(transforms)<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n

    \u8272\u5f69\u8c03\u6574<\/strong><\/p>\r\n\r\n\r\n\r\n

    \r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
    \u4eae\u5ea6<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    ChangeBrightness<\/td>\r\n-0.3<\/td>\r\n-0.2<\/td>\r\n-0.1<\/td>\r\n0<\/td>\r\n0.1<\/td>\r\n0.2<\/td>\r\n0.3<\/td>\r\n<\/tr>\r\n
    \u5bf9\u6bd4\u5ea6<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    ChangeContrast<\/td>\r\n-0.5<\/td>\r\n-0.3<\/td>\r\n-0.2<\/td>\r\n0<\/td>\r\n0.2<\/td>\r\n0.3<\/td>\r\n0.5<\/td>\r\n<\/tr>\r\n
    \u8272\u8c03<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    ChangeHue<\/td>\r\n0<\/td>\r\n60<\/td>\r\n120<\/td>\r\n180<\/td>\r\n240<\/td>\r\n300<\/td>\r\n360<\/td>\r\n<\/tr>\r\n
    \u9971\u548c\u5ea6<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    ChangeSaturation<\/td>\r\n-1<\/td>\r\n-0.5<\/td>\r\n-0.3<\/td>\r\n0<\/td>\r\n0.3<\/td>\r\n0.5<\/td>\r\n1<\/td>\r\n<\/tr>\r\n
    \u901a\u9053\u4ea4\u6362<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n
    ShuffleChannels<\/td>\r\n(0, 1, 2)<\/td>\r\n(0, 2, 1)<\/td>\r\n(1, 0, 2)<\/td>\r\n(1, 2, 0)<\/td>\r\n(2, 0, 1)<\/td>\r\n(2, 1, 0)<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
    <\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n

    \u7ffb\u8f6c<\/strong><\/p>\r\n\r\n\r\n\r\n

    \r\n\r\n\r\n\r\n\r\n
    \u5de6\u53f3\u7ffb\u8f6c<\/td>\r\n\"\"<\/a><\/td>\r\n\u4e0a\u4e0b\u7ffb\u8f6c<\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    RandomFlipLR<\/td>\r\n\u00a0<\/td>\r\nRandomFlipUD<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n\r\n\r\n\r\n

    \u566a\u58f0<\/strong><\/p>\r\n\r\n\r\n\r\n

    \r\n\r\n\r\n\r\n\r\n\r\n\r\n
    \u6912\u76d0\u566a\u58f0<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    SalePepperNoise<\/td>\r\n0.01,
    0.01<\/td>\r\n    		0.02,
    0.02<\/td>\r\n    		0.03,
    0.03<\/td>\r\n    		0,
    0.01<\/td>\r\n    		0.01,
    0<\/td>\r\n    		0,
    0.02<\/td>\r\n    		0.02,
    0<\/td>\r\n<\/tr>\r\n
    \u9ad8\u65af\u566a\u58f0<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\u00a0<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n
    GaussNoise<\/td>\r\n0.01<\/td>\r\n0.05<\/td>\r\n0.1<\/td>\r\n0.2<\/td>\r\n0.3<\/td>\r\n\u00a0<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n\r\n\r\n\r\n

    \u6a21\u7cca<\/strong><\/p>\r\n\r\n\r\n\r\n

    \r\n\r\n\r\n\r\n\r\n\r\n\r\n
    \u8fd0\u52a8\u6a21\u7cca<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    MotionBlue<\/td>\r\n3, 0<\/td>\r\n5, 0<\/td>\r\n7, 0<\/td>\r\n9, 0<\/td>\r\n11, 0<\/td>\r\n11, 30<\/td>\r\n11, 60<\/td>\r\n<\/tr>\r\n
    \u9ad8\u65af\u6a21\u7cca<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\u00a0<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n
    GaussBlur<\/td>\r\n1<\/td>\r\n3<\/td>\r\n5<\/td>\r\n7<\/td>\r\n9<\/td>\r\n\u00a0<\/td>\r\n\u00a0<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n\r\n\r\n\r\n

    \u906e\u6321<\/p>\r\n\r\n\r\n\r\n

    \r\n\r\n\r\n\r\n\r\n
    \u906e\u6321<\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n\"\"<\/a><\/td>\r\n<\/tr>\r\n
    Cutout<\/td>\r\n1,(0.3, 0.3), (114,114,114),<\/td>\r\n2,(0.3, 0.3), (114,114,114)<\/td>\r\n2,(0.2, 0.15),
    (0,0,0)<\/td>\r\n    		3,(0.15, 0.15),
    (114,114,255)<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n","protected":false},"excerpt":{"rendered":"

    \u7b80\u4ecb \u57fa\u4e8epytorch\u7684\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u589e\u5f3a\u5de5\u5177\u5305\u3002 \u5b9e\u73b0\u4e86\u4ece VOC\u683c\u5f0f\u6570\u636e\u96c6 -> transform…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[8,5],"tags":[],"_links":{"self":[{"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2278"}],"collection":[{"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2278"}],"version-history":[{"count":83,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2278\/revisions"}],"predecessor-version":[{"id":2905,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2278\/revisions\/2905"}],"wp:attachment":[{"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2278"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2278"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.yatenglg.cn\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}