{"id":104773,"date":"2019-08-07T17:47:39","date_gmt":"2019-08-07T09:47:39","guid":{"rendered":"http:\/\/www.siyuanblog.com\/?p=104773"},"modified":"2019-09-25T11:01:04","modified_gmt":"2019-09-25T03:01:04","slug":"k-means-%e5%af%bb%e6%89%be%e5%9b%be%e5%83%8f%e4%b8%bb%e4%bd%93%e9%a2%9c%e8%89%b2","status":"publish","type":"post","link":"http:\/\/www.siyuanblog.com\/?p=104773","title":{"rendered":"K-means \u5bfb\u627e\u56fe\u50cf\u4e3b\u4f53\u989c\u8272"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"104773\" class=\"elementor elementor-104773\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-005e1f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"005e1f3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1132daf\" data-id=\"1132daf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-912426b elementor-widget elementor-widget-text-editor\" data-id=\"912426b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element-overlay\"><ul class=\"elementor-editor-element-settings elementor-editor-column-settings\"><li class=\"elementor-editor-element-setting elementor-editor-element-edit elementor-active\" title=\"\u7f16\u8f91\u680f\"><span class=\"elementor-screen-only\">\u7f16\u8f91\u680f<\/span><\/li><\/ul><\/div><div class=\"elementor-column-wrap elementor-element-populated\"><div class=\"elementor-background-overlay\">\u00a0<\/div><div class=\"elementor-widget-wrap ui-sortable\"><div class=\"elementor-element elementor-element-edit-mode elementor-element-5ad7ed19 elementor-element--toggle-edit-tools elementor-widget elementor-widget-text-editor\" data-id=\"5ad7ed19\" data-element_type=\"widget\" data-model-cid=\"c26\" data-widget_type=\"text-editor.default\"><div class=\"elementor-element-overlay\">\u00a0<\/div><div class=\"elementor-widget-container\"><div class=\"elementor-text-editor elementor-clearfix elementor-inline-editing\" data-elementor-setting-key=\"editor\" data-elementor-inline-editing-toolbar=\"advanced\">\u51e0\u4e2a\u6708\u524d\uff0c\u6211\u5199\u4e86\u7bc7\u6587\u7ae0<a href=\"http:\/\/www.siyuanblog.com\/?p=1762\" target=\"_blank\" rel=\"noopener noreferrer\">\u201c\u7eafpython\u7f16\u5199K-means\u7b97\u6cd5\uff0c\u63d0\u53d6\u56fe\u7247\u4e2d\u7684\u4e3b\u4f53\u989c\u8272\u201d<\/a>\uff0c\u627e\u5230\u56fe\u7247\u4e2d\u7684\u663e\u8457\u989c\u8272\u3002 \u4eca\u5929\u7a81\u53d1\u5947\u60f3\uff0c\u80fd\u4e0d\u80fd\u628ak-means\u7528\u4e8e\u56fe\u7247\u538b\u7f29\u5462\uff1f\u5bf9\u56fe\u50cfrgb\u4e09\u4e2a\u901a\u9053\u8fdb\u884c\u805a\u7c7b\uff0c\u5f97\u5230\u4e2d\u5fc3\u70b9\u50cf\u7d20\uff0c\u5e76\u586b\u5145\u5bf9\u5e94\u7684\u7c7b\u522b\u533a\u57df\uff0c\u6211\u627e\u6765\u4e86\u4e00\u5f20\u4e0a\u6d77\u7684\u56fe\u7247\u8fdb\u884c\u538b\u7f29<\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-394cc22 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"394cc22\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-facacee\" data-id=\"facacee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-363281f elementor-widget elementor-widget-image\" data-id=\"363281f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/shanghai-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114777\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/shanghai-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/shanghai-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3b93b68 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3b93b68\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10c23d0\" data-id=\"10c23d0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-383c59d elementor-widget elementor-widget-image\" data-id=\"383c59d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/kmeansGif.gif\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c862c05 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c862c05\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d37b271\" data-id=\"d37b271\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44ffa5a elementor-widget elementor-widget-text-editor\" data-id=\"44ffa5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6211\u7684\u4ee3\u7801\u5982\u4e0b\uff0c\u7531\u4e8e\u5728jupyte\u7f16\u8f91\u5668\u4e0a\u5199\u7684\u4ee3\u7801\uff0c\u56e0\u6b64\u663e\u793a\u56fe\u7247\u4f7f\u7528\u7684matplotlib\u6a21\u5757<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e3730b6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e3730b6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6dbbda2\" data-id=\"6dbbda2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8283b3e elementor-widget elementor-widget-text-editor\" data-id=\"8283b3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<pre style=\"background-color: #2b2b2b; color: #a9b7c6; font-family: '\u5b8b\u4f53'; font-size: 9.0pt;\"><span style=\"color: #cc7832;\">import <\/span>numpy <span style=\"color: #cc7832;\">as <\/span>np<br \/><span style=\"color: #cc7832;\">import <\/span>matplotlib.pyplot <span style=\"color: #cc7832;\">as <\/span>plt<br \/><span style=\"color: #cc7832;\">from <\/span>skimage <span style=\"color: #cc7832;\">import <\/span>io<br \/><span style=\"color: #cc7832;\">import <\/span>cv2 <span style=\"color: #cc7832;\">as <\/span>cv<br \/><span style=\"color: #cc7832;\">import <\/span>os<br \/><span style=\"color: #cc7832;\">from <\/span>sklearn.cluster <span style=\"color: #cc7832;\">import <\/span>KMeans<br \/><br \/>img = io.imread(<span style=\"color: #6a8759;\">'shanghai.jpg'<\/span>)<br \/>img = np.array(img<span style=\"color: #cc7832;\">, <\/span>dtype=np.float64) \/ <span style=\"color: #6897bb;\">255<br \/><\/span><span style=\"color: #6897bb;\"><br \/><\/span>plt.axis(<span style=\"color: #6a8759;\">'off'<\/span>)<br \/>plt.imshow(img)<br \/><br \/>outImgPath = <span style=\"color: #6a8759;\">'\/data\/githubFile\/outImgBlog'<br \/><\/span><span style=\"color: #cc7832;\">if not <\/span>os.path.exists(outImgPath):<br \/>    os.makedirs(outImgPath)<br \/><br \/><br \/><span style=\"color: #808080;\"># \u5b9a\u4e49\u51fd\u6570\u5b8c\u6210kemans\u529f\u80fd<br \/><\/span><span style=\"color: #cc7832;\">def <\/span>KMeansImage(img<span style=\"color: #cc7832;\">, <\/span>k):<br \/>    w<span style=\"color: #cc7832;\">, <\/span>h<span style=\"color: #cc7832;\">, <\/span>c = img.shape<br \/>    dd = np.reshape(img<span style=\"color: #cc7832;\">, <\/span>(w * h<span style=\"color: #cc7832;\">, <\/span>c))<br \/>    km = KMeans(n_clusters=k)<br \/>    km.fit(dd)<br \/>    labels = km.predict(dd)<br \/>    centers = km.cluster_centers_<br \/>    new_img = img.copy()<br \/>    <span style=\"color: #cc7832;\">for <\/span>i <span style=\"color: #cc7832;\">in <\/span>range(w):<br \/>        <span style=\"color: #cc7832;\">for <\/span>j <span style=\"color: #cc7832;\">in <\/span>range(h):<br \/>            ij = i * h + j<br \/>            new_img[i][j] = centers[labels[ij]]<br \/>    <span style=\"color: #cc7832;\">return <\/span>{<span style=\"color: #6a8759;\">'new_image'<\/span>: new_img<span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6a8759;\">'center_colors'<\/span>: centers}<br \/><br \/><br \/>plt.figure(figsize=(<span style=\"color: #6897bb;\">12<\/span><span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6897bb;\">9<\/span>))<br \/>plt.imshow(d)<br \/>plt.axis(<span style=\"color: #6a8759;\">'off'<\/span>)<br \/>plt.show()<br \/><span style=\"color: #cc7832;\">for <\/span>i <span style=\"color: #cc7832;\">in <\/span>range(<span style=\"color: #6897bb;\">200<\/span><span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6897bb;\">1000<\/span><span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6897bb;\">100<\/span>):<br \/>    print(<span style=\"color: #6a8759;\">'Number of clusters:'<\/span><span style=\"color: #cc7832;\">, <\/span>i)<br \/>    out = KMeansImage(img=img<span style=\"color: #cc7832;\">, <\/span>k=i)<br \/>    centers<span style=\"color: #cc7832;\">, <\/span>new_image = out[<span style=\"color: #6a8759;\">'center_colors'<\/span>]<span style=\"color: #cc7832;\">, <\/span>out[<span style=\"color: #6a8759;\">'new_image'<\/span>]<br \/>    print(<span style=\"color: #6a8759;\">'new_image.shape:'<\/span><span style=\"color: #cc7832;\">, <\/span>new_image.shape)<br \/>    plt.figure(figsize=(<span style=\"color: #6897bb;\">12<\/span><span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6897bb;\">1<\/span>))<br \/>    plt.imshow([centers]);<br \/>    plt.axis(<span style=\"color: #6a8759;\">'off'<\/span>)<br \/>    plt.show()<br \/><br \/>    <span style=\"color: #808080;\"># \u4f7f\u7528\u7b97\u6cd5\u8dd1\u51fa\u7684\u4e2d\u5fc3\u70b9\uff0c\u751f\u6210\u4e00\u4e2a\u77e9\u9635\uff0c\u4e3a\u6570\u636e\u53ef\u89c6\u5316\u505a\u51c6\u5907<br \/><\/span>    result = []<br \/>    result_width = <span style=\"color: #6897bb;\">200<br \/><\/span>    result_height_per_center = <span style=\"color: #6897bb;\">80<br \/><\/span><span style=\"color: #6897bb;\"><br \/><\/span>    <span style=\"color: #cc7832;\">for <\/span>center_index <span style=\"color: #cc7832;\">in <\/span>range(i):<br \/>        result.append(np.full((result_width * result_height_per_center<span style=\"color: #cc7832;\">, <\/span>centers.shape[<span style=\"color: #6897bb;\">1<\/span>])<span style=\"color: #cc7832;\">, <\/span>centers[center_index] * <span style=\"color: #6897bb;\">255<\/span><span style=\"color: #cc7832;\">,<br \/><\/span>                              dtype=int))<br \/>    result = np.array(result)<br \/>    result = result.reshape((result_height_per_center * i<span style=\"color: #cc7832;\">, <\/span>result_width<span style=\"color: #cc7832;\">, <\/span>centers.shape[<span style=\"color: #6897bb;\">1<\/span>]))<br \/><br \/>    <span style=\"color: #808080;\"># # \u4fdd\u5b58\u56fe\u7247<br \/><\/span>    imgName = <span style=\"color: #6a8759;\">'block-%s.jpg' <\/span>% i<br \/>    cv.imwrite(os.path.join(outImgPath<span style=\"color: #cc7832;\">, <\/span>imgName)<span style=\"color: #cc7832;\">, <\/span>result)<br \/><br \/>    plt.figure(figsize=(<span style=\"color: #6897bb;\">12<\/span><span style=\"color: #cc7832;\">, <\/span><span style=\"color: #6897bb;\">9<\/span>))<br \/>    plt.imshow(new_image)<br \/>    plt.axis(<span style=\"color: #6a8759;\">'off'<\/span>)<br \/>    plt.show()<br \/>    imgName = <span style=\"color: #6a8759;\">'outputImg-%s.jpg' <\/span>% i<br \/>    cv.imwrite(os.path.join(outImgPath<span style=\"color: #cc7832;\">, <\/span>imgName)<span style=\"color: #cc7832;\">, <\/span>new_image * <span style=\"color: #6897bb;\">255<\/span>)<\/pre>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f710057 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f710057\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cf55c79\" data-id=\"cf55c79\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6cbd338 elementor-widget elementor-widget-text-editor\" data-id=\"6cbd338\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a2\u65f6(\u5de6\u4fa7\u4e3a\u63d0\u53d6\u51fa\u7684\u4e3b\u4f53\u989c\u8272\uff0c\u53f3\u4fa7\u4e3a\u4f7f\u7528\u63d0\u8d77\u51fa\u7684\u4e3b\u4f53\u989c\u8272\u63cf\u7ed8\u7684\u56fe\u7247)\uff0c\u56fe\u7247\u4e2d\u4ec5\u6709\u4e24\u79cd\u989c\u8272\uff0c\u975e\u5e38\u5355\u8c03\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-477687b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"477687b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-75606a0\" data-id=\"75606a0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8209a74 elementor-widget elementor-widget-image\" data-id=\"8209a74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"200\" height=\"160\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-2.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114778\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-2.jpg 200w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-2-70x56.jpg 70w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9e700b2\" data-id=\"9e700b2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-adfc632 elementor-widget elementor-widget-image\" data-id=\"adfc632\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-2-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114779\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-2-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-2-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-84337a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84337a7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ea64c48\" data-id=\"ea64c48\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53a1b64 elementor-widget elementor-widget-text-editor\" data-id=\"53a1b64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a3\u65f6\uff0c\u56fe\u7247\u4e2d\u6709\u4e09\u79cd\u989c\u8272\uff0c\u6700\u660e\u663e\u7684\u53d8\u5316\u662f\u5929\u7a7a\u5f00\u59cb\u5206\u5c42\u4e86\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-17c2e4f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17c2e4f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-47f49a1\" data-id=\"47f49a1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d88ce8d elementor-widget elementor-widget-image\" data-id=\"d88ce8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"240\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-3.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114780\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-3.jpg 200w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-3-46x54.jpg 46w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0e61d0f\" data-id=\"0e61d0f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5015440 elementor-widget elementor-widget-image\" data-id=\"5015440\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-3-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114781\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-3-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-3-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aee8a1c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aee8a1c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d880201\" data-id=\"d880201\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bcae08e elementor-widget elementor-widget-text-editor\" data-id=\"bcae08e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a5\u65f6\uff0c\u53ef\u4ee5\u770b\u51fa\uff0c\u6bd4\u4e0a\u9762\u4e24\u5e45\u56fe\u7247\u989c\u8272\u5c42\u6b21\u66f4\u52a0\u4e30\u5bcc\u4e86\uff0c\u5929\u7a7a\u5206\u5c42\u66f4\u591a\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-848ba64 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"848ba64\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-09b03b6\" data-id=\"09b03b6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d118934 elementor-widget elementor-widget-image\" data-id=\"d118934\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"400\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114782\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5.jpg 200w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5-150x300.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5fc95a9\" data-id=\"5fc95a9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e1c0d2 elementor-widget elementor-widget-image\" data-id=\"3e1c0d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114783\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ce7e649 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce7e649\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f7d651d\" data-id=\"f7d651d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25ce840 elementor-widget elementor-widget-text-editor\" data-id=\"25ce840\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a11\u65f6<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c76f17 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0c76f17\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-43b30af\" data-id=\"43b30af\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-079e655 elementor-widget elementor-widget-image\" data-id=\"079e655\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"400\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114782\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5.jpg 200w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-5-150x300.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f0fbe18\" data-id=\"f0fbe18\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f614b5f elementor-widget elementor-widget-image\" data-id=\"f614b5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114783\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-5-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9890ab9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9890ab9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-615fc3b\" data-id=\"615fc3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-217cfce elementor-widget elementor-widget-text-editor\" data-id=\"217cfce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a51\u65f6\uff0c\u5929\u7a7a\u5206\u5c42\u66f4\u591a\uff0c\u5176\u4ed6\u90e8\u5206\u4e5f\u5f00\u59cb\u663e\u793a\u51fa\u5f69\u8272\uff0c\u7531\u4e8e\u7167\u7247\u662f\u665a\u4e0a\u62cd\u7684\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u63d0\u53d6\u5230\u768451\u79cd\u989c\u8272\uff0c\u5927\u90fd\u662f\u6df1\u8272\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-022b55c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"022b55c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ac0dde9\" data-id=\"ac0dde9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4186c70 elementor-widget elementor-widget-image\" data-id=\"4186c70\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"4080\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-51.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114785\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-988139e\" data-id=\"988139e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b749073 elementor-widget elementor-widget-image\" data-id=\"b749073\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-51-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114786\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-51-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-51-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c915ddb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c915ddb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3de6924\" data-id=\"3de6924\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46df8b5 elementor-widget elementor-widget-text-editor\" data-id=\"46df8b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a151\u65f6\uff0c\u8272\u5f69\u66f4\u52a0\u4e30\u5bcc\u4e86\uff0c\u5929\u7a7a\u5c42\u6b21\u7684\u8fc7\u5ea6\u4e5f\u66f4\u52a0\u81ea\u7136\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e5a77fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e5a77fb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9186d4b\" data-id=\"9186d4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-48203ec elementor-widget elementor-widget-image\" data-id=\"48203ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"12080\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-151.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114787\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-90fbbd3\" data-id=\"90fbbd3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14a38a6 elementor-widget elementor-widget-image\" data-id=\"14a38a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-151-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114788\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-151-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-151-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e25142 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e25142\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cc79702\" data-id=\"cc79702\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-52e025b elementor-widget elementor-widget-text-editor\" data-id=\"52e025b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f53k\u4e3a200\u65f6\uff0c\u56fe\u7247\u7684\u8272\u5f69\u8fc7\u5ea6\u5df2\u7ecf\u5f88\u81ea\u7136\u5566\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df01c2f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df01c2f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0dc8540\" data-id=\"0dc8540\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-94f096e elementor-widget elementor-widget-image\" data-id=\"94f096e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"16000\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/block-200.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114789\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2cebc95\" data-id=\"2cebc95\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-02d6f6f elementor-widget elementor-widget-image\" data-id=\"02d6f6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"965\" src=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-200-768x965.jpg\" class=\"attachment-medium_large size-medium_large wp-image-114790\" alt=\"\" srcset=\"http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-200-768x965.jpg 768w, http:\/\/www.siyuanblog.com\/wp-content\/uploads\/2019\/08\/outputImg-200-239x300.jpg 239w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d4ca0fc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d4ca0fc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e1f7428\" data-id=\"e1f7428\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3515e35 elementor-widget elementor-widget-text-editor\" data-id=\"3515e35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u89c2\u5bdf\u4e0a\u9762\u7684\u56fe\u7247\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u5f53K\u503c\u589e\u5927\u7684\u65f6\u5019\uff0c\u56fe\u7247\u7684\u8272\u5f69\u4f1a\u66f4\u52a0\u4e30\u5bcc\uff0c\u753b\u9762\u53d8\u5f97\u66f4\u52a0\u7ec6\u817b\u3002<\/p><p>\u8dd1\u4ee3\u7801\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e5f\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\uff1a<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c008526 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c008526\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a9798c\" data-id=\"7a9798c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-348b5e1 elementor-widget elementor-widget-text-editor\" data-id=\"348b5e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li>K-means\u7684\u901f\u5ea6\u5b9e\u5728\u662f\u592a\u6162\u4e86\uff01\u53ef\u4ee5\u8003\u8651\u5c06\u56fe\u7247\u538b\u7f29\u964d\u4f4e\u5206\u8fa8\u7387\u540e\uff0c\u518d\u8ba1\u7b97\u4e3b\u4f53\u989c\u8272\u3002<\/li><li>\u63d0\u53d6\u5230\u7684\u989c\u8272\u5b58\u5728\u4e00\u5b9a\u7684\u968f\u673a\u6027\uff0c\u76f8\u540c\u7684K\u503c\uff0c\u8dd1\u51fa\u6765\u7684\u7ed3\u679c\u5b58\u5728\u5dee\u5f02\u3002<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8f91\u680f &nbsp;&nbsp;\u51e0\u4e2a\u6708\u524d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1766,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[7],"tags":[78],"class_list":["post-104773","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning","tag-78"],"_links":{"self":[{"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/posts\/104773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=104773"}],"version-history":[{"count":3,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/posts\/104773\/revisions"}],"predecessor-version":[{"id":114962,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/posts\/104773\/revisions\/114962"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=\/wp\/v2\/media\/1766"}],"wp:attachment":[{"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=104773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=104773"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.siyuanblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=104773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}