{"id":24203,"date":"2025-01-21T11:01:29","date_gmt":"2025-01-21T03:01:29","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24203"},"modified":"2025-01-21T11:01:29","modified_gmt":"2025-01-21T03:01:29","slug":"%e4%ba%ba%e5%a4%a7%e3%80%81%e4%b8%9c%e5%8c%97%e5%a4%a7%e5%ad%a6%e8%81%94%e5%90%88%e5%bc%80%e5%8f%91%e3%80%8c%e5%9b%be%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%ba%93%e3%80%8djittor-geometric%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/01\/21\/24203\/","title":{"rendered":"\u4eba\u5927\u3001\u4e1c\u5317\u5927\u5b66\u8054\u5408\u5f00\u53d1\u300c\u56fe\u673a\u5668\u5b66\u4e60\u5e93\u300dJittor Geometric\uff01\u6027\u80fd\u8d85\u8d8aPYG\u3001DGL"},"content":{"rendered":"<div><img data-dominant-color=\"747f7b\" data-has-transparency=\"false\" style=\"--dominant-color: #747f7b;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24205\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/8628df049f4ca3edb4d427416244b401e334b2-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/8628df049f4ca3edb4d427416244b401e334b2-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/8628df049f4ca3edb4d427416244b401e334b2-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">Jittor Geometric 1.0\u662f\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4e0e\u4e1c\u5317\u5927\u5b66\u8054\u5408\u5f00\u53d1\u7684\u56fe\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u57fa\u4e8e\u56fd\u4ea7Jittor\u6846\u67b6\uff0c\u9ad8\u6548\u7075\u6d3b\uff0c\u53ef\u52a9\u529b\u5904\u7406\u590d\u6742\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u6027\u80fd\u4f18\u4e8e\u540c\u7c7b\u578b\u6846\u67b6\uff0c\u652f\u6301\u591a\u79cd\u524d\u6cbf\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u5df2\u5f00\u6e90\u4f9b\u7528\u6237\u4f7f\u7528\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u8fd1\u65e5\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4e0e\u4e1c\u5317\u5927\u5b66\u8054\u5408\u5f00\u53d1\u4e86\u56fe\u673a\u5668\u5b66\u4e60\u5e93Jittor Geometric\uff0c\u51761.0\u7248\u672c\u8fd1\u65e5\u5df2\u6b63\u5f0f\u53d1\u5e03\u3002<\/p>\n<p>Jittor Geometric\u4ee5\u56fd\u4ea7\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6Jittor\u4e3a\u57fa\u7840\u6280\u672f\u67b6\u6784\uff0c\u805a\u7126\u56fe\u6570\u636e\uff0c\u5728\u56fe\u5b58\u50a8\u3001\u56fe\u8ba1\u7b97\u3001\u56fe\u5b66\u4e60\u7b49\u65b9\u9762\u4f5c\u4e86\u7ec6\u81f4\u4f18\u5316\uff0c\u6574\u5408\u3001\u52a0\u901f\u4e86\u73b0\u6709\u591a\u7c7b\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u6a21\u578b\u8fd0\u884c\u65f6\u95f4\u5728\u591a\u79cd\u56fe\u5b66\u4e60\u4efb\u52a1\u4e0a\u8f83Pytorch Geometric\uff08PyG\uff09\u3001Deep Graph Library\uff08DGL\uff09\u7b49\u540c\u7c7b\u578b\u6846\u67b6\u63d0\u534710%~50%\u3002<\/p>\n<p>\u540c\u65f6\uff0cJittor Geometric\u7b80\u6d01\u3001\u6613\u7528\u3001\u8de8\u5e73\u53f0\u901a\u7528\u6027\u5f3a\u3001\u7528\u6237\u5b66\u4e60\u6210\u672c\u4f4e\uff0c\u76ee\u524d\u5df2\u7528\u4e8e\u7814\u7a76\u751f\u8bfe\u7a0b\u6559\u5b66\u3002<\/p>\n<p>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/AlgRUC\/JittorGeometric<\/p>\n<h3>\u300cJittor Geometric\u300d\u67b6\u6784\u5168\u666f\u56fe\u53ca\u4e09\u5927\u7279\u6027<\/h3>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202501\/20\/f8a623099c11351dc303824079b382e9dd3bd3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56fe 1\uff1aJittor Geometric\u67b6\u6784\u793a\u610f\u56fe<\/p>\n<p>\u76ee\u524d\uff0cJittor Geometric\u5df2\u96c6\u6210\u4e86\u4ee5\u8c31\u57df\u3001\u52a8\u6001\u3001\u51e0\u4f55\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u591a\u7c7b\u4ee3\u8868\u6027\u56fe\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n<p>Jittor Geometric\u7684\u5e95\u5c42\u4e3a\u56fd\u4ea7\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6Jittor\uff0c\u5728\u5176\u4e0a\u5305\u542b\u56fe\u6570\u636e\u5b58\u50a8\u5c42\u3001\u56fe\u8ba1\u7b97\u4f18\u5316\u5c42\u548c\u56fe\u5b66\u4e60\u8bbe\u8ba1\u5c42\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u56fe\u5b58\u50a8\u5c42\u91c7\u7528\u4e86\u538b\u7f29\u5b58\u50a8\u3001\u5185\u5b58\u8c03\u5ea6\u7b49\u7b56\u7565\u4ee5\u51cf\u5c11\u663e\u5b58\u6d88\u8017\uff1b\u56fe\u8ba1\u7b97\u5c42\u901a\u8fc7\u56fe\u7b97\u5b50\u8bbe\u8ba1\u3001\u56fe\u7ed3\u6784\u5212\u5206\u3001\u5e76\u884c\u8ba1\u7b97\u53ca\u7a00\u758f\u77e9\u9635\u9ad8\u6548\u8ba1\u7b97\u7b49\u65b9\u6cd5\u52a0\u901f\u56fe\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p>\u56fe\u5b66\u4e60\u5c42\u5c06\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u4f20\u64ad\u5b66\u4e60\u8fc7\u7a0b\u62c6\u5206\u4e3a\u51e0\u7c7b\u4ee3\u8868\u6027\u56fe\u7b97\u5b50\u7684\u7ec4\u5408\uff0c\u8fdb\u800c\u901a\u8fc7\u52a0\u901f\u56fe\u7b97\u5b50\u7684\u6570\u636e\u5b58\u53d6\u4e0e\u8ba1\u7b97\u6548\u7387\u52a0\u901f\u56fe\u5b66\u4e60\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p>\u636e\u7814\u53d1\u56e2\u961f\u4ecb\u7ecd\uff0c Jittor Geometric\u5177\u6709\u4e09\u5927\u7279\u6027\uff1a<\/p>\n<h4>\u9ad8\u6548\u6027\u4e0e\u7075\u6d3b\u6027\u7684\u5b8c\u7f8e\u7ed3\u5408<\/h4>\n<p>\u5728\u7f16\u5199Jittor Geometric\u4e4b\u521d\uff0c\u7814\u53d1\u56e2\u961f\u5c31\u5bf9\u56fe\u5b66\u4e60\u4e2d\u7684\u5404\u79cd\u64cd\u4f5c\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u4f18\u5316\u8bbe\u8ba1\uff0c\u4f7f\u6846\u67b6\u517c\u987e\u9ad8\u6548\u6027\u4e0e\u7075\u6d3b\u6027\u3002\u7814\u53d1\u56e2\u961f\u8868\u793aJittor Geometric\u7684\u9ad8\u6027\u80fd\u4e3b\u8981\u6765\u81ea\u4e8e\u4ee5\u4e0b\u4e94\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul data-id=\"ua73dd4b-QOUpJBAD\">\n<li data-id=\"ld70c578-sXqw72Ea\"><strong>AVX\u5411\u91cf\u5316:<\/strong>\u00a0\u901a\u8fc7AVX\u6307\u4ee4\u96c6\u8fdb\u884c\u5411\u91cf\u5316\u8ba1\u7b97\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u548c\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n<li data-id=\"ld70c578-nDEo4o58\"><strong>\u9876\u70b9\u7ea7\u522b\u5e76\u884c\u8ba1\u7b97<\/strong>: \u5229\u7528\u9876\u70b9\u7ea7\u5e76\u884c\u8ba1\u7b97\u6280\u672f\uff0c\u6709\u6548\u63d0\u5347\u4e86\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5904\u7406\u901f\u5ea6\u3002<\/li>\n<li data-id=\"ld70c578-1MY1XgPS\"><strong>\u7a00\u758f\u77e9\u9635\u7b97\u5b50\u8bbe\u8ba1<\/strong>\uff1a\u91c7\u7528\u7a00\u758f\u77e9\u9635\u4e58\u6cd5\u7b97\u5b50\uff08SPMM\uff09\uff0c\u5927\u5e45\u63d0\u5347\u7a00\u758f\u56fe\u4f20\u64ad\u8fc7\u7a0b\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n<li data-id=\"ld70c578-g5z1pD6r\"><strong>\u57fa\u4e8ewarp\u7684\u5e76\u884c\u8ba1\u7b97<\/strong>: \u5728GPU\u4e2d\u4f7f\u7528warp\u7ea7\u522b\u7684\u5e76\u884c\u8ba1\u7b97\uff0c\u5b9e\u73b0\u9ad8\u6548\u56fe\u6570\u636e\u5904\u7406\u3002<\/li>\n<li data-id=\"ld70c578-xaxQzN06\"><strong>CPU-GPU\u81ea\u52a8\u5185\u5b58\u4ea4\u6362<\/strong>: \u5b9e\u73b0CPU\u4e0eGPU\u4e4b\u95f4\u7684\u81ea\u52a8\u5185\u5b58\u7ba1\u7406\u4e0e\u6570\u636e\u4ea4\u6362\uff0c\u4f18\u5316\u5185\u5b58\u4f7f\u7528\u548c\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/li>\n<\/ul>\n<h4>\u6d77\u91cf\u56fe\u6570\u636e\u96c6\u652f\u6301<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202501\/20\/92875cb779319f065b4251e9048fc32437be7f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56fe 2\uff1aJittor Geometric\u652f\u6301\u6d77\u91cf\u56fe\u6570\u636e\u96c6<\/p>\n<p>Jittor Geometric\u652f\u6301\u591a\u79cd\u7c7b\u578b\u56fe\u6570\u636e\uff0c\u6db5\u76d6\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc\u5404\u9886\u57df\u7ecf\u5178\u4efb\u52a1\u7684\u6570\u636e\u96c6\uff0c\u7528\u6237\u53ef\u4ee5\u7528\u7edf\u4e00\u65b9\u5f0f\u6765\u9ad8\u6548\u4fbf\u6377\u5730\u8bfb\u53d6\u548c\u8c03\u7528\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7814\u53d1\u56e2\u961f\u8fd8\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684API\uff0c\u4fbf\u4e8e\u7528\u6237\u5bfc\u5165\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n<h4>\u591a\u9886\u57df\u56fe\u673a\u5668\u5b66\u4e60\u6a21\u578b\u652f\u6301<\/h4>\n<p>Jittor Geometric\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u7ecf\u5178\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u8fd8\u7279\u522b\u6db5\u76d6\u56fe\u795e\u7ecf\u7f51\u7edc\u524d\u6cbf\u9886\u57df\u7684\u6a21\u578b\uff1a<\/p>\n<ul data-id=\"ua73dd4b-iaTqmJd1\">\n<li data-id=\"ld70c578-urJXnpmv\"><strong>\u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff1a<\/strong>\u589e\u5f3a\u5bf9\u52a8\u6001\u56fe\u7684\u652f\u6301\uff0c\u63d0\u5347\u52a8\u6001\u56fe\u573a\u666f\u4e0b\u7684\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<li data-id=\"ld70c578-hETou0WA\"><strong>\u8c31\u57df\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff1a<\/strong>\u5305\u542b\u8c31\u56fe\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5\uff0c\u4fc3\u8fdb\u8c31\u56fe\u5b66\u4e60\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u3002<\/li>\n<li data-id=\"ld70c578-TluO1gcp\"><strong>\u5206\u5b50\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff1a<\/strong>\u652f\u6301\u524d\u6cbf\u5206\u5b50\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u63a8\u52a8\u751f\u7269\u9886\u57df\u7814\u7a76\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202501\/20\/38ec8b2803d4ad694ef5667dbe46491f90b96c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u56fe 3\uff1aJittor Geometric\u652f\u6301\u591a\u9886\u57df\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n<p>\u5176\u652f\u6301\u591a\u79cd\u524d\u6cbf\u6a21\u578b\uff1a<\/p>\n<ul data-id=\"ua73dd4b-mfTkQ6pA\">\n<li data-id=\"ld70c578-QA1HSvWc\"><strong>\u6df1\u5c42\u56fe\u5377\u79ef\u6a21\u578bGCNII:\u00a0<\/strong>\u89e3\u51b3\u4e86\u56fe\u5377\u79ef\u7f51\u7edc\u7684\u8fc7\u5ea6\u5e73\u6ed1\u7684\u95ee\u9898\uff0c\u5e76\u4ece\u7406\u8bba\u4e0a\u8bc1\u660e\u4e86\u8be5\u7b97\u6cd5\u7684\u6709\u6548\u6027\u3002\u5728\u56fd\u9645\u77e5\u540d\u673a\u5668\u5b66\u4e60\u6570\u636e\u7f51\u7ad9PaperWithCode\u7684\u5404\u6d4b\u8bc4\u699c\u5355\u4e2d\u957f\u671f\u5360\u636e\u7b2c\u4e00\u540d\u7684\u4f4d\u7f6e\uff0c\u5728Cora\u548cPubmed\u6570\u636e\u96c6\u4e0a\u7684\u9884\u6d4b\u51c6\u786e\u7387\u81ea2020\u5e74\u63d0\u51fa\u81f3\u4eca\u59cb\u7ec8\u4fdd\u6301\u7b2c\u4e00\uff0c\u83b7\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\u9752\u5e74\u4f18\u79c0\u8bba\u6587\u63d0\u540d\u5956\u3002<\/li>\n<li data-id=\"ld70c578-2WAWWWtF\"><strong>\u5206\u5b50\u56fe\u57fa\u5ea7\u6a21\u578bUni-Mol:\u00a0<\/strong>\u57fa\u4e8e\u5206\u5b50\u4e09\u7ef4\u7ed3\u6784\u7684\u901a\u7528\u5206\u5b50\u8868\u5f81\u5b66\u4e60\u6846\u67b6, \u6027\u80fd\u4f18\u8d8a\u3001\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u5f3a\uff0c\u5728\u5c0f\u5206\u5b50\u6027\u8d28\u9884\u6d4b\u3001\u86cb\u767d\u9776\u70b9\u9884\u6d4b\u548c\u86cb\u767d-\u914d\u4f53\u590d\u5408\u7269\u6784\u8c61\u9884\u6d4b\u7b49\u4efb\u52a1\u4e0a\u90fd\u8d85\u8d8a\u4e4b\u524d\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p>Jittor Geometric\u7684\u5404\u79cd\u6a21\u578b\u5747\u4ee5\u9ad8\u5ea6\u7edf\u4e00\u7684\u6a21\u5f0f\u7f16\u5199\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u7528\u6237\u7684\u5b66\u4e60\u6210\u672c\u3002\u5728\u719f\u7ec3\u638c\u63e1\u4e00\u7c7b\u6570\u636e\u96c6\u548c\u6a21\u578b\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u501f\u52a9Jittor Geometric\u81ea\u7531\u63a2\u7d22\u5404\u9886\u57df\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u65e0\u9700\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u8fdb\u884c\u9886\u57df\u95f4\u7684\u8fc1\u79fb\u5b66\u4e60\u3002<\/p>\n<p>\u636e\u7814\u53d1\u56e2\u961f\u900f\u9732\uff0c\u672a\u6765Jittor Geometric\u8fd8\u5c06\u8fdb\u4e00\u6b65\u62d3\u5c55\u652f\u6301\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\uff0c\u5173\u6ce8\u56fe\u795e\u7ecf\u7f51\u7edc\u524d\u6cbf\u7814\u7a76\uff0c\u5982\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u5b66\u4e60\u7b49\uff0c\u52a9\u529b\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u4eec\u66f4\u4fbf\u6377\u5730\u8fdb\u884c\u524d\u6cbf\u63a2\u7d22\u548c\u843d\u5730\u5e94\u7528\u3002<\/p>\n<h3>\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\uff0c\u6027\u80fd\u8d85\u8fc7\u73b0\u6709\u4e3b\u6d41\u6846\u67b6<\/h3>\n<p>Jittor Geometric\u5f00\u53d1\u56e2\u961f\u63d0\u4f9b\u4e86\u5b9e\u9a8c\u6570\u636e\u3002\u4ee5GCN\u6a21\u578b\u4e3a\u4f8b\uff0c\u5728\u5404\u79cd\u7ecf\u5178\u56fe\u6570\u636e\u96c6\u4e0aJittor Geometric\u5747\u5c55\u73b0\u51fa\u4e0e\u73b0\u6709\u4e3b\u6d41\u56fe\u673a\u5668\u5b66\u4e60\u6846\u67b6\u76f8\u5f53\u6216\u66f4\u4f18\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0cJittor Geometric\u5728\u5c0f\u89c4\u6a21\u56fe\u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\u901f\u5ea6\u76f8\u8f83\u4e3b\u6d41\u6846\u67b6\u63d0\u534725%\uff1b\u5728\u5927\u89c4\u6a21\u56fe\u6570\u636e\u96c6\u4e0a\u663e\u8457\u4f18\u4e8ePytorch Geometric\u548cPaddle Graph Learning, \u4e0eDeep Graph Library\u76f8\u5f53\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202501\/20\/85e2c2a61a5fdc14c6b6285c867d5b867b0a0e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56fe 4\uff1aJittor Geometric\u4e0e\u5404\u4e3b\u6d41\u6846\u67b6\u6027\u80fd\u5bf9\u6bd4<\/p>\n<p>\u4e3a\u4e86\u65b9\u4fbf\u5e7f\u5927\u7528\u6237\u4e0a\u624bJittor Geometric\uff0c\u7814\u53d1\u56e2\u961f\u91c7\u7528\u4e86\u4e0ePyTorch Geometric\u8f83\u4e3a\u76f8\u4f3c\u7684\u6a21\u5757\u5316\u63a5\u53e3\u3002\u4ece\u4e0a\u624b\u96be\u5ea6\u6765\u770b\uff0c\u719f\u6089 PyTorch Geometric\u7684\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4e0a\u624b\uff0c\u751a\u81f3\u6ca1\u6709\u56e0\u4e3a\u53d8\u91cf\u540d\u4e0d\u540c\u800c\u5e26\u6765\u5f71\u54cd\u3002<\/p>\n<p>Jittor Geometric\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u8bfe\u7a0b\u652f\u6301\uff0c\u5e2e\u52a9\u5bf9\u56fe\u673a\u5668\u5b66\u4e60\u611f\u5174\u8da3\u7684\u540c\u5b66\u4eec\u66f4\u597d\u5730\u5b66\u4e60\u548c\u8bbe\u8ba1\u5404\u79cd\u56fe\u795e\u7ecf\u7f51\u7edc\u3002\u4e00\u65b9\u9762\uff0cJittor Geometric \u5b9a\u4e49\u4e86\u5168\u9762\u4e14\u7cbe\u7b80\u7684\u57fa\u7840\u56fe\u7b97\u5b50\uff0c\u540c\u5b66\u4eec\u53ef\u4ee5\u57fa\u4e8e\u8fd9\u4e9b\u57fa\u7840\u7b97\u5b50\u5b9e\u73b0\u591a\u6837\u7684\u6d88\u606f\u4f20\u9012\u548c\u56fe\u7b97\u6cd5\uff1b\u53e6\u4e00\u65b9\u9762\u8fd8\u63d0\u4f9b\u4e86\u5404\u9886\u57df\u7684\u6a21\u578b\u5b9e\u73b0\u3001\u8bad\u7ec3\u6846\u67b6\u53ca\u6570\u636e\u96c6\uff0c\u5e2e\u52a9\u540c\u5b66\u4eec\u66f4\u5feb\u4e0a\u624b\u56fe\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u4efb\u52a1\u3001\u6570\u636e\u53ca\u6a21\u578b\u8bbe\u8ba1\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202501\/20\/e3b70ab7446ceb614054421f50656c2e2a5f99.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56fe 5\uff1aJittor Geometric\u5728\u56fe\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u4e2d\u7684\u5e94\u7528<\/p>\n<p>\u636e\u7814\u53d1\u56e2\u961f\u4ecb\u7ecd\uff0cJittor Geometric\u5df2\u7ecf\u5e94\u7528\u5230\u8bfe\u7a0b\u6559\u5b66\u4e2d\uff0c\u540c\u5b66\u4eec\u57fa\u4e8e\u8be5\u6846\u67b6\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u5404\u79cd\u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\u548c\u5f02\u914d\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5b9e\u9a8c\u5e76\u4f5c\u76f8\u5173\u5206\u6790\u3002\u540c\u5b66\u4eec\u53cd\u9988\u8be5\u6846\u67b6\u7b80\u660e\u6613\u61c2\uff0c\u5b66\u4e60\u6210\u672c\u4f4e\uff0c\u5728\u591a\u79cd\u524d\u6cbf\u6a21\u578b\u53ca\u6570\u636e\u96c6\u4e0a\u76f8\u8f83Torch Geometric\u5b9e\u73b0\u66f4\u7b80\u5355\uff0c\u8bad\u7ec3\u66f4\u5feb\u901f\u3002<\/p>\n<h3>Jittor Geometric\u7684\u65b0\u8fdb\u5c55<\/h3>\n<p>Jittor Geometric\u4f5c\u4e3a\u4e00\u4e2a\u65b0\u5174\u56fe\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u5728\u4e00\u4e9b\u529f\u80fd\u4e0a\uff0c\u4ecd\u65e7\u9700\u8981\u6301\u7eed\u8fed\u4ee3\u5b8c\u5584\u3002\u6bd4\u5982\u751f\u6001\u7684\u5efa\u8bbe\uff0c\u4ee5\u53ca\u66f4\u5927\u8303\u56f4\u7684\u63a8\u5e7f\uff0c\u4ecd\u65e7\u9700\u8981\u5f88\u591a\u7684\u52aa\u529b\u3002<\/p>\n<p>\u636e\u7814\u53d1\u56e2\u961f\u900f\u9732\uff0cJittor Geometric\u5c06\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u8fdb\u884c\u8fdb\u4e00\u6b65\u63d0\u5347\uff1a<\/p>\n<p><strong>1. \u66f4\u591a\u524d\u6cbf\u6a21\u578b\u8865\u5145<\/strong><\/p>\n<p>\u62d3\u5c55\u548c\u5b8c\u5584\u56fe\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u7684\u6700\u65b0\u7b97\u6cd5\u548c\u6a21\u578b\uff0c\u652f\u6301\u66f4\u591a\u7684\u524d\u6cbf\u56fe\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002<\/p>\n<p><strong>2. \u9ad8\u6548\u52a8\u6001\u56fe\u8ba1\u7b97\u652f\u6301<\/strong><\/p>\n<p>\u52a0\u5f3a\u5bf9\u52a8\u6001\u56fe\u7684\u9ad8\u6548\u8ba1\u7b97\u652f\u6301\uff0c\u63d0\u5347\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u5904\u7406\u52a8\u6001\u3001\u65f6\u5e8f\u56fe\u6570\u636e\u65f6\u7684\u6027\u80fd\u3002<\/p>\n<p><strong>3. \u5206\u5e03\u5f0f\u8bad\u7ec3\u52a0\u901f<\/strong><\/p>\n<p>\u8fdb\u4e00\u6b65\u4f18\u5316\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\uff0c\u652f\u6301\u591a\u8282\u70b9\u3001\u591aGPU\u7684\u5e76\u884c\u8ba1\u7b97\uff0c\u63d0\u5347\u8bad\u7ec3\u5927\u89c4\u6a21\u56fe\u6a21\u578b\u7684\u901f\u5ea6\u548c\u6548\u7387\u3002<\/p>\n<p><strong>4. \u8f85\u52a9\u8f6c\u6362\u811a\u672c<\/strong><\/p>\n<p>\u63d0\u4f9bPyTorch Geometric\u5b9e\u73b0\u5230Jittor Geometric\u5b9e\u73b0\u7684\u81ea\u52a8\u8f6c\u6362\u811a\u672c\uff0c\u5e2e\u52a9\u719f\u6089PyTorch\u7684\u7528\u6237\u66f4\u5feb\u4e0a\u624b\u3002<\/p>\n<h3>\u7814\u7a76\u56e2\u961f: \u4e2d\u56fd\u9ad8\u6821\u56fe\u5b66\u4e60\u5f00\u6e90\u6846\u67b6\u7684\u65b0\u529b\u91cf<\/h3>\n<p>\u636e\u5b98\u7f51\u4ecb\u7ecd\uff0cJittor Geometric\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9b4f\u54f2\u5dcd\u6559\u6388\u548c\u4e1c\u5317\u5927\u5b66\u5f20\u5ca9\u5cf0\u6559\u6388\u53ca\u5176\u56e2\u961f\u5171\u540c\u6253\u9020\u3002<\/p>\n<p>\u5f00\u53d1Jittor Geometric\u7684\u4e3b\u529b\uff0c\u662f\u5b9e\u9a8c\u5ba4\u96f7\u6da6\u6797\uff0c\u9646\u65bd\u5c55\uff0c\u4ed8\u632f\u6ce2\u7b49\u4e00\u6279\u535a\u58eb\u751f\u3002\u4ed6\u4eec\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u6db5\u76d6\u8c31\u57df\u3001\u52a8\u6001\u3001\u5206\u5b50\u7b49\u591a\u9886\u57df\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u56fe\u5b58\u50a8\u4e0e\u56fe\u8ba1\u7b97\u4f18\u5316\u7b49\uff0c\u5728\u91cd\u8981\u56fd\u9645\u4f1a\u8baeNeurIPS, ICML, ICLR, KDD, VLDB, SIGMOD, ICDE\u7b49\u53d1\u8868\u591a\u7bc7\u8bba\u6587\u3002\u636e\u96f7\u6da6\u6797\u900f\u9732\uff0c\u56e2\u961f\u63a5\u4e0b\u6765\u7684\u91cd\u70b9\u5c06\u56f4\u7ed5\u5b66\u672f\u754c\u5c55\u5f00\uff0c\u81f4\u529b\u4e8e\u4f7fJittor Geometric\u6210\u4e3a\u56fd\u5185\u5916\u5b66\u672f\u754c\u6700\u53d7\u6b22\u8fce\u3001\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u56fe\u673a\u5668\u5b66\u4e60\u5e93\u4e4b\u4e00\uff0c\u5e76\u5bf9AI\u4ea7\u4e1a\u754c\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\u3002<\/p>\n<p>\u96f7\u6da6\u6797\u8868\u793a\uff1a\u300c\u6211\u4eec\u805a\u7126\u4e8e\u56fe\u673a\u5668\u5b66\u4e60\u7684\u524d\u6cbf\u9886\u57df\uff0c\u5173\u6ce8\u56fe\u5b66\u4e60\u672a\u6765\u53d1\u5c55\u4e2d\u5173\u952e\u7684\u52a8\u6001\u56fe\u548c\u5927\u89c4\u6a21\u56fe\u6570\u636e\u5904\u7406\u7b49\u3002\u540c\u65f6\u5e0c\u671b\u80fd\u591f\u901a\u8fc7\u6784\u5efa\u6d3b\u8dc3\u7684\u5f00\u6e90\u793e\u533a\uff0c\u4e0d\u4ec5\u5b8c\u5584\u6846\u67b6\u672c\u8eab\uff0c\u8fd8\u5f62\u6210\u5404\u79cd\u56fe\u5b66\u4e60\u7684\u5b9e\u8df5\u6307\u5f15\uff0c\u6280\u672f\u535a\u5ba2\u53ca\u95ee\u9898\u8ba8\u8bba\u7b49\uff0c\u5e2e\u52a9\u5bf9\u56fe\u673a\u5668\u5b66\u4e60\u9886\u57df\u611f\u5174\u8da3\u7684\u7528\u6237\u66f4\u597d\u5730\u63a2\u7d22\u5b9e\u8df5\u3002\u76ee\u524d\uff0cJittor Geometric\u5df2\u7ecf\u5e94\u7528\u5230\u8bfe\u5802\u6559\u5b66\u4e2d\u5e76\u53d6\u5f97\u826f\u597d\u53cd\u9988\uff0c\u672a\u6765\u8fd8\u5c06\u8054\u5408\u66f4\u591a\u9ad8\u6821\u5c06\u5176\u878d\u5165\u6559\u5b66\u4f53\u7cfb\u4e2d\u3002\u300d<\/p>\n<p>\u603b\u4e4b\uff0c\u6253\u9020\u4e00\u6b3e\u5168\u9762\u9ad8\u6548\u7684\u56fe\u673a\u5668\u5b66\u4e60\u5e93\u5e76\u975e\u6613\u4e8b\uff0c\u800c\u9009\u62e9\u5f00\u6e90\u5219\u610f\u5473\u7740\u8981\u63a5\u53d7\u6765\u81ea\u5168\u7403\u5f00\u53d1\u8005\u793e\u533a\u7684\u4e25\u683c\u68c0\u9a8c\u3002<\/p>\n<p>\u5982\u4eca\uff0cJittor Geometric\u5df2\u7ecf\u8fc8\u51fa\u4e86\u81f3\u5173\u91cd\u8981\u7684\u4e00\u6b65\uff0c\u8bda\u9080\u6240\u6709\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53c2\u4e0e\u5176\u4e2d\uff0c\u4e00\u540c\u89c1\u8bc1\u8fd9\u4e00\u65b0\u5174\u6846\u67b6\u7684\u6210\u957f\u4e0e\u53d1\u5c55\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24203\" 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border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Jittor Geometric 1.0\u662f\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4e0e\u4e1c\u5317\u5927\u5b66\u8054\u5408\u5f00\u53d1\u7684\u56fe\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u57fa\u4e8e\u56fd\u4ea7Jittor [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24203\" class=\"pvc_stats total_only  \" data-element-id=\"24203\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 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