{"id":2555,"date":"2026-02-15T18:49:46","date_gmt":"2026-02-15T10:49:46","guid":{"rendered":"https:\/\/ai.ziyuanzz.online\/?page_id=2555"},"modified":"2026-03-28T09:32:47","modified_gmt":"2026-03-28T01:32:47","slug":"dl4j","status":"publish","type":"page","link":"https:\/\/ai.ziyuanzz.online\/index.php\/dl4j\/","title":{"rendered":"DL4J"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"450\" src=\"https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/02\/1-50.jpeg\" alt=\"\" class=\"wp-image-2556\" style=\"width:230px\" srcset=\"https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/02\/1-50.jpeg 600w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/02\/1-50-300x225.jpeg 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">DL4J<\/h2>\n\n\n\n<p>\u5f00\u6e90\u7684\u4f7f\u7528JVM\u90e8\u7f72\u548c\u8bad\u7ec3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5957\u4ef6<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/deeplearning4j.konduit.ai\/?utm_source=ai-bot.cn\" target=\"_blank\" rel=\"nofollow noopener\">\u8bbf\u95ee\u5b98\u7f51 ><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"240\" src=\"http:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1.png\" alt=\"\" class=\"wp-image-34\" srcset=\"https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1.png 2400w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1-300x30.png 300w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1-1024x102.png 1024w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1-768x77.png 768w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1-1536x154.png 1536w, https:\/\/ai.ziyuanzz.online\/wp-content\/uploads\/2026\/01\/d-design-banner-0906-1-2048x205.png 2048w\" sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" \/><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Deeplearning4j\u662f\u4ec0\u4e48<\/h2>\n\n\n\n<p>Eclipse Deeplearning4j \uff08DL4J\uff09\u662f\u57fa\u4e8eJava\u865a\u62df\u673a \uff08JVM\uff09\u7684\u5f00\u6e90\u6df1\u5ea6<a href=\"https:\/\/ai-bot.cn\/what-is-machine-learning\/\" target=\"_blank\" rel=\"nofollow noopener\">\u673a\u5668\u5b66\u4e60<\/a>\u6846\u67b6\uff0c\u4e13\u4e3a Java \u548c Scala \u5f00\u53d1\u8005\u8bbe\u8ba1\u3002Eclipse Deeplearning4j \u652f\u6301\u5728 Java \u73af\u5883\u4e2d\u8bad\u7ec3\u548c\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u540c\u65f6\u517c\u5bb9 Python \u751f\u6001\u7cfb\u7edf\uff0c\u80fd\u5bfc\u5165\u548c\u518d\u8bad\u7ec3&nbsp;<a href=\"https:\/\/ai-bot.cn\/sites\/48.html\" target=\"_blank\" rel=\"nofollow noopener\">TensorFlow<\/a>\u3001<a href=\"https:\/\/ai-bot.cn\/sites\/61.html\" target=\"_blank\" rel=\"nofollow noopener\">PyTorch<\/a>&nbsp;\u7b49\u6a21\u578b\u3002Eclipse Deeplearning4j \u5305\u542b\u591a\u4e2a\u5b50\u6a21\u5757\uff0c\u5982 Samediff\uff08\u7c7b\u4f3c TensorFlow\/PyTorch \u7684\u4f4e\u5c42\u6b21 API\uff09\u3001Nd4j\uff08\u5f3a\u5927\u7684\u5f20\u91cf\u64cd\u4f5c\u5e93\uff09\u3001Datavec\uff08\u6570\u636e\u9884\u5904\u7406\u5de5\u5177\uff09\u548c Apache Spark \u96c6\u6210\uff0c\u9002\u5408\u7528\u5fae\u670d\u52a1\u3001\u79fb\u52a8\u8bbe\u5907\u3001\u7269\u8054\u7f51\u548c\u5927\u6570\u636e\u73af\u5883\u3002Deeplearning4j \u4ee5 Apache 2.0 \u8bb8\u53ef\u5f00\u6e90\uff0c\u7531 Eclipse \u57fa\u91d1\u4f1a\u7ba1\u7406\u3002Deeplearning4j\u80fd\u7528\u5728\u8bad\u7ec3\u6a21\u578b\uff0c\u6a21\u578b\u80fd\u6267\u884c\u56fe\u50cf\u5206\u7c7b\u3001\u5bf9\u8c61\u68c0\u6d4b\u3001\u56fe\u50cf\u5206\u5272\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a class=\"js\" href=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/09\/Deeplearning4j-website-1.png\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/09\/Deeplearning4j-website-1.png\" alt=\"Deeplearning4j \" class=\"wp-image-63400\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Deeplearning4j\u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8de8\u8bed\u8a00\u4e92\u64cd\u4f5c<\/strong>\uff1a\u652f\u6301 Java\u3001Scala \u548c Python \u7684\u65e0\u7f1d\u96c6\u6210\uff0c\u80fd\u901a\u8fc7 CPython \u7ed1\u5b9a\u6267\u884c Python \u811a\u672c\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u8bad\u7ec3\u4e0e\u90e8\u7f72<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u548c\u90e8\u7f72\u89e3\u51b3\u65b9\u6848\uff0c\u652f\u6301\u591a\u5c42\u7f51\u7edc\u548c\u8ba1\u7b97\u56fe\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5bfc\u5165\u4e0e\u518d\u8bad\u7ec3<\/strong>\uff1a\u80fd\u5bfc\u5165\u3001\u518d\u8bad\u7ec3\u6765\u81ea TensorFlow\u3001PyTorch \u548c Keras \u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u7075\u6d3b\u7684 API<\/strong>\uff1a\u5305\u542b Samediff \u6a21\u5757\uff0c\u63d0\u4f9b\u7c7b\u4f3c TensorFlow \u548c PyTorch \u7684\u4f4e\u5c42\u6b21 API\uff0c\u652f\u6301\u81ea\u52a8\u5fae\u5206\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406<\/strong>\uff1a\u901a\u8fc7 Datavec \u6a21\u5757\uff0c\u652f\u6301\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u9002\u5408\u795e\u7ecf\u7f51\u7edc\u7684\u5f20\u91cf\u683c\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u5206\u5e03\u5f0f\u8ba1\u7b97\u652f\u6301<\/strong>\uff1a\u4e0e Apache Spark \u96c6\u6210\uff0c\u652f\u6301\u5728\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u5e73\u53f0\u90e8\u7f72<\/strong>\uff1a\u652f\u6301\u5728 JVM \u5fae\u670d\u52a1\u3001\u79fb\u52a8\u8bbe\u5907\u3001\u7269\u8054\u7f51\u8bbe\u5907\u7b49\u591a\u79cd\u73af\u5883\u4e2d\u90e8\u7f72\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u5e95\u5c42\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7 Libnd4j \u63d0\u4f9b\u5e95\u5c42 C++ \u652f\u6301\uff0c\u4f18\u5316\u6570\u5b66\u8fd0\u7b97\uff0c\u652f\u6301\u591a\u79cd\u786c\u4ef6\u8bbe\u5907\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u4f7f\u7528Deeplearning4j<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5b89\u88c5 Java<\/strong>\uff1aDeeplearning4j \u662f\u57fa\u4e8e JVM \u7684\u6846\u67b6\uff0c\u9700\u8981\u5b89\u88c5 Java\u3002\u63a8\u8350\u4f7f\u7528 JDK 11 \u6216\u66f4\u9ad8\u7248\u672c\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u8bbe\u7f6e\u5f00\u53d1\u73af\u5883<\/strong>\uff1a\u63a8\u8350\u4f7f\u7528\u652f\u6301 Java \u7684 IDE\uff0c\u4f8b\u5982 IntelliJ IDEA \u6216 Eclipse\uff0c\u80fd\u5e2e\u52a9\u7528\u6237\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u5f00\u53d1\u3002<\/li>\n\n\n\n<li><strong>\u6dfb\u52a0\u4f9d\u8d56<\/strong>\uff1a\u901a\u8fc7 Maven \u6216 Gradle \u7b49\u6784\u5efa\u5de5\u5177\uff0c\u5c06 Deeplearning4j \u7684\u4f9d\u8d56\u6dfb\u52a0\u5230\u9879\u76ee\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u521b\u5efa\u9879\u76ee<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u521b\u5efa Java \u9879\u76ee<\/strong>\uff1a\u5728IDE \u4e2d\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 Java \u9879\u76ee\u3002<\/li>\n\n\n\n<li><strong>\u5bfc\u5165\u4f9d\u8d56<\/strong>\uff1a\u786e\u4fdd\u9879\u76ee\u4e2d\u6b63\u786e\u5bfc\u5165 Deeplearning4j \u7684\u4f9d\u8d56\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u914d\u7f6e\u548c\u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u52a0\u8f7d\u6570\u636e<\/strong>\uff1a\u7528 Deeplearning4j \u63d0\u4f9b\u7684\u6570\u636e\u52a0\u8f7d\u5de5\u5177\uff08\u4f8b\u5982\u00a0<code>DataSetIterator<\/code>\uff09\u52a0\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\u7528 Datavec \u6a21\u5757\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u3002\u5e38\u89c1\u7684\u9884\u5904\u7406\u64cd\u4f5c\u5305\u62ec\u5f52\u4e00\u5316\u3001\u6807\u51c6\u5316\u7b49\uff0c\u80fd\u63d0\u9ad8\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u679c\u3002<\/li>\n\n\n\n<li><strong>\u914d\u7f6e\u795e\u7ecf\u7f51\u7edc<\/strong>\uff1a\u901a\u8fc7 Deeplearning4j \u63d0\u4f9b\u7684 API \u914d\u7f6e\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u80fd\u5b9a\u4e49\u7f51\u7edc\u7684\u5c42\u6570\u3001\u6bcf\u5c42\u7684\u795e\u7ecf\u5143\u6570\u91cf\u3001\u6fc0\u6d3b\u51fd\u6570\u3001\u4f18\u5316\u5668\u7b49\u53c2\u6570\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a\u8c03\u7528 Deeplearning4j \u63d0\u4f9b\u7684\u8bad\u7ec3\u65b9\u6cd5\uff08\u4f8b\u5982\u00a0<code>fit<\/code>\u00a0\u65b9\u6cd5\uff09\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u76d1\u542c\u5668\uff08\u4f8b\u5982\u00a0<code>ScoreIterationListener<\/code>\uff09\u76d1\u63a7\u8bad\u7ec3\u8fdb\u5ea6\u548c\u6a21\u578b\u7684\u6027\u80fd\u6307\u6807\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u548c\u4fdd\u5b58\u6a21\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u8bc4\u4f30\u6a21\u578b<\/strong>\uff1a\u7528\u6d4b\u8bd5\u6570\u636e\u96c6\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u3002\u5e38\u89c1\u7684\u8bc4\u4f30\u6307\u6807\u5305\u62ec\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u4fdd\u5b58\u6a21\u578b<\/strong>\uff1a\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u5c06\u6a21\u578b\u4fdd\u5b58\u5230\u6587\u4ef6\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Deeplearning4j\u7684\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f01\u4e1a\u7ea7\u5e94\u7528\u5f00\u53d1<\/strong>\uff1aDeeplearning4j \u4e13\u4e3a JVM \u751f\u6001\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u652f\u6301 Java \u548c Scala\uff0c\u9002\u5408\u5728\u4f01\u4e1a\u7ea7\u73af\u5883\u4e2d\u5f00\u53d1\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u6a21\u578b\u5bfc\u5165\u4e0e\u518d\u8bad\u7ec3<\/strong>\uff1a\u652f\u6301\u4ece TensorFlow\u3001PyTorch \u7b49\u6846\u67b6\u5bfc\u5165\u6a21\u578b\uff0c\u5728 JVM \u73af\u5883\u4e2d\u8fdb\u884c\u518d\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u670d\u52a1\u4e0e\u4e91\u8ba1\u7b97<\/strong>\uff1a\u652f\u6301\u5c06\u6a21\u578b\u90e8\u7f72\u5230 JVM \u5fae\u670d\u52a1\u4e2d\uff0c\u9002\u5408\u5728\u4e91\u8ba1\u7b97\u73af\u5883\u4e2d\u63d0\u4f9b\u9ad8\u6027\u80fd\u3001\u53ef\u6269\u5c55\u7684\u667a\u80fd\u670d\u52a1\u3002<\/li>\n\n\n\n<li><strong class=\"\">\u79fb\u52a8\u8bbe\u5907\u4e0e\u7269\u8054\u7f51<\/strong>\uff1a\u652f\u6301\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u79fb\u52a8\u8bbe\u5907\u548c\u7269\u8054\u7f51\u8bbe\u5907\u4e0a\uff0c\u5b9e\u73b0\u8fb9\u7f18\u8ba1\u7b97\u548c\u5b9e\u65f6\u667a\u80fd\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u5927\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u4e0e Apache Spark \u96c6\u6210\uff0c\u652f\u6301\u5728\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\uff0c\u9002\u7528\u5904\u7406\u6d77\u91cf\u6570\u636e\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>DL4J \u5f00\u6e90\u7684\u4f7f\u7528JVM\u90e8\u7f72\u548c\u8bad\u7ec3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5957\u4ef6 Deeplearning4j\u662f\u4ec0\u4e48 Eclipse D [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2555","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/2555","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/comments?post=2555"}],"version-history":[{"count":0,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/2555\/revisions"}],"wp:attachment":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/media?parent=2555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}