{"id":667096,"date":"2025-12-09T15:11:05","date_gmt":"2025-12-09T14:11:05","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=dataspell&#038;p=667096"},"modified":"2025-12-25T10:28:39","modified_gmt":"2025-12-25T09:28:39","slug":"dataspell-2025-3-visualization-cells-multi-agent-support-jupyter-improvements","status":"publish","type":"dataspell","link":"https:\/\/blog.jetbrains.com\/zh-hans\/dataspell\/2025\/12\/dataspell-2025-3-visualization-cells-multi-agent-support-jupyter-improvements\/","title":{"rendered":"DataSpell 2025.3\uff1a\u53ef\u89c6\u5316\u5355\u5143\u3001\u591a\u667a\u80fd\u4f53\u652f\u6301\u3001Jupyter \u6539\u8fdb"},"content":{"rendered":"<p>\u4f34\u968f\u7740 2025.3 \u7248\u672c\u7684\u53d1\u5e03\uff0cDataSpell \u7ee7\u7eed\u81f4\u529b\u4e8e\u901a\u8fc7 AI \u63d0\u5347\u6570\u636e\u5206\u6790\u5e08\u7684\u5de5\u4f5c\u6548\u7387\u3002 \u9664\u4e86\u6539\u8fdb DataSpell \u81ea\u8eab\u7684 AI \u667a\u80fd\u4f53\u5916\uff0c\u6b64\u7248\u672c\u8fd8\u901a\u8fc7\u5f15\u5165\u5728 IDE \u4e2d\u76f4\u63a5\u4f7f\u7528 Claude Agent \u7684\u529f\u80fd\u6765\u6269\u5c55\u60a8\u7684\u9009\u62e9 \u2013 \u66f4\u591a\u667a\u80fd\u4f53\u5373\u5c06\u63a8\u51fa\u3002 DataSpell 2025.3 \u8fd8\u5305\u62ec\u4e3b\u8981\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u589e\u5f3a\u548c Jupyter \u6539\u8fdb\u3002<\/p>\n<p>\u8bf7\u7ee7\u7eed\u9605\u8bfb\uff0c\u63a2\u7d22 DataSpell 2025.3 \u7684\u6240\u6709\u65b0\u53d8\u5316\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-667098 size-full\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/DS-social-BlogFeatured-1280x720-1.png\" alt=\"\" width=\"1280\" height=\"720\" \/><\/figure>\n<p class=\"has-text-align-center\"><a class=\"jb-download-button\" href=\"https:\/\/www.jetbrains.com.cn\/dataspell\/download\/\" target=\"_blank\" rel=\"noopener\">\u4e0b\u8f7d DataGrip 2025.3 <\/a><\/p>\n<h3 class=\"wp-block-heading\">DataSpell \u4e2d\u7684\u591a\u4e2a\u667a\u80fd\u4f53<\/h3>\n<p>DataSpell \u9996\u6b21\u652f\u6301\u591a\u4e2a AI \u667a\u80fd\u4f53\u3002 \u60a8\u53ef\u4ee5\u9009\u62e9\uff1a<\/p>\n<ul>\n<li>DataSpell AI \u667a\u80fd\u4f53 \u2013 \u53ef\u4ee5\u901a\u8fc7\u76f4\u63a5\u5728 AI \u804a\u5929\u4e2d\u53d1\u51fa\u7684\u8bf7\u6c42\u64cd\u4f5c\u548c\u63a7\u5236 DataSpell \u529f\u80fd\u3002<\/li>\n<li>Claude Agent \u2013 \u9002\u5408\u7f16\u7801\u8f85\u52a9\u548c\u6587\u6863\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u53ea\u9700\u6253\u5f00 AI \u804a\u5929\uff0c\u9009\u62e9\u667a\u80fd\u4f53\uff0c\u5373\u53ef\u5f00\u59cb\u534f\u4f5c\u3002 \u672a\u6765\u66f4\u65b0\u4e2d\u5c06\u6dfb\u52a0\u66f4\u591a\u667a\u80fd\u4f53\u3002<\/p>\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/DataSpell-release-Ai-Agents-4K-1.mp4\"><\/video><\/figure>\n\n\n<h2 class=\"wp-block-heading\">\u53ef\u89c6\u5316\u589e\u5f3a<\/h2>\n<h3 class=\"wp-block-heading\">\u804a\u5929\u5185\u53ef\u89c6\u5316<\/h3>\n<p>\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u5728 AI \u804a\u5929\u4e2d\u751f\u6210\u548c\u67e5\u770b\u56fe\u8868 \u2013 \u65e0\u9700\u4efb\u4f55\u989d\u5916\u6b65\u9aa4\u3002<br \/>DataSpell \u7684 AI \u667a\u80fd\u4f53\u53ef\u4ee5\uff1a<\/p>\n<ul>\n<li>\u81ea\u52a8\u7406\u89e3\u6570\u636e\u96c6\u3002<\/li>\n<li>\u4ee5\u57fa\u4e8e JSON \u7684\u89c4\u8303\u5f62\u5f0f\u751f\u6210\u53ef\u89c6\u5316\u6548\u679c\u3002<\/li>\n<li>\u5728\u804a\u5929\u4e2d\u663e\u793a\u53ef\u89c6\u5316\u6548\u679c\uff0c\u6216\u4ee5\u72ec\u7acb\u7684\u53ef\u89c6\u5316\u5355\u5143\u5448\u73b0\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4f7f\u5f97\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u66f4\u52a0\u6d41\u7545\uff0c\u4e92\u52a8\u6027\u4e5f\u5df2\u5f97\u5230\u63d0\u5347\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-666340\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/in-chat-visualisations.png\" alt=\"\" width=\"1884\" height=\"1406\" \/><\/figure>\n<h3 class=\"wp-block-heading\">Notebook \u4e2d\u7684\u53ef\u89c6\u5316\u5355\u5143<\/h3>\n<p>\u6211\u4eec\u6dfb\u52a0\u4e86\u5bf9\u53ef\u89c6\u5316\u5355\u5143\u7684\u652f\u6301\uff0c\u8fd9\u662f\u4e00\u79cd\u5168\u65b0\u7684\u65e0\u4ee3\u7801\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5728 Notebook \u4e2d\u8f7b\u677e\u63a2\u7d22\u548c\u5448\u73b0\u6570\u636e\u3002 \u60a8\u73b0\u5728\u53ef\u4ee5\uff1a<\/p>\n<ul>\n<li>\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u6dfb\u52a0\u53ef\u89c6\u5316\u6548\u679c\u3002<\/li>\n<li>\u5373\u65f6\u5185\u8054\u67e5\u770b\u53ef\u89c6\u5316\u6548\u679c\u3002<\/li>\n<li>\u76f4\u63a5\u5728\u65b0\u7684\u65e0\u4ee3\u7801\u56fe\u8868\u7f16\u8f91\u5668\u4e2d\u7f16\u8f91\u56fe\u8868\u3002<\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/visual-4K.mp4\"><\/video><\/figure>\n\n\n<h2 class=\"wp-block-heading\">Jupyter \u6539\u8fdb<\/h2>\n<p>DataSpell \u73b0\u5728\u53ef\u4ee5\u81ea\u52a8\u68c0\u6d4b\uff1a<\/p>\n<ul>\n<li>\u7f3a\u5931\u503c<\/li>\n<li>\u5f02\u5e38\u503c<\/li>\n<li>\u91cd\u590d\u9879<\/li>\n<li>\u683c\u5f0f\u8bbe\u7f6e\u4e0d\u4e00\u81f4<\/li>\n<li>\u5173\u8054\u6216\u5197\u4f59\u529f\u80fd<\/li>\n<\/ul>\n<p>\u60a8\u5c06\u83b7\u5f97 AI \u8d4b\u80fd\u7684\u5efa\u8bae\u4ee5\u7acb\u5373\u4fee\u6b63\u8fd9\u4e9b\u95ee\u9898\u3002 \u70b9\u51fb <em>Fix with AI<\/em>\uff08\u4f7f\u7528 AI \u4fee\u6b63\uff09\u6309\u94ae\u53ef\u4ee5\u5728\u540c\u4e00\u4e2a Jupyter Notebook \u4e2d\u63d2\u5165\u4e00\u4e2a\u65b0\u5355\u5143\uff0c\u5176\u4e2d\u4f1a\u751f\u6210\u7528\u4e8e\u89e3\u51b3\u76f8\u5173\u95ee\u9898\u7684\u4ee3\u7801\u3002<\/p>\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/AI-Fix-4K.mp4\"><\/video><\/figure>\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u5e93\u66f4\u65b0<\/h2>\n<h3 class=\"wp-block-heading\">\u67e5\u8be2\u6587\u4ef6<\/h3>\n<p>\u5728\u67e5\u8be2\u6587\u4ef6\u6dfb\u52a0\u5230 DataGrip \u4e4b\u540e\uff0cDataSpell \u73b0\u5728\u4e5f\u4f7f\u7528\u8fd9\u4e9b\u6587\u4ef6\u4ee3\u66ff\u67e5\u8be2\u63a7\u5236\u53f0\uff0c\u65e8\u5728\u5b9e\u73b0\u66f4\u6d41\u7545\u3001\u66f4\u4e00\u81f4\u7684 SQL \u5de5\u4f5c\u6d41\u3002 \u66f4\u65b0\u540e\u9996\u6b21\u542f\u52a8\u65f6\uff0c\u7cfb\u7edf\u5c06\u63d0\u793a\u60a8\u81ea\u52a8\u8fc1\u79fb\u73b0\u6709\u63a7\u5236\u53f0\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-665042\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/Screenshot-2025-12-03-at-16.28.35.png\" alt=\"\" width=\"926\" height=\"352\" \/><\/figure>\n<h3 class=\"wp-block-heading\">\u4e91\u6570\u636e\u5e93\u8fde\u63a5<\/h3>\n<p>DataSpell \u73b0\u5df2\u96c6\u6210 AWS\u3001Azure \u548c Google Cloud\u3002 \u76f4\u63a5\u4ece IDE \u8fde\u63a5\u60a8\u7684\u4e91\u5e10\u6237\uff0c\u6d4f\u89c8\u53ef\u7528\u6570\u636e\u5e93\uff0c\u5e76\u4e00\u952e\u521b\u5efa\u65b0\u6570\u636e\u6e90\u3002 \u6240\u6709\u5df2\u5173\u8054\u7684\u5e10\u6237\u90fd\u4f1a\u663e\u793a\u5728 <em>Data Sources and Drivers<\/em>\uff08\u6570\u636e\u6e90\u548c\u9a71\u52a8\u7a0b\u5e8f\uff09\u5bf9\u8bdd\u6846\u7684 <em>Cloud<\/em>\uff08\u4e91\uff09\u6807\u7b7e\u9875\u4e0b\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-665053\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/Screenshot-2025-12-03-at-16.29.23.png\" alt=\"\" width=\"2114\" height=\"972\" \/><\/figure>\n<h2 class=\"wp-block-heading\">\u9ed8\u8ba4\u4f7f\u7528 <em>Islands<\/em> \u4e3b\u9898<\/h2>\n<p><em>Islands<\/em> \u754c\u9762\u4e3b\u9898\u73b0\u5df2\u6210\u4e3a DataSpell \u7684\u9ed8\u8ba4\u9009\u62e9\uff0c\u5e76\u63d0\u4f9b\u6df1\u8272\u548c\u6d45\u8272\u4e24\u79cd\u6a21\u5f0f\u3002 \u6b64\u66f4\u65b0\u8ba9\u89c6\u89c9\u4f53\u9a8c\u66f4\u73b0\u4ee3\u5316\uff0c\u800c\u4e0d\u66f4\u6539\u539f\u6709\u7684\u5de5\u4f5c\u6d41\u3002 \u8981\u5f00\u542f\u6216\u5173\u95ed\u65b0\u4e3b\u9898\uff0c\u8bf7\u6253\u5f00 IDE <em>Settings<\/em>\uff08\u8bbe\u7f6e\uff09\u5bf9\u8bdd\u6846\uff0c\u5e76\u5bfc\u822a\u81f3 <em>Appearance &amp; Behavior | Appearance<em>\uff08\u5916\u89c2\u4e0e\u884c\u4e3a | \u5916\u89c2\uff09\u8bbe\u7f6e\u9875\u9762\u3002<\/em><\/em><\/p>\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/islands-4K.mp4\"><\/video><\/figure>\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u60a8\u559c\u6b22\u63a2\u7d22 DataSpell 2025.3\uff01 \u6b64\u7248\u672c\u6807\u5fd7\u7740\u5728\u5c06 DataSpell \u6253\u9020\u6210\u9762\u5411\u6570\u636e\u4e13\u4e1a\u4eba\u58eb\u7684\u6700\u667a\u80fd\u3001\u53ef\u4ee5\u611f\u77e5\u4e0a\u4e0b\u6587\u7684 IDE \u65b9\u9762\u53c8\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\u3002 \u5982\u679c\u60a8\u9047\u5230 bug \u6216\u6709\u529f\u80fd\u5efa\u8bae\uff0c\u8bf7\u5728\u6211\u4eec\u7684<a href=\"https:\/\/youtrack.jetbrains.com\/issues\/DS?_gl=1*lroqbo*_gcl_au*MTMxODg0OTIwMS4xNzYxNTc2Nzc2*_ga*OTIzNjMxNTM5LjE3NDQwMjE4NDE.*_ga_9J976DJZ68*czE3NjMwMTg0ODMkbzI0NiRnMSR0MTc2MzAxODczOSRqMTAkbDAkaDA\" target=\"_blank\" rel=\"noopener\">\u95ee\u9898\u8ddf\u8e2a\u5668<\/a>\u4e2d\u5206\u4eab\u3002<br \/>\u4e86\u89e3\u65b0\u529f\u80fd\u548c\u6570\u636e\u5206\u6790\u6280\u5de7 \u2013 \u8ba2\u9605\u6211\u4eec\u7684\u535a\u5ba2\u5e76\u5728 <a href=\"https:\/\/x.com\/dataspell_jb\" target=\"_blank\" rel=\"noopener\">X<\/a> \u4e0a\u5173\u6ce8\u6211\u4eec\uff01<\/p>\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/05\/IMG_1977-e1683538789993-200x200.jpeg\" width=\"200\" height=\"200\" alt=\"Stanislav Garkusha\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Stanislav Garkusha<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":667215,"comment_status":"closed","ping_status":"closed","template":"","categories":[],"tags":[],"cross-post-tag":[8851],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell\/667096"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/dataspell"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=667096"}],"version-history":[{"count":9,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell\/667096\/revisions"}],"predecessor-version":[{"id":671237,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell\/667096\/revisions\/671237"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/667215"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=667096"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=667096"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=667096"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=667096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}