{"id":593956,"date":"2025-08-28T08:26:20","date_gmt":"2025-08-28T07:26:20","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=dataspell&#038;p=593956"},"modified":"2025-10-16T10:35:54","modified_gmt":"2025-10-16T09:35:54","slug":"dataspell-is-now-an-ai-first-tool-for-data-analysis","status":"publish","type":"dataspell","link":"https:\/\/blog.jetbrains.com\/zh-hans\/dataspell\/2025\/08\/dataspell-is-now-an-ai-first-tool-for-data-analysis\/","title":{"rendered":"DataSpell \u73b0\u5728\u6210\u4e3a\u9002\u7528\u4e8e\u6570\u636e\u5206\u6790\u7684 AI \u4f18\u5148\u5de5\u5177"},"content":{"rendered":"\n<p>\u5728 2025.2 \u7248\u672c\u53d1\u5e03\u540e\uff0cDataSpell \u4f5c\u4e3a <a href=\"https:\/\/www.jetbrains.com.cn\/jetbrains-for-data\/\" target=\"_blank\" rel=\"noopener\">JetBrains for Data<\/a> \u7cfb\u5217\u4e2d\u7684 AI \u4f18\u5148\u6570\u636e\u5206\u6790\u73af\u5883\u5f00\u8f9f\u4e86\u65b0\u7684\u53d1\u5c55\u65b9\u5411\u3002 \u4ece\u8fd9\u4e2a\u7248\u672c\u5f00\u59cb\uff0cDataSpell \u5728\u6bcf\u4e2a\u4ed8\u8d39\u8ba2\u9605\u7684\u4ea7\u54c1\u4e2d\u90fd\u514d\u8d39\u5305\u542b JetBrains AI Pro\uff0c\u8fd9\u4f53\u73b0\u4e86\u6211\u4eec\u5c06 AI \u5f15\u5165\u6570\u636e\u4ea7\u54c1\u7684<a href=\"https:\/\/blog.jetbrains.com\/blog\/2025\/04\/16\/jetbrains-ides-go-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u627f\u8bfa<\/a>\u3002 \u4f46\u8bf7\u6ce8\u610f\uff0c\u5305\u542b\u7684 AI Pro \u8ba2\u9605\u53ea\u80fd\u5728 DataSpell \u4e2d\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u4ecb\u7ecd DataSpell \u4e3a\u60a8\u7684\u6570\u636e\u5206\u6790\u5de5\u4f5c\u63d0\u4f9b\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<div style=\"\n  border: 1px solid #ddd;\n  padding: 15px;\n  margin: 20px 0;\n  background: #f9f9f9;\n  border-radius: 5px;\n  font-size: 14px;  \/* \u65b0\u589e\u5b57\u4f53\u63a7\u5236 *\/\n  line-height: 1.5; \/* \u53ef\u9009\u884c\u9ad8\u4f18\u5316 *\/\n\">\n\u53d7 AI \u670d\u52a1\u63d0\u4f9b\u5546\u7684\u9650\u5236\uff0cDataSpell \u4e2d\u7684 JetBrains AI \u5728\u4e2d\u56fd\u5927\u9646\u548c\u6e2f\u6fb3\u5730\u533a\u8fd0\u884c\u65b9\u5f0f\u53ef\u80fd\u4e0d\u540c\u6216\u6682\u4e0d\u53ef\u7528\u3002<a href=\"https:\/\/www.jetbrains.com\/legal\/docs\/terms\/jetbrains-ai\/service-territory\/\" style=\"color: #0073aa; text-decoration: underline;\" target=\"_blank\" rel=\"noopener\">\u8bbf\u95ee\u6b64\u5904<\/a>\u67e5\u770b\u53d7\u652f\u6301\u7684\u56fd\u5bb6\u548c\u5730\u533a\u5217\u8868\u3002\n<\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1300\" height=\"650\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/ChinaNo-AI.png\" alt=\"\" class=\"wp-image-595270\"\/><\/figure>\n\n\n\n<p><a class=\"jb-download-button\" href=\"https:\/\/www.jetbrains.com.cn\/dataspell\/download\/\" target=\"_blank\" rel=\"noopener\">\u4e0b\u8f7d DataGrip 2025.2 <\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>AI Pro \u65e0\u9700\u989d\u5916\u4ed8\u8d39\uff01<\/strong><\/h3>\n\n\n\n<p>\u73b0\u5728\uff0c\u6bcf\u4e2a\u4ed8\u8d39 DataSpell \u8ba2\u9605\u90fd\u5305\u542b JetBrains AI Pro\u3002 \u83b7\u53d6\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u9ad8\u7ea7 AI \u5de5\u5177\u5e76\u4f7f\u7528 Google\u3001Anthropic \u548c OpenAI \u7684\u6700\u65b0\u6a21\u578b \u2013 \u5305\u62ec\u6700\u8fd1\u53d1\u5e03\u7684 GPT-5\uff01 \u65e0\u8bba\u662f\u63a2\u7d22\u6570\u636e\u3001\u7f16\u5199\u4ee3\u7801\u8fd8\u662f\u76f4\u89c2\u5448\u73b0\u7ed3\u679c\uff0cAI Pro \u90fd\u80fd\u4e3a\u60a8\u63d0\u4f9b\u652f\u6301\u3002 \u6ce8\u610f\uff1a\u67d0\u4e9b AI \u529f\u80fd\u5728\u90e8\u5206\u5730\u533a\u53ef\u80fd\u8868\u73b0\u4e0d\u540c\u6216\u4e0d\u53ef\u7528<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1276\" height=\"936\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/Ai-promo.png\" alt=\"\" class=\"wp-image-591299\"\/><\/figure>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c\u67d0\u4e9b AI \u529f\u80fd\u5728\u90e8\u5206\u5730\u533a\u53ef\u80fd\u8868\u73b0\u4e0d\u540c\u6216\u4e0d\u53ef\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u66f4\u8f7b\u677e\u5730\u521b\u5efa\u9879\u76ee<\/strong><\/h3>\n\n\n\n<p>\u7531\u4e8e AI Assistant \u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u9879\u76ee\u8bbe\u7f6e\uff0c\u9879\u76ee\u542f\u52a8\u6d41\u7a0b\u6bd4\u4ee5\u5f80\u66f4\u52a0\u7b80\u4fbf\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u60a8\u4ecd\u7136\u53ef\u4ee5\u542f\u52a8\u4e3a Jupyter Notebook\u3001Python \u811a\u672c\u6216 R \u811a\u672c\u9884\u5148\u914d\u7f6e\u7684\u73af\u5883\u3002 \u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u6570\u636e\u8fde\u63a5\u6a21\u677f\u9644\u52a0\u73b0\u6709\u6587\u4ef6\u6216\u6570\u636e\u6e90\u6765\u5f00\u59cb\u3002<\/p>\n\n\n\n<p>\u67e5\u770b\u6211\u4eec\u7684<a href=\"https:\/\/www.jetbrains.com.cn\/help\/dataspell\/set-up-environment-and-load-data.html\" target=\"_blank\" rel=\"noopener\">\u5feb\u901f\u5165\u95e8\u6307\u5357<\/a>\u4e86\u89e3\u8be6\u60c5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/Project-HD-1080p-1.mp4\" controls=\"controls\" width=\"300\" height=\"150\"><\/video><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><strong>\u6570\u636e\u5206\u6790\u4e13\u7528 AI \u667a\u80fd\u4f53<\/strong><\/strong><\/h3>\n\n\n\n<p>\u96c6\u6210\u5f0f AI \u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u4e0d\u6253\u6270\u60a8\u7684\u60c5\u51b5\u4e0b\u5904\u7406\u5e38\u89c1\u4efb\u52a1\u3002 \u70b9\u51fb AI \u804a\u5929\u56fe\u6807\uff0c\u542f\u7528 <em>DataSpell AI Agents<\/em>\uff08DataSpell AI \u667a\u80fd\u4f53\uff09\uff0c\u7136\u540e\u544a\u8bc9\u5b83\u60a8\u7684\u9700\u6c42\u3002 DataSpell \u5c06\u81ea\u52a8\u9009\u62e9\u5408\u9002\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>DataSpell \u7684 AI \u667a\u80fd\u4f53\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u7ba1\u7406\u89e3\u91ca\u5668\u548c\u8f6f\u4ef6\u5305\u3002<\/li>\n\n\n\n<li>\u7ec4\u7ec7\u6587\u4ef6\u5939\u548c\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u8fde\u63a5\u548c\u914d\u7f6e\u6570\u636e\u5e93\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Jupyter Notebook\uff08\u521b\u5efa\u5355\u5143\u3001\u8fd0\u884c Notebook \u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u5904\u7406\u5bfc\u51fa\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Data Wrangler \u8f6c\u5316\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/AI-Agent-for-data-tool-window-HD-1080p-1.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><strong>JetBrains AI \u6539\u8fdb<\/strong><\/strong><\/h3>\n\n\n\n<ul>\n<li><em>AI Edit Cell<\/em>\uff08AI \u7f16\u8f91\u5355\u5143\uff09\u73b0\u5728\u4f7f\u7528\u5355\u5143\u7684\u4e0a\u4e0b\u6587\u4e3a Jupyter \u548c SQL \u5355\u5143\u751f\u6210\u4ee3\u7801\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/cell-context-1.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<ul>\n<li>\u60a8\u73b0\u5728\u53ef\u4ee5\u5c06\u6587\u4ef6\u6216\u6570\u636e\u6e90\u8868\u9644\u52a0\u5230 AI \u804a\u5929\u4e2d\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/Screen-Recording-2025-07-30-at-16.58.38-1.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<ul>\n<li>\u5728 AI \u804a\u5929\u4e2d\uff0c\u60a8\u73b0\u5728\u8fd8\u53ef\u4ee5\uff1a\n<ul>\n<li>\u8be2\u95ee\u4e00\u822c\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u540d\u79f0\u5f15\u7528\u6570\u636e\u5e93\u5bf9\u8c61\u3002<\/li>\n\n\n\n<li>\u4ece\u6587\u672c\u63d0\u793a\u521b\u5efa\u5185\u8054\u56fe\u8868\u53ef\u89c6\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><strong>\u7528\u4e8e\u5904\u7406\u6570\u636e\u548c\u5bfc\u51fa\u7ed3\u679c\u7684\u6539\u8fdb<\/strong><\/strong><\/h3>\n\n\n\n<ul>\n<li><strong>Notebook \u4e2d\u7684 Data Wrangler<\/strong> \u2013 \u6240\u6709 Data Wrangler \u7f16\u8f91\u90fd\u53ef\u4ee5\u5728 Jupyter \u5355\u5143\u4e2d\u770b\u5230\u3002 \u70b9\u51fb\u4e00\u4e0b\u5373\u53ef\u5c06\u66f4\u6539\u5e94\u7528\u5230\u60a8\u7684 DataFrame \u5e76\u63d2\u5165\u4ee3\u7801\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/Wrangler-cells-HD-1080p-1.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<ul>\n<li><strong>\u66f4\u7b80\u5355\u7684\u8868\u5bfc\u51fa<\/strong> \u2013 \u4ece DataSpell \u8868\u590d\u5236\u6570\u636e\u5e76\u7c98\u8d34\u5230 Google \u8868\u683c\u3001Google \u6587\u6863\u3001Google \u5e7b\u706f\u7247\u6216\u5176\u4ed6\u5de5\u5177\u4e2d\uff0c\u6570\u636e\u5c06\u4fdd\u6301\u53ef\u7f16\u8f91\u72b6\u6001\u3002 macOS \u652f\u6301\u5373\u5c06\u63a8\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/Graphs-and-tables-HD-1080p-1.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<ul>\n<li><strong>PDF \u5bfc\u51fa<\/strong> \u2013 \u4f7f\u7528\u53f3\u4e0a\u89d2\u7684\u65b0\u56fe\u6807 <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/10\/AD_4nXdxWNSjwXYDRTyiC8UH8ox8mKJWOJsZRhqTLTxDF2CAu8KHC2i8lx71dwOs_99vB6w22MGRuKE_Z3On_bGitZKnADz1JNUD1mbYJd7QEConcm_TIpJ8CKmd4Cs3QfmvyLsBgT5Aow-3.png\" width=\"26\" height=\"23\"> \u5c06 Notebook \u5bfc\u51fa\u4e3a\u4ee5\u4e0b\u9009\u9879\u4e4b\u4e00\uff1a\n<ul>\n<li><em>Entire Notebook\uff08\u6574\u4e2a Notebook\uff09<\/em><\/li>\n\n\n\n<li><em>Only Outputs\uff08\u4ec5\u8f93\u51fa\uff09<\/em><\/li>\n\n\n\n<li><em>Markdown and Outputs\uff08Markdown \u548c\u8f93\u51fa\uff09<\/em><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/08\/export-HD-1080p-2.mp4\" controls=\"controls\" width=\"731\" height=\"424\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6570\u636e\u5e93\u6539\u8fdb<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c06\u6570\u636e\u5e93\u5bf9\u8c61\u9644\u52a0\u5230 AI \u804a\u5929<\/h3>\n\n\n\n<p>\u73b0\u5728\uff0c\u60a8\u65e0\u9700\u6dfb\u52a0\u6574\u4e2a\u67b6\u6784\uff0c\u53ef\u4ee5\u4ec5\u9644\u52a0\u6b63\u5728\u5904\u7406\u7684\u8868\u6216\u89c6\u56fe\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5728\u804a\u5929\u4e2d\uff0c\u8f93\u5165 @ \u6216 #\uff0c\u7136\u540e\u9009\u62e9\u6216\u8f93\u5165 dbObject:\u3002<\/li>\n\n\n\n<li>\u968f\u540e\uff0c\u4ece\u5217\u8868\u4e2d\u9009\u62e9\u8981\u9644\u52a0\u7684\u5bf9\u8c61\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><img decoding=\"async\" style=\"width: 980px;\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/10\/AD_4nXfDvRmAWs8Iu4idPaDpJ_O19ZrxLr-cISp47Q7V62yzeIKZYEIJ7fNE5CqYRr9NxkpGYTZAoNOATt17G7SqcoMIKGPAT3vYQdvsYAAAcQ5wcLCKgbwsbcna3MalKRIfQ6wnkL2riA-3.png\"><\/h2>\n\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u60a8\u559c\u6b22\u8fd9\u4e9b\u66f4\u65b0\uff01 \u6211\u4eec\u4ecd\u5904\u4e8e\u6210\u4e3a\u6570\u636e\u5206\u6790\u5e08 AI \u4f18\u5148\u5de5\u5177\u7684\u8d77\u6b65\u9636\u6bb5\uff0c\u56e0\u6b64\u6211\u4eec\u975e\u5e38\u5e0c\u671b\u5f97\u5230\u60a8\u7684\u53cd\u9988\u548c\u610f\u89c1\uff0c\u60a8\u4e5f\u53ef\u4ee5\u5728\u6211\u4eec\u7684<a href=\"https:\/\/surveys.jetbrains.com\/s3\/dataspell-ai\" target=\"_blank\" rel=\"noopener\">\u8c03\u67e5<\/a>\u4e2d\u5206\u4eab\u3002 \u5982\u679c\u60a8\u9047\u5230\u4e86 bug \u6216\u6709\u529f\u80fd\u5efa\u8bae\uff0c\u8bf7\u5728\u6211\u4eec\u7684<a href=\"https:\/\/youtrack.jetbrains.com\/issues\/DS?_gl=1*1ulz7ha*_gcl_aw*R0NMLjE3NTM4MDUxODEuQ2owS0NRanc0cUhFQmhDREFSSXNBTFlLRk5QRnVkU1FyU1R4aGJSM2dKdUpIOHZQU1pZWllVVDdSQ0NwV1hrRnlveGpZTEFkOHhzQU9NNGFBck91RUFMd193Y0I.*_gcl_au*NDgzODM0MjcwLjE3NTE4MzgxMzM.*FPAU*MTg5NDc1NDk3NC4xNzQ2NjI1Mzc1*_ga*OTIzNjMxNTM5LjE3NDQwMjE4NDE.*_ga_9J976DJZ68*czE3NTM4NjAyNDUkbzE5MiRnMCR0MTc1Mzg2MDI2MiRqNDMkbDAkaDA.\" target=\"_blank\" rel=\"noopener\">\u95ee\u9898\u8ddf\u8e2a\u5668<\/a>\u4e0a\u5206\u4eab\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\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":595270,"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\/593956"}],"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=593956"}],"version-history":[{"count":9,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell\/593956\/revisions"}],"predecessor-version":[{"id":649195,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/dataspell\/593956\/revisions\/649195"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/595270"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=593956"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=593956"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=593956"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=593956"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}