{"id":18498,"date":"2025-01-15T22:16:12","date_gmt":"2025-01-15T14:16:12","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18498"},"modified":"2025-01-15T22:16:12","modified_gmt":"2025-01-15T14:16:12","slug":"search-o1","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/search-o1\/","title":{"rendered":"Search o1\uff1a\u8d4b\u4e88\u63a8\u7406\u6a21\u578b\u4e3b\u52a8\u641c\u7d22\u80fd\u529b\uff0c\u8ba9\u5927\u6a21\u578b\u8fb9\u601d\u8003\u8fb9\u641c\u7d22\u5916\u90e8\u77e5\u8bc6"},"content":{"rendered":"<p>Search-o1 \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u901a\u8fc7\u6574\u5408\u9ad8\u7ea7\u641c\u7d22\u673a\u5236\u6765\u589e\u5f3a\u5927\u89c4\u6a21\u63a8\u7406\u6a21\u578b\uff08LRMs\uff09\u7684\u6027\u80fd\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u52a8\u6001\u7684\u641c\u7d22\u548c\u77e5\u8bc6\u6574\u5408\u6765\u89e3\u51b3\u63a8\u7406\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u77e5\u8bc6\u7f3a\u5931\u95ee\u9898\u3002\u8be5\u9879\u76ee\u7531 sunnynexus \u56e2\u961f\u5f00\u53d1\uff0c\u63d0\u4f9b\u4e86\u6279\u91cf\u751f\u6210\u673a\u5236\u548c\u4ea4\u66ff\u641c\u7d22\u65b9\u6cd5\uff0c\u80fd\u591f\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b9e\u65f6\u63d2\u5165\u76f8\u5173\u6587\u6863\uff0c\u63d0\u9ad8\u63a8\u7406\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002Search-o1 \u9002\u7528\u4e8e\u590d\u6742\u7684\u79d1\u5b66\u3001\u6570\u5b66\u548c\u7f16\u7a0b\u95ee\u9898\u89e3\u7b54\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\u73af\u5883\uff0c\u4e3b\u8981\u4f7f\u7528 Python \u8fdb\u884c\u5f00\u53d1\u548c\u90e8\u7f72\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-18499\" title=\"Search o1\uff1a\u8d4b\u4e88\u63a8\u7406\u6a21\u578b\u4e3b\u52a8\u641c\u7d22\u80fd\u529b\uff0c\u8ba9\u5927\u6a21\u578b\u8fb9\u601d\u8003\u8fb9\u641c\u7d22\u5916\u90e8\u77e5\u8bc6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04.jpg\" alt=\"Search o1\uff1a\u8d4b\u4e88\u63a8\u7406\u6a21\u578b\u4e3b\u52a8\u641c\u7d22\u80fd\u529b\uff0c\u8ba9\u5927\u6a21\u578b\u8fb9\u601d\u8003\u8fb9\u641c\u7d22\u5916\u90e8\u77e5\u8bc6-1\" width=\"975\" height=\"535\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04.jpg 2122w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-300x165.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-1024x562.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-768x422.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-1536x843.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-2048x1124.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2b3ccc73b858c04-18x10.jpg 18w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6279\u91cf\u751f\u6210\u673a\u5236<\/strong>\uff1a\u540c\u65f6\u751f\u6210\u591a\u4e2a\u63a8\u7406\u5e8f\u5217\uff0c\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<li><strong>\u4ea4\u66ff\u641c\u7d22<\/strong>\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u68c0\u6d4b\u5230\u77e5\u8bc6\u7f3a\u5931\u65f6\uff0c\u52a8\u6001\u641c\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li><strong>\u6587\u6863\u6574\u5408<\/strong>\uff1a\u5c06\u641c\u7d22\u5230\u7684\u6587\u6863\u7cbe\u70bc\u5e76\u65e0\u7f1d\u878d\u5165\u63a8\u7406\u94fe\u4e2d\u3002<\/li>\n<li><strong>\u591a\u9886\u57df\u652f\u6301<\/strong>\uff1a\u9002\u7528\u4e8e\u79d1\u5b66\u3001\u6570\u5b66\u3001\u7f16\u7801\u7b49\u590d\u6742\u9886\u57df\u7684\u95ee\u9898\u89e3\u7b54\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u77e5\u8bc6\u66f4\u65b0<\/strong>\uff1a\u786e\u4fdd\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u80fd\u83b7\u53d6\u6700\u65b0\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Search-o1 \u9879\u76ee\u4e3b\u8981\u901a\u8fc7 GitHub \u8fdb\u884c\u4ee3\u7801\u6258\u7ba1\u548c\u5206\u53d1\u3002\u5b89\u88c5\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<p>1.<strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/sunnynexus\/Search-o1.git\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong>\uff1a\n<pre><code>conda create -n search_o1 python=3.9\r\nconda activate search_o1\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\n<pre><code>cd Search-o1\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\n<ul>\n<li><strong>\u4f7f\u7528\u00a0data\/data_pre_process.ipynb\u00a0\u4e2d\u7684\u4ee3\u7801\u5c06\u6570\u636e\u96c6\u9884\u5904\u7406\u6210\u6807\u51c6\u7684 JSON \u683c\u5f0f\u3002<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<p><strong>\u521d\u59cb\u5316\u63a8\u7406\u5e8f\u5217<\/strong><\/p>\n<p><strong>Search-o1 \u901a\u8fc7\u7ed3\u5408\u4efb\u52a1\u6307\u4ee4\u548c\u8f93\u5165\u95ee\u9898\u6765\u521d\u59cb\u5316\u63a8\u7406\u5e8f\u5217\u3002\u4f8b\u5982\uff1a<\/strong><\/p>\n<pre><code>from search_o1 import initialize_reasoning\r\ninit_sequence = initialize_reasoning(\"\u8bf7\u8ba1\u7b97\u8d28\u6570\u7684\u6570\u91cf\", \"\u57281\u5230100\u4e4b\u95f4\")\r\n<\/code><\/pre>\n<p><strong>\u6279\u91cf\u751f\u6210\u4e0e\u641c\u7d22<\/strong><\/p>\n<p><strong>\u5f53\u6a21\u578b\u9047\u5230\u9700\u8981\u5916\u90e8\u77e5\u8bc6\u65f6\uff0c\u4f1a\u89e6\u53d1\u641c\u7d22\u529f\u80fd\uff1a<\/strong><\/p>\n<pre><code>from search_o1 import batch_generate_and_search\r\nresults = batch_generate_and_search(init_sequence, max_tokens=500)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u6279\u91cf\u751f\u6210<\/strong>\uff1a\u901a\u8fc7\u00a0<strong>batch_generate_and_search<\/strong>\u00a0\u51fd\u6570\u540c\u65f6\u751f\u6210\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u5e76\u5728\u6bcf\u4e2a\u8def\u5f84\u4e2d\u68c0\u6d4b\u662f\u5426\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u77e5\u8bc6\u67e5\u8be2\u3002<\/li>\n<li><strong>\u641c\u7d22\u6574\u5408<\/strong>\uff1a\u4e00\u65e6\u68c0\u6d4b\u5230\u9700\u8981\u641c\u7d22\uff0c\u7cfb\u7edf\u4f1a\u4f7f\u7528\u9884\u8bbe\u7684\u641c\u7d22\u5f15\u64ce\uff08\u5982 Google \u6216\u81ea\u5b9a\u4e49\u6570\u636e\u5e93\uff09\uff0c\u83b7\u53d6\u76f8\u5173\u6587\u6863\uff0c\u8fd9\u4e9b\u6587\u6863\u968f\u540e\u4f1a\u88ab\u7cbe\u70bc\u5e76\u6574\u5408\u5230\u63a8\u7406\u94fe\u4e2d\u3002<\/li>\n<\/ul>\n<p><strong>\u8fed\u4ee3\u63a8\u7406<\/strong><\/p>\n<p><strong>\u63a8\u7406\u662f\u8fed\u4ee3\u7684\u8fc7\u7a0b\uff0c\u6bcf\u6b21\u751f\u6210\u540e\u53ef\u80fd\u9700\u8981\u65b0\u7684\u641c\u7d22\u548c\u6587\u6863\u6574\u5408\uff1a<\/strong><\/p>\n<pre><code>from search_o1 import iterate_reasoning\r\nfinal_answer = iterate_reasoning(results, iterations=5)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u8fed\u4ee3\u6b21\u6570<\/strong>\uff1a\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\uff0c\u53ef\u4ee5\u8c03\u6574\u8fed\u4ee3\u6b21\u6570\u4ee5\u786e\u4fdd\u63a8\u7406\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<h3>\u5e94\u7528\u4e8e\u5b9e\u9645\u95ee\u9898<\/h3>\n<p><strong>Search-o1 \u7279\u522b\u9002\u5408\u89e3\u51b3\u90a3\u4e9b\u9700\u8981\u5927\u91cf\u80cc\u666f\u77e5\u8bc6\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u590d\u6742\u8ba1\u7b97\u6216\u7f16\u7a0b\u4e2d\u7684\u7b97\u6cd5\u4f18\u5316\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u6570\u5b66\u95ee\u9898<\/strong>\uff1a\u53ef\u4ee5\u7528 Search-o1 \u6765\u89e3\u51b3\u5982 &#8220;\u4f7f\u7528\u6b27\u62c9\u65b9\u6cd5\u89e3\u51b3\u5fae\u5206\u65b9\u7a0b&#8221; \u8fd9\u6837\u7684\u95ee\u9898\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u641c\u7d22\u6b27\u62c9\u65b9\u6cd5\u7684\u76f8\u5173\u4fe1\u606f\u5e76\u5e94\u7528\u4e8e\u63a8\u7406\u3002<\/li>\n<li><strong>\u7f16\u7a0b\u95ee\u9898<\/strong>\uff1a\u5bf9\u4e8e\u7f16\u7a0b\u95ee\u9898\u5982 &#8220;\u5982\u4f55\u4f18\u5316\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5&#8221;\uff0cSearch-o1 \u53ef\u4ee5\u7ed3\u5408\u641c\u7d22\u5230\u7684\u7b97\u6cd5\u6539\u8fdb\u5efa\u8bae\u8fdb\u884c\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p><strong>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u6cd5\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528 Search-o1<\/strong> \u8fdb\u884c\u590d\u6742\u7684\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u786e\u4fdd\u63a8\u7406\u7684\u6bcf\u4e00\u6b65\u90fd\u662f\u57fa\u4e8e\u6700\u65b0\u7684\u548c\u6700\u76f8\u5173\u7684\u77e5\u8bc6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Search-o1 \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u901a\u8fc7\u6574\u5408\u9ad8\u7ea7\u641c\u7d22\u673a\u5236\u6765\u589e\u5f3a\u5927\u89c4\u6a21\u63a8\u7406\u6a21\u578b\uff08LRMs\uff09\u7684\u6027\u80fd\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u52a8\u6001\u7684\u641c\u7d22\u548c\u77e5\u8bc6\u6574\u5408\u6765\u89e3\u51b3\u63a8\u7406\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u77e5\u8bc6\u7f3a\u5931\u95ee\u9898\u3002\u8be5\u9879\u76ee\u7531 sunnynexus \u56e2\u961f\u5f00\u53d1\uff0c\u63d0\u4f9b\u4e86\u6279\u91cf\u751f\u6210\u673a\u5236\u548c\u4ea4\u66ff\u641c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61638,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,203],"class_list":["post-18498","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aisousuogongju"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/18498","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=18498"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/18498\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61638"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=18498"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=18498"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=18498"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}