{"id":29991,"date":"2025-04-07T13:07:33","date_gmt":"2025-04-07T05:07:33","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29991"},"modified":"2025-07-01T03:06:50","modified_gmt":"2025-06-30T19:06:50","slug":"deepresearcherji","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/deepresearcherji\/","title":{"rendered":"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898"},"content":{"rendered":"<p>DeepResearcher \u662f\u7531\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66 GAIR-NLP \u56e2\u961f\u5f00\u53d1\u7684\u5f00\u6e90\u9879\u76ee\u3002\u5b83\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u667a\u80fd\u7814\u7a76\u5de5\u5177\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u8fdb\u884c\u7aef\u5230\u7aef\u8bad\u7ec3\u3002\u9879\u76ee\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u9ad8\u6548\u5b8c\u6210\u590d\u6742\u7814\u7a76\u4efb\u52a1\u3002\u5b83\u80fd\u81ea\u52a8\u641c\u7d22\u4fe1\u606f\u3001\u9a8c\u8bc1\u6570\u636e\u51c6\u786e\u6027\uff0c\u5e76\u751f\u6210\u8be6\u7ec6\u7ed3\u679c\u3002DeepResearcher \u652f\u6301 7B \u53c2\u6570\u6a21\u578b\uff0c\u5df2\u5728 Hugging Face \u4e0a\u5f00\u6e90\u3002\u7528\u6237\u53ef\u901a\u8fc7 GitHub \u83b7\u53d6\u4ee3\u7801\uff0c\u9002\u5408\u7814\u7a76\u4eba\u5458\u3001\u5b66\u751f\u548c\u6280\u672f\u7231\u597d\u8005\u4f7f\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29992\" title=\"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/89b141ad5f48d67.jpg\" alt=\"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898-1\" width=\"1016\" height=\"1280\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/89b141ad5f48d67.jpg 1016w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/89b141ad5f48d67-768x968.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/89b141ad5f48d67-10x12.jpg 10w\" sizes=\"auto, (max-width: 1016px) 100vw, 1016px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29993\" title=\"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/7ec1ab91380076a.jpg\" alt=\"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898-1\" width=\"948\" height=\"1280\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/7ec1ab91380076a.jpg 948w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/7ec1ab91380076a-768x1037.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/7ec1ab91380076a-9x12.jpg 9w\" sizes=\"auto, (max-width: 948px) 100vw, 948px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u7814\u7a76<\/strong>\uff1a\u8f93\u5165\u95ee\u9898\u540e\uff0c\u81ea\u52a8\u641c\u7d22\u7f51\u7edc\u5e76\u6574\u7406\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li><strong>\u8de8\u6765\u6e90\u9a8c\u8bc1<\/strong>\uff1a\u4ece\u591a\u4e2a\u6765\u6e90\uff08\u5982 Google\u3001Bing\uff09\u68c0\u67e5\u6570\u636e\uff0c\u786e\u4fdd\u7ed3\u679c\u53ef\u9760\u3002<\/li>\n<li><strong>\u81ea\u6211\u53cd\u601d\u8c03\u6574<\/strong>\uff1a\u6839\u636e\u641c\u7d22\u7ed3\u679c\u81ea\u6211\u8bc4\u4f30\uff0c\u8c03\u6574\u7814\u7a76\u65b9\u5411\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u5236\u5b9a\u7814\u7a76\u8ba1\u5212<\/strong>\uff1a\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\uff0c\u81ea\u52a8\u751f\u6210\u7814\u7a76\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u4fdd\u6301\u8bda\u5b9e<\/strong>\uff1a\u65e0\u6cd5\u627e\u5230\u660e\u786e\u7b54\u6848\u65f6\uff0c\u4f1a\u76f4\u63a5\u8bf4\u660e\u5c40\u9650\u6027\u3002<\/li>\n<li><strong>\u5f00\u6e90\u6a21\u578b\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b 7B \u53c2\u6570\u6a21\u578b\uff0c\u7528\u6237\u53ef\u4e0b\u8f7d\u5e76\u5b9a\u5236\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>DeepResearcher \u7684\u5b89\u88c5\u548c\u4f7f\u7528\u9700\u8981\u4e00\u5b9a\u6280\u672f\u57fa\u7840\uff0c\u4f46\u5b98\u65b9\u6587\u6863\u63d0\u4f9b\u4e86\u6e05\u6670\u6307\u5f15\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5c06\u9879\u76ee\u4e0b\u8f7d\u5230\u672c\u5730\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/GAIR-NLP\/DeepResearcher.git\r\n<\/code><\/pre>\n<p>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/p>\n<pre><code>cd DeepResearcher\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\n\u4f7f\u7528 conda \u521b\u5efa\u72ec\u7acb\u7684 Python \u73af\u5883\uff0c\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff1a<\/li>\n<\/ol>\n<pre><code>conda create -n deepresearcher python=3.10\r\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u73af\u5883\uff1a<\/p>\n<pre><code>conda activate deepresearcher\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56<\/strong><br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u4f9d\u6b21\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5b89\u88c5 PyTorch \u548c\u5176\u4ed6\u5fc5\u8981\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>pip3 install torch==2.4.0 --index-url https:\/\/download.pytorch.org\/whl\/cu124\r\npip3 install flash-attn --no-build-isolation\r\ncd verl\r\npip3 install -e .\r\ncd ..\/\r\npip3 install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u8fd9\u4e9b\u6b65\u9aa4\u786e\u4fdd\u6a21\u578b\u8fd0\u884c\u6240\u9700\u7684\u57fa\u7840\u73af\u5883\u5c31\u4f4d\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u68c0\u67e5 PyTorch \u662f\u5426\u6b63\u5e38\u5b89\u88c5\uff1a<\/li>\n<\/ol>\n<pre><code>python -c \"import torch; print(torch.__version__)\"\r\n<\/code><\/pre>\n<p>\u5982\u679c\u663e\u793a\u7248\u672c\u53f7\uff08\u5982 2.4.0\uff09\uff0c\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<h3>\u914d\u7f6e\u4e0e\u542f\u52a8<\/h3>\n<p>DeepResearcher \u4f7f\u7528 Ray \u6846\u67b6\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u8fd8\u9700\u8981\u914d\u7f6e\u641c\u7d22\u670d\u52a1\u3002\u4e0b\u9762\u662f\u5177\u4f53\u64cd\u4f5c\u3002<\/p>\n<h4>\u542f\u52a8 Ray \u670d\u52a1<\/h4>\n<ol>\n<li><strong>\u8bbe\u7f6e\u8282\u70b9\u6392\u540d<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff0c\u8bbe\u7f6e\u8282\u70b9\u7f16\u53f7\uff08\u5373\u4f7f\u53ea\u6709\u4e00\u53f0\u673a\u5668\u4e5f\u9700\u8bbe\u7f6e\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>export PET_NODE_RANK=0\r\nray start --head\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u914d\u7f6e\u641c\u7d22\u670d\u52a1<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u6253\u5f00\u00a0<code>.\/scrl\/handler\/config.yaml<\/code>\uff0c\u4fee\u6539\u641c\u7d22 API \u5bc6\u94a5\uff1a\n<ul>\n<li>\u4f7f\u7528 Serper API\uff1a\u586b\u5165\u00a0<code>serper_api_key<\/code>\u3002<\/li>\n<li>\u4f7f\u7528 Azure Bing\uff1a\u586b\u5165\u00a0<code>azure_bing_search_subscription_key<\/code>\u00a0\u5e76\u8bbe\u7f6e\u00a0<code>search_engine<\/code>\u00a0\u4e3a Bing\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u7f16\u8f91\u00a0<code>.\/scrl\/handler\/server_handler.py<\/code>\uff0c\u6dfb\u52a0 Qwen-Plus API \u5bc6\u94a5\uff1a\n<pre><code>client = OpenAI(\r\napi_key=\"sk-xxx\",\r\nbase_url=\"xxxx\"\r\n)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u542f\u52a8\u670d\u52a1\u5904\u7406\u5668<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>python .\/scrl\/handler\/server_handler.py\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u542f\u52a8\u540e\uff0c\u8bb0\u5f55\u670d\u52a1\u5730\u5740\uff0c\u66f4\u65b0\u00a0<code>.\/scrl\/handler\/config.yaml<\/code>\u00a0\u4e2d\u7684\u00a0<code>server_url_list<\/code>\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u8fd0\u884c\u4e3b\u5904\u7406\u5668<\/strong><br \/>\n\u5728\u8bad\u7ec3\u4e3b\u673a\u4e0a\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>python .\/scrl\/handler\/handler.py\r\n<\/code><\/pre>\n<h4>\u8bad\u7ec3\u6a21\u578b<\/h4>\n<ol>\n<li><strong>\u6267\u884c\u8bad\u7ec3\u811a\u672c<\/strong><br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>bash train_grpo.sh\r\n<\/code><\/pre>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4f1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u6a21\u578b\uff0c\u9700\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n<h4>\u4f7f\u7528\u4e0e\u63a8\u7406<\/h4>\n<ol>\n<li><strong>\u751f\u6210\u7814\u7a76\u7ed3\u679c<\/strong><br \/>\n\u8fd0\u884c\u8bc4\u4f30\u811a\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>bash evaluate.sh\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u6587\u4ef6\u4f1a\u4fdd\u5b58\u5728\u00a0<code>.\/outputs\/{project_name}\/{experiment_name}\/rollout\/rollout_step_0.json<\/code>\u3002<\/p>\n<ol start=\"2\">\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong><br \/>\n\u5c06\u8f93\u51fa\u6587\u4ef6\u91cd\u547d\u540d\u4e3a\u00a0<code>{experiment_name}_result.json<\/code>\uff0c\u79fb\u81f3\u00a0<code>.\/evaluate\/<\/code>\u00a0\u6587\u4ef6\u5939\uff0c\u7136\u540e\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>python .\/evaluate\/cacluate_metrics.py {experiment_name}\r\n<\/code><\/pre>\n<p>\u5f97\u5206\u4f1a\u4fdd\u5b58\u5728\u00a0<code>.\/evaluate\/{experiment_name}_score.json<\/code>\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u7814\u7a76\u4e0e\u8de8\u6765\u6e90\u9a8c\u8bc1<\/strong><br \/>\n\u7528\u6237\u8f93\u5165\u95ee\u9898\u540e\uff0cDeepResearcher \u4f1a\u901a\u8fc7\u914d\u7f6e\u7684\u641c\u7d22\u5f15\u64ce\uff08\u5982 Google\u3001Bing\uff09\u6536\u96c6\u6570\u636e\uff0c\u5e76\u4ea4\u53c9\u9a8c\u8bc1\u7ed3\u679c\u3002\u65e5\u5fd7\u6587\u4ef6\u00a0<code>.\/outputs\/research_log.txt<\/code>\u00a0\u4f1a\u8bb0\u5f55\u9a8c\u8bc1\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u81ea\u6211\u53cd\u601d\u8c03\u6574<\/strong><br \/>\n\u5982\u679c\u521d\u59cb\u7ed3\u679c\u4e0d\u7406\u60f3\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u8c03\u6574\u5173\u952e\u8bcd\u6216\u641c\u7d22\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u201cAI \u5728\u533b\u7597\u7684\u5e94\u7528\u201d\u53ef\u80fd\u53d8\u4e3a\u201cAI \u533b\u7597\u6700\u65b0\u6280\u672f\u201d\uff0c\u7ed3\u679c\u4f1a\u66f4\u7cbe\u51c6\u3002<\/li>\n<li><strong>\u4fdd\u6301\u8bda\u5b9e<\/strong><br \/>\n\u5f53\u95ee\u9898\u65e0\u660e\u786e\u7b54\u6848\u65f6\uff0c\u5b83\u4f1a\u8fd4\u56de\u7c7b\u4f3c\u201c\u5f53\u524d\u4fe1\u606f\u4e0d\u8db3\u4ee5\u7ed9\u51fa\u786e\u5207\u7ed3\u8bba\u201d\u7684\u63d0\u793a\uff0c\u800c\u4e0d\u662f\u80e1\u4e71\u731c\u6d4b\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u7a33\u5b9a\uff0c\u641c\u7d22\u529f\u80fd\u4f9d\u8d56\u5b9e\u65f6\u6570\u636e\u3002<\/li>\n<li>\u8bad\u7ec3\u548c\u63a8\u7406\u9700\u8981\u8f83\u9ad8\u8ba1\u7b97\u8d44\u6e90\uff0c\u63a8\u8350\u4f7f\u7528 GPU\u3002<\/li>\n<li>\u9879\u76ee\u4ecd\u5728\u5f00\u53d1\u4e2d\uff0c\u5efa\u8bae\u5173\u6ce8 GitHub \u4e0a\u7684\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5b89\u88c5\u5e76\u4f7f\u7528 DeepResearcher\uff0c\u4f53\u9a8c\u5b83\u7684\u667a\u80fd\u7814\u7a76\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u7528\u5b83\u641c\u7d22\u8bba\u6587\u8d44\u6599\uff0c\u9a8c\u8bc1\u4fe1\u606f\u6765\u6e90\uff0c\u751f\u6210\u7814\u7a76\u62a5\u544a\u521d\u7a3f\u3002<\/li>\n<li><strong>\u5b66\u751f\u5b66\u4e60<\/strong><br \/>\n\u5b66\u751f\u53ef\u4ee5\u7528\u5b83\u6574\u7406\u8bfe\u7a0b\u76f8\u5173\u77e5\u8bc6\uff0c\u5feb\u901f\u5b8c\u6210\u4f5c\u4e1a\u6216\u9879\u76ee\u8c03\u7814\u3002<\/li>\n<li><strong>\u6280\u672f\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u7528\u5b83\u63a2\u7d22\u6280\u672f\u8d8b\u52bf\uff0c\u83b7\u53d6\u884c\u4e1a\u6700\u65b0\u52a8\u6001\u548c\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>DeepResearcher \u652f\u6301\u4e2d\u6587\u5417\uff1f<\/strong><br 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