{"id":31969,"date":"2025-07-01T02:53:09","date_gmt":"2025-06-30T18:53:09","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31969"},"modified":"2025-07-01T02:53:09","modified_gmt":"2025-06-30T18:53:09","slug":"simpledeepsearcher","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/simpledeepsearcher\/","title":{"rendered":"SimpleDeepSearcher\uff1a\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u68c0\u7d22\u5de5\u5177"},"content":{"rendered":"<p>SimpleDeepSearcher \u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u590d\u6742\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u7f51\u9875\u641c\u7d22\u884c\u4e3a\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u548c\u641c\u7d22\u8f68\u8ff9\uff0c\u5e2e\u52a9\u6a21\u578b\u5728\u65e0\u9700\u5927\u91cf\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u9ad8\u6548\u8bad\u7ec3\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6216\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u65b9\u6cd5\uff0cSimpleDeepSearcher \u4f7f\u7528\u5c11\u91cf\u7cbe\u9009\u6570\u636e\uff0c\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u548c\u81ea\u6211\u84b8\u998f\u6280\u672f\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u81ea\u4e3b\u5b8c\u6210\u590d\u6742\u63a8\u7406\u548c\u641c\u7d22\u4efb\u52a1\u3002\u8be5\u9879\u76ee\u7531 RUCAIBox \u56e2\u961f\u5f00\u53d1\uff0c\u57fa\u4e8e MIT \u8bb8\u53ef\u8bc1\u53d1\u5e03\uff0c\u9002\u7528\u4e8e\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u641c\u7d22\u529f\u80fd\u3002\u5b98\u65b9\u6587\u6863\u548c\u4ee3\u7801\u6258\u7ba1\u5728 GitHub\uff0c\u6700\u65b0\u66f4\u65b0\u65f6\u95f4\u4e3a 2025 \u5e74 4 \u6708\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31970\" title=\"SimpleDeepSearcher\uff1a\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u68c0\u7d22\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a802c82b70ba374.jpg\" alt=\"SimpleDeepSearcher\uff1a\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u68c0\u7d22\u5de5\u5177-1\" width=\"2560\" height=\"1349\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u7f51\u9875\u641c\u7d22\u6a21\u62df<\/strong>\uff1a\u6a21\u62df\u771f\u5b9e\u7528\u6237\u5728\u5f00\u653e\u7f51\u9875\u73af\u5883\u4e2d\u7684\u641c\u7d22\u884c\u4e3a\uff0c\u751f\u6210\u591a\u8f6e\u63a8\u7406\u548c\u641c\u7d22\u8f68\u8ff9\u3002<\/li>\n<li><strong>\u6570\u636e\u5408\u6210\u4e0e\u7b5b\u9009<\/strong>\uff1a\u901a\u8fc7\u591a\u6837\u6027\u67e5\u8be2\u91c7\u6837\u548c\u591a\u7ef4\u5ea6\u54cd\u5e94\u7b5b\u9009\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li><strong>\u9ad8\u6548\u76d1\u7763\u5fae\u8c03<\/strong>\uff1a\u4ec5\u9700\u5c11\u91cf\u7cbe\u9009\u6570\u636e\u5373\u53ef\u5b8c\u6210\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\uff0c\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<li><strong>\u517c\u5bb9\u591a\u79cd\u6a21\u578b<\/strong>\uff1a\u652f\u6301\u73b0\u6709\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5bf9\u8bdd\u6a21\u578b\uff0c\u65e0\u9700\u989d\u5916\u7684\u51b7\u542f\u52a8\u6307\u4ee4\u5fae\u8c03\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801\u4e0e\u6587\u6863<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u8bad\u7ec3\u4ee3\u7801\u3001\u63a8\u7406\u4ee3\u7801\u548c\u6a21\u578b\u68c0\u67e5\u70b9\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u4f7f\u7528\u548c\u7814\u7a76\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>SimpleDeepSearcher \u662f\u4e00\u4e2a\u57fa\u4e8e Python \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u8fd0\u884c\u73af\u5883\u9700\u8981 Python 3.10 \u6216\u4ee5\u4e0a\u7248\u672c\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u9879\u76ee\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5c06 SimpleDeepSearcher \u4ed3\u5e93\u514b\u9686\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/RUCAIBox\/SimpleDeepSearcher.git\r\ncd SimpleDeepSearcher\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\n\u4f7f\u7528 conda \u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff0c\u786e\u4fdd\u4f9d\u8d56\u9694\u79bb\uff1a<\/p>\n<pre><code>conda create --name simpledeepsearcher python=3.10\r\nconda activate simpledeepsearcher\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u5b89\u88c5\u9879\u76ee\u6240\u9700\u7684\u6838\u5fc3\u4f9d\u8d56\u5e93\uff0c\u4f8b\u5982 vLLM\u3001deepspeed \u548c datasets\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>pip install vllm==0.6.5\r\npip install packaging ninja flash-attn --no-build-isolation\r\npip install deepspeed accelerate datasets\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u641c\u7d22 API<\/strong><br \/>\nSimpleDeepSearcher \u4f7f\u7528 Google \u641c\u7d22 API \u8fdb\u884c\u5728\u7ebf\u641c\u7d22\u3002\u7528\u6237\u9700\u8981\u83b7\u53d6 Google \u641c\u7d22\u7684\u8ba2\u9605\u5bc6\u94a5\u548c\u7aef\u70b9 URL\uff0c\u5e76\u5728\u8fd0\u884c\u811a\u672c\u65f6\u914d\u7f6e\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>export GOOGLE_SUBSCRIPTION_KEY=\"YOUR_KEY\"\r\nexport GOOGLE_ENDPOINT=\"https:\/\/google.serper.dev\/search\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u51c6\u5907\u6a21\u578b\u8def\u5f84<\/strong><br \/>\n\u7528\u6237\u9700\u8981\u6307\u5b9a\u63a8\u7406\u6a21\u578b\u548c\u6458\u8981\u6a21\u578b\u7684\u8def\u5f84\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>export MODEL_PATH=\"\/path\/to\/your\/reasoning_model\"\r\nexport SUMMARIZATION_MODEL_PATH=\"\/path\/to\/your\/summarization_model\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u63a8\u7406\u811a\u672c<\/strong><br \/>\n\u5b8c\u6210\u914d\u7f6e\u540e\uff0c\u8fd0\u884c\u63a8\u7406\u811a\u672c\u8fdb\u884c\u6d4b\u8bd5\u6216\u90e8\u7f72\uff1a<\/p>\n<pre><code>export CUDA_VISIBLE_DEVICES=0,1\r\npython -u inference\/inference.py \\\r\n--dataset_name YOUR_DATASET_NAME \\\r\n--cache_dir_base cache \\\r\n--output_dir_base output \\\r\n--model_path \"$MODEL_PATH\" \\\r\n--summarization_model_path \"$SUMMARIZATION_MODEL_PATH\" \\\r\n--summarization_model_url YOUR_SUMMARIZATION_MODEL_URL \\\r\n--google_subscription_key \"$GOOGLE_SUBSCRIPTION_KEY\" \\\r\n--google_endpoint \"$GOOGLE_ENDPOINT\" &gt; output\/output.log 2&gt;&amp;1\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<p>SimpleDeepSearcher \u7684\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u4ee5\u4e0b\u662f\u4e3b\u8981\u529f\u80fd\u7684\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5408\u6210\u4e0e\u641c\u7d22\u8f68\u8ff9\u751f\u6210<\/strong><br \/>\nSimpleDeepSearcher \u901a\u8fc7\u6a21\u62df\u7528\u6237\u5728\u771f\u5b9e\u7f51\u9875\u73af\u5883\u4e2d\u7684\u641c\u7d22\u884c\u4e3a\uff0c\u751f\u6210\u591a\u8f6e\u63a8\u7406\u8f68\u8ff9\u3002\u7528\u6237\u53ef\u4ee5\u914d\u7f6e\u00a0<code>data_synthesis<\/code>\u00a0\u6a21\u5757\uff0c\u6307\u5b9a\u641c\u7d22\u5173\u952e\u8bcd\u548c\u95ee\u9898\u7c7b\u578b\u3002\u7cfb\u7edf\u4f1a\u81ea\u52a8\u4ece\u5f00\u653e\u57df QA \u8d44\u6e90\u4e2d\u91c7\u6837\u591a\u6837\u5316\u7684\u95ee\u9898\uff0c\u5e76\u901a\u8fc7 Google \u641c\u7d22 API \u83b7\u53d6\u76f8\u5173\u7f51\u9875\u5185\u5bb9\u3002\u751f\u6210\u7684\u6570\u636e\u5305\u62ec\u95ee\u9898\u3001\u641c\u7d22\u5173\u952e\u8bcd\u3001\u7f51\u9875\u7ed3\u679c\u548c\u63a8\u7406\u8def\u5f84\uff0c\u4fdd\u5b58\u5728\u00a0<code>cache<\/code>\u00a0\u6587\u4ef6\u5939\u4e2d\u3002<br \/>\n\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u7f16\u8f91\u00a0<code>data_synthesis_config.json<\/code>\uff0c\u8bbe\u7f6e\u67e5\u8be2\u91c7\u6837\u53c2\u6570\uff08\u5982\u9886\u57df\u591a\u6837\u6027\u3001\u5173\u952e\u8bcd\u590d\u6742\u6027\uff09\u3002<\/li>\n<li>\u8fd0\u884c\u00a0<code>python data_synthesis.py<\/code>\u00a0\u751f\u6210\u521d\u59cb\u6570\u636e\u3002<\/li>\n<li>\u68c0\u67e5\u00a0<code>cache\/synthesis_data<\/code>\u00a0\u76ee\u5f55\uff0c\u786e\u4fdd\u6570\u636e\u751f\u6210\u5b8c\u6574\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6570\u636e\u7b5b\u9009\u4e0e\u4f18\u5316<\/strong><br \/>\n\u9879\u76ee\u63d0\u4f9b\u591a\u7ef4\u5ea6\u54cd\u5e94\u7b5b\u9009\u529f\u80fd\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u00a0<code>response_curation.py<\/code>\u00a0\u811a\u672c\uff0c\u57fa\u4e8e\u95ee\u9898\u96be\u5ea6\u3001\u63a8\u7406\u8def\u5f84\u957f\u5ea6\u548c\u641c\u7d22\u6548\u679c\u7b49\u6807\u51c6\u8fc7\u6ee4\u6570\u636e\u3002<br \/>\n\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u7b5b\u9009\uff1a\n<pre><code>python response_curation.py --input_dir cache\/synthesis_data --output_dir cache\/curated_data\r\n<\/code><\/pre>\n<\/li>\n<li>\u7b5b\u9009\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5728\u00a0<code>cache\/curated_data<\/code>\u00a0\u4e2d\uff0c\u4ec5\u4fdd\u7559\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6a21\u578b\u76d1\u7763\u5fae\u8c03<\/strong><br \/>\nSimpleDeepSearcher \u4f7f\u7528\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6765\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u3002\u7528\u6237\u9700\u8981\u51c6\u5907\u4e00\u4e2a\u57fa\u7840\u6a21\u578b\uff08\u5982 QWEN2.5-32B\uff09\uff0c\u5e76\u4f7f\u7528\u7b5b\u9009\u540e\u7684\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u3002<br \/>\n\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u914d\u7f6e\u00a0<code>sft_config.json<\/code>\uff0c\u6307\u5b9a\u6a21\u578b\u8def\u5f84\u548c\u8bad\u7ec3\u53c2\u6570\uff08\u5982\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\uff09\u3002<\/li>\n<li>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u5fae\u8c03\uff1a\n<pre><code>python sft_train.py --config sft_config.json\r\n<\/code><\/pre>\n<\/li>\n<li>\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u68c0\u67e5\u70b9\u4fdd\u5b58\u5728\u00a0<code>output\/checkpoints<\/code>\u00a0\u76ee\u5f55\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u63a8\u7406\u4e0e\u6d4b\u8bd5<\/strong><br \/>\n\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u63a8\u7406\u811a\u672c\u6d4b\u8bd5\u6a21\u578b\u7684\u641c\u7d22\u548c\u63a8\u7406\u80fd\u529b\u3002\u63a8\u7406\u7ed3\u679c\u4f1a\u8f93\u51fa\u5230\u00a0<code>output\/results<\/code>\u00a0\u76ee\u5f55\uff0c\u5305\u62ec\u751f\u6210\u7684\u7b54\u6848\u548c\u63a8\u7406\u8def\u5f84\u3002<br \/>\n\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u914d\u7f6e\u63a8\u7406\u53c2\u6570\uff08\u5982\u6570\u636e\u96c6\u540d\u79f0\u3001\u8f93\u51fa\u76ee\u5f55\uff09\u3002<\/li>\n<li>\u8fd0\u884c\u63a8\u7406\u811a\u672c\uff08\u53c2\u8003\u5b89\u88c5\u6d41\u7a0b\u4e2d\u7684\u547d\u4ee4\uff09\u3002<\/li>\n<li>\u67e5\u770b\u00a0<code>output\/output.log<\/code>\u00a0\u68c0\u67e5\u63a8\u7406\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u591a\u6837\u6027\u67e5\u8be2\u91c7\u6837<\/strong>\uff1aSimpleDeepSearcher \u4f7f\u7528\u591a\u6837\u6027\u67e5\u8be2\u91c7\u6837\u7b56\u7565\uff0c\u57fa\u4e8e\u9886\u57df\u5f02\u8d28\u6027\u3001\u5173\u952e\u8bcd\u591a\u6837\u6027\u548c\u77e5\u8bc6\u5355\u5143\u590d\u6742\u6027\u9009\u62e9\u95ee\u9898\u3002\u7528\u6237\u53ef\u4ee5\u5728\u00a0<code>query_sampling_config.json<\/code>\u00a0\u4e2d\u8c03\u6574\u91c7\u6837\u53c2\u6570\uff0c\u786e\u4fdd\u751f\u6210\u7684\u95ee\u9898\u8986\u76d6\u591a\u79cd\u9886\u57df\u548c\u96be\u5ea6\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u84b8\u998f\u4e0e\u81ea\u6211\u84b8\u998f<\/strong>\uff1a\u9879\u76ee\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6280\u672f\uff0c\u5229\u7528\u5f3a\u5927\u7684\u63a8\u7406\u6a21\u578b\u751f\u6210\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u3002\u7528\u6237\u53ef\u4ee5\u6307\u5b9a\u4e00\u4e2a\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982 LLaMA \u6216 GPT \u7cfb\u5217\uff09\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u8fd0\u884c\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/pt\/distillation\/\">distillation<\/a>.py<\/code>\u00a0\u811a\u672c\u8fdb\u884c\u6570\u636e\u751f\u6210\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u7f51\u9875\u641c\u7d22<\/strong>\uff1aSimpleDeepSearcher \u652f\u6301\u5b9e\u65f6\u7f51\u9875\u641c\u7d22\uff0c\u7ed3\u5408 Google \u641c\u7d22 API \u52a8\u6001\u83b7\u53d6\u6700\u65b0\u4fe1\u606f\u3002\u7528\u6237\u9700\u786e\u4fdd API \u5bc6\u94a5\u6709\u6548\uff0c\u5e76\u68c0\u67e5\u7f51\u7edc\u8fde\u63a5\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u7f51\u7edc\u73af\u5883\u7a33\u5b9a\uff0c\u4ee5\u652f\u6301\u5b9e\u65f6\u7f51\u9875\u641c\u7d22\u3002<\/li>\n<li>\u68c0\u67e5\u6a21\u578b\u8def\u5f84\u548c API \u5bc6\u94a5\u914d\u7f6e\uff0c\u907f\u514d\u8fd0\u884c\u65f6\u9519\u8bef\u3002<\/li>\n<li>\u5b9a\u671f\u66f4\u65b0\u4f9d\u8d56\u5e93\u7248\u672c\uff0c\u786e\u4fdd\u517c\u5bb9\u6027\u3002<\/li>\n<li>\u9879\u76ee\u4ee3\u7801\u548c\u6587\u6863\u9075\u5faa MIT \u8bb8\u53ef\u8bc1\uff0c\u7528\u6237\u9700\u5728\u5f15\u7528\u65f6\u6807\u6ce8\u51fa\u5904\uff08\u5982\u8bba\u6587\u00a0<code>@article{sun2025simpledeepsearcher}<\/code>\uff09\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\nSimpleDeepSearcher \u53ef\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u4f8b\u5982\uff0c\u5728\u8bba\u6587\u68c0\u7d22\u6216\u6570\u636e\u5206\u6790\u4e2d\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u5feb\u901f\u83b7\u53d6\u76f8\u5173\u6587\u732e\u6216\u6570\u636e\u96c6\uff0c\u63d0\u5347\u7814\u7a76\u6548\u7387\u3002<\/li>\n<li><strong>\u95ee\u7b54\u7cfb\u7edf\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528 SimpleDeepSearcher \u6784\u5efa\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u7cfb\u7edf\u80fd\u6a21\u62df\u7528\u6237\u641c\u7d22\u884c\u4e3a\uff0c\u751f\u6210\u51c6\u786e\u7684\u7b54\u6848\uff0c\u9002\u7528\u4e8e\u5ba2\u670d\u673a\u5668\u4eba\u6216\u6559\u80b2\u5e73\u53f0\u3002<\/li>\n<li><strong>\u590d\u6742\u95ee\u9898\u63a8\u7406<\/strong><br \/>\n\u5bf9\u4e8e\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u95ee\u9898\uff08\u5982\u6570\u5b66\u6216\u903b\u8f91\u95ee\u9898\uff09\uff0cSimpleDeepSearcher \u901a\u8fc7\u751f\u6210\u63a8\u7406\u8f68\u8ff9\uff0c\u5e2e\u52a9\u6a21\u578b\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7b54\u6848\uff0c\u9002\u5408\u5728\u7ebf\u6559\u80b2\u6216\u7ade\u8d5b\u5e73\u53f0\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>SimpleDeepSearcher \u9700\u8981\u54ea\u4e9b\u524d\u7f6e\u6761\u4ef6\uff1f<\/strong><br \/>\n\u7528\u6237\u9700\u8981 Python 3.10+ \u73af\u5883\u3001Google \u641c\u7d22 API \u5bc6\u94a5\uff0c\u4ee5\u53ca\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u786e\u4fdd\u5b89\u88c5\u6240\u6709\u4f9d\u8d56\u5e93\uff0c\u5e76\u914d\u7f6e\u6b63\u786e\u7684\u6a21\u578b\u8def\u5f84\u3002<\/li>\n<li><strong>\u5982\u4f55\u786e\u4fdd\u751f\u6210\u7684\u6570\u636e\u8d28\u91cf\uff1f<\/strong><br \/>\n\u9879\u76ee\u63d0\u4f9b\u591a\u7ef4\u5ea6\u54cd\u5e94\u7b5b\u9009\u529f\u80fd\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u7b5b\u9009\u53c2\u6570\uff08\u5982\u95ee\u9898\u96be\u5ea6\u3001\u63a8\u7406\u8def\u5f84\u957f\u5ea6\uff09\u6765\u4fdd\u7559\u9ad8\u8d28\u91cf\u6570\u636e\u3002<\/li>\n<li><strong>\u662f\u5426\u652f\u6301\u5176\u4ed6\u641c\u7d22 API\uff1f<\/strong><br \/>\n\u5f53\u524d\u7248\u672c\u4e3b\u8981\u652f\u6301 Google \u641c\u7d22 API\u3002\u7528\u6237\u53ef\u4ee5\u4fee\u6539\u4ee3\u7801\u4ee5\u9002\u914d\u5176\u4ed6\u641c\u7d22\u670d\u52a1\uff0c\u4f46\u9700\u81ea\u884c\u8c03\u6574 API \u8c03\u7528\u903b\u8f91\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/strong><br \/>\n\u8bad\u7ec3\u65f6\u95f4\u53d6\u51b3\u4e8e\u6a21\u578b\u5927\u5c0f\u548c\u6570\u636e\u91cf\u3002\u4f7f\u7528 871 \u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u5fae\u8c03 QWEN2.5-32B \u6a21\u578b\u901a\u5e38\u9700\u8981\u6570\u5c0f\u65f6\uff08GPU \u73af\u5883\uff09\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>SimpleDeepSearcher \u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u590d\u6742\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u7f51\u9875\u641c\u7d22\u884c\u4e3a\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u548c\u641c\u7d22\u8f68\u8ff9\uff0c\u5e2e\u52a9\u6a21\u578b\u5728\u65e0\u9700\u5927\u91cf\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u9ad8\u6548\u8bad\u7ec3\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62355,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,203,389],"class_list":["post-31969","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aisousuogongju","tag-shengchengshenduyanjiuao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31969","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=31969"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31969\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/62355"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=31969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=31969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=31969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}