{"id":18544,"date":"2025-04-19T00:57:29","date_gmt":"2025-04-18T16:57:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/18544.html"},"modified":"2025-04-19T00:57:29","modified_gmt":"2025-04-18T16:57:29","slug":"%e6%80%8e%e6%a0%b7%e8%ae%a9%e8%87%aa%e5%b7%b1%e7%9a%84%e6%a8%a1%e5%9e%8b%e5%9c%a8%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e8%b7%91%e8%b5%b7%e6%9d%a5%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/18544.html","title":{"rendered":"\u600e\u6837\u8ba9\u81ea\u5df1\u7684\u6a21\u578b\u5728\u670d\u52a1\u5668\u4e0a\u8dd1\u8d77\u6765\uff1f"},"content":{"rendered":"<h3>1 \u76f8\u5173\u8f6f\u4ef6<\/h3>\n<p>\u6bd4\u8f83\u7ecf\u5178\u7684\u8f6f\u4ef6\u662fXshell\u548cXftp&#xff0c;\u4e00\u4e2a\u7528\u6765\u63a7\u5236\u7ec8\u7aef\u7684&#xff0c;\u4e00\u4e2a\u7528\u6765\u4f20\u6587\u4ef6\u7684\u3002\u6211\u662f\u88ab\u4eba\u5b89\u5229\u4e86\u4e00\u4e2a\u8f6f\u4ef6MobaXterm&#xff0c;\u8fd9\u4e00\u4e2a\u8f6f\u4ef6\u53ef\u4ee5\u5b9e\u73b0\u4e0a\u9762\u4e24\u4e2a\u8f6f\u4ef6\u7684\u64cd\u4f5c\u3002<\/p>\n<h3>2 \u8fde\u63a5<\/h3>\n<p>\u56e0\u4e3a\u6211\u662f\u5b9e\u9a8c\u5ba4\u7684\u670d\u52a1\u5668&#xff0c;\u6240\u4ee5\u5c31\u4e0d\u7ed9\u51fa\u81ea\u5df1\u4e70\u670d\u52a1\u5668\u7533\u8bf7\u8d26\u53f7\u7b49\u6b65\u9aa4\u4e86\u3002 ![\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0](https:\/\/img- blog.csdnimg.cn\/ce88618ac16b4c5f901e317a5b7ce5d2.png?x-oss- process&#061;image\/watermark,type_d3F5LXplbmhlaQ,shadow_50,text_Q1NETiBA5b6h55So5Y6o5biI,size_20,color_FFFFFF,t_70,g_se,x_16) \u70b9ok\u8fdb\u5165\u540e\u4f1a\u8ba9\u4f60\u8f93\u5165\u5bc6\u7801&#xff0c;\u8f93\u5165\u5bc6\u7801\u7684\u65f6\u5019\u4e0d\u4f1a\u663e\u793a\u5bc6\u7801&#xff0c;\u4e5f\u4e0d\u4f1a\u663e\u793a*&#xff0c;\u5149\u6807\u4e0d\u4f1a\u52a8&#xff0c;\u8f93\u5b8c\u4e86\u6309\u56de\u8f66\u5c31\u884c\u3002<\/p>\n<h3>3 \u914d\u73af\u5883<\/h3>\n<h4>3.1 \u5b89\u88c5anaconda<\/h4>\n<p>\u53c2\u8003\u8fd9\u7bc7\u6587\u7ae0&#xff1a;\u5982\u4f55\u5728Linux\u670d\u52a1\u5668\u4e0a\u5b89\u88c5Anaconda&#xff08;\u8d85\u8be6\u7ec6&#xff09;<\/p>\n<h4>3.2 \u7528conda\u6307\u4ee4\u914d\u73af\u5883<\/h4>\n<p>\u8fd9\u4e9b\u5c31\u548cWindows\u7684Anaconda Prompt\u64cd\u4f5c\u4e00\u6837\u4e86&#xff0c;\u5927\u6982\u6b65\u9aa4\u5c31\u662f&#xff1a;<\/p>\n<p>conda create -n \u73af\u5883\u540d\u5b57 python&#061;\u7248\u672c<br \/>\nconda activate \u73af\u5883\u540d\u5b57<br \/>\nconda install \/ pip install &#8230;<\/p>\n<p>\/\/ \u8865\u5145&#xff1a;\u67e5\u770b\u73b0\u6709\u73af\u5883<br \/>\nconda info &#8211;envs<\/p>\n<h3>4 \u8fd0\u884c\u9879\u76ee<\/h3>\n<p>\u8fd0\u884c\u9879\u76ee\u524d\u5148\u901a\u8fc7nvidia-smi&#xff08;\u65b9\u6846\u5185\u5c31\u662f\u4f7f\u7528\u7a0b\u5ea6&#xff09;\u6216top\u547d\u4ee4&#xff08;\u6309q\u9000\u51fa&#xff09;\u770b\u4e00\u4e0b\u670d\u52a1\u5668\u8fd8\u6709\u6ca1\u6709\u5730\u65b9\u7ed9\u4f60\u7528\u3002\u4e24\u79cd\u6307\u4ee4\u7684\u663e\u793a\u7ed3\u679c\u5982\u4e0b&#xff1a; ![\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0](https:\/\/img- blog.csdnimg.cn\/7553092a1ee14518a53d2ffabefe8939.png?x-oss- process&#061;image\/watermark,type_d3F5LXplbmhlaQ,shadow_50,text_Q1NETiBA5b6h55So5Y6o5biI,size_20,color_FFFFFF,t_70,g_se,x_16) ![\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0](https:\/\/img- blog.csdnimg.cn\/5eeb20134f7846f882df18cade4c3438.png?x-oss- process&#061;image\/watermark,type_d3F5LXplbmhlaQ,shadow_50,text_Q1NETiBA5b6h55So5Y6o5biI,size_20,color_FFFFFF,t_70,g_se,x_16)<\/p>\n<p>\u4e00\u822c\u4eceGithub\u4e0a\u4e0b\u8f7d\u7684\u9879\u76ee\u5c31\u633a\u5b8c\u6574\u7684&#xff0c;\u628a\u90a3\u4e2a\u6587\u4ef6\u5939\u62d6\u5230\u4f60\u7684MobaXterm\u91cc&#xff0c;\u5207\u6362\u5230\u4f60\u914d\u597d\u7684\u73af\u5883&#xff1a;<\/p>\n<p>conda activate \u73af\u5883\u540d\u5b57<br \/>\n(\u73af\u5883\u540d\u5b57):cd \u6587\u4ef6\u5939\u8def\u5f84<\/p>\n<p>\u5728\u8be5\u73af\u5883\u4e0b&#xff0c;\u8fd0\u884c\u8fd9\u6761\u6307\u4ee4&#xff1a;<\/p>\n<p>(\u73af\u5883\u540d\u5b57):nohup bash \u811a\u672c\u540d.sh &gt; \u65e5\u5fd7\u540d.txt 2&gt;&amp;1 &amp;<\/p>\n<p>\u8fd9\u4e2a\u6307\u4ee4\u633a\u53e4\u602a\u7684&#xff0c;\u6838\u5fc3\u5c31\u662fbash \u6587\u4ef6\u540d.sh &gt; \u65e5\u5fd7\u540d.txt&#xff0c;\u5176\u4ed6\u7684\u7167\u6284\u3002\u8fd9\u6761\u6307\u4ee4\u7684\u4f5c\u7528\u5c31\u662f\u628a\u7a0b\u5e8f\u6302\u670d\u52a1\u5668\u4e0a&#xff0c;\u4f60\u7535\u8111\u7761\u4e0d\u7761\u7720\u90fd\u4e0d\u4f1a\u5f71\u54cd\u5b83\u8bad\u7ec3\u4e86\u3002 \u5728\u8fd9\u884c\u6307\u4ee4\u7ed3\u675f\u540e\u4f1a\u5f39\u51fa\u4e00\u4e2a\u8fdb\u7a0b\u53f7&#xff0c;\u5982\u679c\u4f60\u60f3\u7ed3\u675f\u8fd9\u4e2a\u8fdb\u7a0b&#xff0c;\u76f4\u63a5\u7528kill\u5373\u53ef<\/p>\n<p>kill &#043; \u8fdb\u7a0b\u53f7<\/p>\n<p>\u8fd9\u91cc\u8bb2\u4e00\u4e0b\u201c\u811a\u672c\u6587\u4ef6\u201d\u548c\u201c\u65e5\u5fd7\u201d\u7684\u4f5c\u7528&#xff1a;<\/p>\n<h4>4.1 \u6587\u4ef6<\/h4>\n<p>\u4e5f\u5c31\u662f\u4f60\u7684\u8dd1\u6a21\u578b\u7684\u4ee3\u7801&#xff0c;\u6bd4\u5982&#xff1a;python train.py\u3002\u4f46\u662f\u6709\u4e9b\u6307\u4ee4\u5f88\u591a\u53c2\u6570&#xff0c;\u6bd4\u5982&#xff1a;<\/p>\n<p>python translate.py \\\\<br \/>\n&#8211;src data\/src-test-tokenized.txt \\\\<br \/>\n&#8211;tgt data\/tgt-test-tokenized.txt \\\\<br \/>\n&#8211;knl data\/knl-test-tokenized.txt \\\\<br \/>\n&#8211;model models\/base_model_step_20000.pt \\\\<br \/>\n&#8211;output pred.txt \\\\<br \/>\n-replace_unk \\\\<br \/>\n-report_bleu \\\\<br \/>\n-dynamic_dict \\\\<br \/>\n-gpu 1 \\\\<br \/>\n-batch_size 32<\/p>\n<p>\u4f60\u5728\u547d\u4ee4\u884c\u590d\u5236\u7c98\u8d34\u770b\u7740\u4e0d\u7f8e\u89c2&#xff0c;\u5e76\u4e14\u6362\u884c\u4e5f\u65e0\u6cd5\u5904\u7406\u3002\u8fd9\u65f6\u5019\u5c31\u628a\u8fd9\u4e2a\u590d\u5236\u4e0b\u6765\u5b58\u5230\u4f60\u7684sh\u6587\u4ef6&#xff08;\u4e5f\u53eb\u811a\u672c&#xff09;\u4e2d&#xff0c;\u901a\u8fc7bash \u811a\u672c\u540d.sh\u8fd0\u884c\u8fd9\u6761\u6307\u4ee4\u3002<\/p>\n<h4>4.2 \u65e5\u5fd7<\/h4>\n<p>\u4e3a\u4e86\u8bb0\u5f55\u8bad\u7ec3\u8fc7\u7a0b&#xff0c;\u53ef\u4ee5\u901a\u8fc7&gt; \u65e5\u5fd7\u540d.txt\u5c06\u5176\u8bad\u7ec3\u8fc7\u7a0b\u5b58\u50a8\u5230\u65e5\u5fd7\u4e2d&#xff0c;\u6bd4\u5982&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165721-6802847109031.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> \u8fd9\u6837\u4f60\u5c31\u53ef\u4ee5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9e\u65f6\u67e5\u770b\u65e5\u5fd7\u4e86\u3002\u7528MobaXterm\u53ef\u4ee5\u76f4\u63a5\u53cc\u51fb\u6253\u5f00&#xff0c;\u7528\u522b\u7684\u4f3c\u4e4e\u662f\u7528cat log.txt\u67e5\u770b\u3002<\/p>\n<h4>4.3 \u52a0\u9910<\/h4>\n<p>\u5173\u4e8e\u522b\u7684\u5173\u952e\u5b57\u7684\u542b\u4e49&#xff0c;\u8bf7\u53c2\u8003&#xff1a;Linux nohup\u3001&amp;\u3001 2&gt;&amp;1\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<h4>\u4eca\u5929\u53ea\u8981\u4f60\u7ed9\u6211\u7684\u6587\u7ae0\u70b9\u8d5e&#xff0c;\u6211\u79c1\u85cf\u7684\u5927\u6a21\u578b\u5b66\u4e60\u8d44\u6599\u4e00\u6837\u514d\u8d39\u5171\u4eab\u7ed9\u4f60\u4eec&#xff0c;\u6765\u770b\u770b\u6709\u54ea\u4e9b\u4e1c\u897f\u3002<\/h4>\n<h3>\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h3>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1&#xff0c;\u6240\u4ee5\u5728\u5de5\u4f5c\u7e41\u5fd9\u7684\u60c5\u51b5\u4e0b\u8fd8\u662f\u575a\u6301\u5404\u79cd\u6574\u7406\u548c\u5206\u4eab\u3002\u4f46\u82e6\u4e8e\u77e5\u8bc6\u4f20\u64ad\u9014\u5f84\u6709\u9650&#xff0c;\u5f88\u591a\u4e92\u8054\u7f51\u884c\u4e1a\u670b\u53cb\u65e0\u6cd5\u83b7\u5f97\u6b63\u786e\u7684\u8d44\u6599\u5f97\u5230\u5b66\u4e60\u63d0\u5347&#xff0c;\u6545\u6b64\u5c06\u5e76\u5c06\u91cd\u8981\u7684AI\u5927\u6a21\u578b\u8d44\u6599\u5305\u62ecAI\u5927\u6a21\u578b\u5165\u95e8\u5b66\u4e60\u601d\u7ef4\u5bfc\u56fe\u3001\u7cbe\u54c1AI\u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d\u624b\u518c\u3001\u89c6\u9891\u6559\u7a0b\u3001\u5b9e\u6218\u5b66\u4e60\u7b49\u5f55\u64ad\u89c6\u9891\u514d\u8d39\u5206\u4eab\u51fa\u6765\u3002<\/p>\n<p>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165721-6802847124422.jpg\" alt=\"img\" \/><\/p>\n<h4>\u4e00\u3001\u5168\u5957AGI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf<\/h4>\n<p>AI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u5b66\u4e60\u4e4b\u65c5&#xff1a;\u4ece\u57fa\u7840\u5230\u524d\u6cbf&#xff0c;\u638c\u63e1\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\u6280\u80fd&#xff01;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165721-68028471b229c.png\" alt=\"img\" \/><\/p>\n<h4>\u4e8c\u3001640\u5957AI\u5927\u6a21\u578b\u62a5\u544a\u5408\u96c6<\/h4>\n<p>\u8fd9\u5957\u5305\u542b640\u4efd\u62a5\u544a\u7684\u5408\u96c6&#xff0c;\u6db5\u76d6\u4e86AI\u5927\u6a21\u578b\u7684\u7406\u8bba\u7814\u7a76\u3001\u6280\u672f\u5b9e\u73b0\u3001\u884c\u4e1a\u5e94\u7528\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u65e0\u8bba\u60a8\u662f\u79d1\u7814\u4eba\u5458\u3001\u5de5\u7a0b\u5e08&#xff0c;\u8fd8\u662f\u5bf9AI\u5927\u6a21\u578b\u611f\u5174\u8da3\u7684\u7231\u597d\u8005&#xff0c;\u8fd9\u5957\u62a5\u544a\u5408\u96c6\u90fd\u5c06\u4e3a\u60a8\u63d0\u4f9b\u5b9d\u8d35\u7684\u4fe1\u606f\u548c\u542f\u793a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165723-6802847303423.png\" alt=\"img\" \/><\/p>\n<h4>\u4e09\u3001AI\u5927\u6a21\u578b\u7ecf\u5178PDF\u7c4d<\/h4>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55&#xff0c;AI\u5927\u6a21\u578b\u5df2\u7ecf\u6210\u4e3a\u4e86\u5f53\u4eca\u79d1\u6280\u9886\u57df\u7684\u4e00\u5927\u70ed\u70b9\u3002\u8fd9\u4e9b\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b&#xff0c;\u5982GPT-3\u3001BERT\u3001XLNet\u7b49&#xff0c;\u4ee5\u5176\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b&#xff0c;\u6b63\u5728\u6539\u53d8\u6211\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u8ba4\u8bc6\u3002 \u90a3\u4ee5\u4e0b\u8fd9\u4e9bPDF\u7c4d\u5c31\u662f\u975e\u5e38\u4e0d\u9519\u7684\u5b66\u4e60\u8d44\u6e90\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165723-68028473d6936.png\" alt=\"img\" \/><\/p>\n<h4>\u56db\u3001AI\u5927\u6a21\u578b\u5546\u4e1a\u5316\u843d\u5730\u65b9\u6848<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165724-68028474152de.png\" alt=\"img\" \/><\/p>\n<p>\u4f5c\u4e3a\u666e\u901a\u4eba&#xff0c;\u5165\u5c40\u5927\u6a21\u578b\u65f6\u4ee3\u9700\u8981\u6301\u7eed\u5b66\u4e60\u548c\u5b9e\u8df5&#xff0c;\u4e0d\u65ad\u63d0\u9ad8\u81ea\u5df1\u7684\u6280\u80fd\u548c\u8ba4\u77e5\u6c34\u5e73&#xff0c;\u540c\u65f6\u4e5f\u9700\u8981\u6709\u8d23\u4efb\u611f\u548c\u4f26\u7406\u610f\u8bc6&#xff0c;\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u5065\u5eb7\u53d1\u5c55\u8d21\u732e\u529b\u91cf\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165724-68028474a70b4.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u7b2c\u4e00\u9636\u6bb5&#xff08;10\u5929&#xff09;&#xff1a;\u521d\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u8ba9\u5927\u5bb6\u5bf9\u5927\u6a21\u578b AI\u6709\u4e00\u4e2a\u6700\u524d\u6cbf\u7684\u8ba4\u8bc6&#xff0c;\u5bf9\u5927\u6a21\u578b AI \u7684\u7406\u89e3\u8d85\u8fc7 95% \u7684\u4eba&#xff0c;\u53ef\u4ee5\u5728\u76f8\u5173\u8ba8\u8bba\u65f6\u53d1\u8868\u9ad8\u7ea7\u3001\u4e0d\u8ddf\u98ce\u3001\u53c8\u63a5\u5730\u6c14\u7684\u89c1\u89e3&#xff0c;\u522b\u4eba\u53ea\u4f1a\u548c AI \u804a\u5929&#xff0c;\u800c\u4f60\u80fd\u8c03\u6559 AI&#xff0c;\u5e76\u80fd\u7528\u4ee3\u7801\u5c06\u5927\u6a21\u578b\u548c\u4e1a\u52a1\u8854\u63a5\u3002<\/p>\n<ul>\n<li>\u5927\u6a21\u578b AI \u80fd\u5e72\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u5927\u6a21\u578b\u662f\u600e\u6837\u83b7\u5f97\u300c\u667a\u80fd\u300d\u7684&#xff1f;<\/li>\n<li>\u7528\u597d AI \u7684\u6838\u5fc3\u5fc3\u6cd5<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u4e1a\u52a1\u67b6\u6784<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u6280\u672f\u67b6\u6784<\/li>\n<li>\u4ee3\u7801\u793a\u4f8b&#xff1a;\u5411 GPT-3.5 \u704c\u5165\u65b0\u77e5\u8bc6<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u7684\u610f\u4e49\u548c\u6838\u5fc3\u601d\u60f3<\/li>\n<li>Prompt \u5178\u578b\u6784\u6210<\/li>\n<li>\u6307\u4ee4\u8c03\u4f18\u65b9\u6cd5\u8bba<\/li>\n<li>\u601d\u7ef4\u94fe\u548c\u601d\u7ef4\u6811<\/li>\n<li>Prompt \u653b\u51fb\u548c\u9632\u8303<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u9ad8\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u5927\u6a21\u578b AI \u8fdb\u9636\u5b9e\u6218\u5b66\u4e60&#xff0c;\u5b66\u4f1a\u6784\u9020\u79c1\u6709\u77e5\u8bc6\u5e93&#xff0c;\u6269\u5c55 AI \u7684\u80fd\u529b\u3002\u5feb\u901f\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684\u57fa\u4e8e agent \u5bf9\u8bdd\u673a\u5668\u4eba\u3002\u638c\u63e1\u529f\u80fd\u6700\u5f3a\u7684\u5927\u6a21\u578b\u5f00\u53d1\u6846\u67b6&#xff0c;\u6293\u4f4f\u6700\u65b0\u7684\u6280\u672f\u8fdb\u5c55&#xff0c;\u9002\u5408 Python \u548c JavaScript \u7a0b\u5e8f\u5458\u3002<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 ChatPDF<\/li>\n<li>\u68c0\u7d22\u7684\u57fa\u7840\u6982\u5ff5<\/li>\n<li>\u4ec0\u4e48\u662f\u5411\u91cf\u8868\u793a&#xff08;Embeddings&#xff09;<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u5411\u91cf\u68c0\u7d22<\/li>\n<li>\u57fa\u4e8e\u5411\u91cf\u68c0\u7d22\u7684 RAG<\/li>\n<li>\u642d\u5efa RAG \u7cfb\u7edf\u7684\u6269\u5c55\u77e5\u8bc6<\/li>\n<li>\u6df7\u5408\u68c0\u7d22\u4e0e RAG-Fusion \u7b80\u4ecb<\/li>\n<li>\u5411\u91cf\u6a21\u578b\u672c\u5730\u90e8\u7f72<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e09\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u6a21\u578b\u8bad\u7ec3<\/h3>\n<p>\u606d\u559c\u4f60&#xff0c;\u5982\u679c\u5b66\u5230\u8fd9\u91cc&#xff0c;\u4f60\u57fa\u672c\u53ef\u4ee5\u627e\u5230\u4e00\u4efd\u5927\u6a21\u578b AI\u76f8\u5173\u7684\u5de5\u4f5c&#xff0c;\u81ea\u5df1\u4e5f\u80fd\u8bad\u7ec3 GPT \u4e86&#xff01;\u901a\u8fc7\u5fae\u8c03&#xff0c;\u8bad\u7ec3\u81ea\u5df1\u7684\u5782\u76f4\u5927\u6a21\u578b&#xff0c;\u80fd\u72ec\u7acb\u8bad\u7ec3\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u638c\u63e1\u66f4\u591a\u6280\u672f\u65b9\u6848\u3002<\/p>\n<p>\u5230\u6b64\u4e3a\u6b62&#xff0c;\u5927\u69822\u4e2a\u6708\u7684\u65f6\u95f4\u3002\u4f60\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u540d\u201cAI\u5c0f\u5b50\u201d\u3002\u90a3\u4e48\u4f60\u8fd8\u60f3\u5f80\u4e0b\u63a2\u7d22\u5417&#xff1f;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b\u8bad\u7ec3<\/li>\n<li>\u6c42\u89e3\u5668 &amp; \u635f\u5931\u51fd\u6570\u7b80\u4ecb<\/li>\n<li>\u5c0f\u5b9e\u9a8c2&#xff1a;\u624b\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u8bad\u7ec3\u5b83<\/li>\n<li>\u4ec0\u4e48\u662f\u8bad\u7ec3\/\u9884\u8bad\u7ec3\/\u5fae\u8c03\/\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>Transformer\u7ed3\u6784\u7b80\u4ecb<\/li>\n<li>\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>\u5b9e\u9a8c\u6570\u636e\u96c6\u7684\u6784\u5efa<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u56db\u9636\u6bb5&#xff08;20\u5929&#xff09;&#xff1a;\u5546\u4e1a\u95ed\u73af<\/h3>\n<p>\u5bf9\u5168\u7403\u5927\u6a21\u578b\u4ece\u6027\u80fd\u3001\u541e\u5410\u91cf\u3001\u6210\u672c\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u8ba4\u77e5&#xff0c;\u53ef\u4ee5\u5728\u4e91\u7aef\u548c\u672c\u5730\u7b49\u591a\u79cd\u73af\u5883\u4e0b\u90e8\u7f72\u5927\u6a21\u578b&#xff0c;\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\/\u521b\u4e1a\u65b9\u5411&#xff0c;\u505a\u4e00\u540d\u88ab AI \u6b66\u88c5\u7684\u4ea7\u54c1\u7ecf\u7406\u3002<\/p>\n<ul>\n<li>\u786c\u4ef6\u9009\u578b<\/li>\n<li>\u5e26\u4f60\u4e86\u89e3\u5168\u7403\u5927\u6a21\u578b<\/li>\n<li>\u4f7f\u7528\u56fd\u4ea7\u5927\u6a21\u578b\u670d\u52a1<\/li>\n<li>\u642d\u5efa OpenAI \u4ee3\u7406<\/li>\n<li>\u70ed\u8eab&#xff1a;\u57fa\u4e8e\u963f\u91cc\u4e91 PAI \u90e8\u7f72 Stable Diffusion<\/li>\n<li>\u5728\u672c\u5730\u8ba1\u7b97\u673a\u8fd0\u884c\u5927\u6a21\u578b<\/li>\n<li>\u5927\u6a21\u578b\u7684\u79c1\u6709\u5316\u90e8\u7f72<\/li>\n<li>\u57fa\u4e8e vLLM \u90e8\u7f72\u5927\u6a21\u578b<\/li>\n<li>\u6848\u4f8b&#xff1a;\u5982\u4f55\u4f18\u96c5\u5730\u5728\u963f\u91cc\u4e91\u79c1\u6709\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b<\/li>\n<li>\u90e8\u7f72\u4e00\u5957\u5f00\u6e90 LLM \u9879\u76ee<\/li>\n<li>\u5185\u5bb9\u5b89\u5168<\/li>\n<li>\u4e92\u8054\u7f51\u4fe1\u606f\u670d\u52a1\u7b97\u6cd5\u5907\u6848<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<p>\u5b66\u4e60\u662f\u4e00\u4e2a\u8fc7\u7a0b&#xff0c;\u53ea\u8981\u5b66\u4e60\u5c31\u4f1a\u6709\u6311\u6218\u3002\u5929\u9053\u916c\u52e4&#xff0c;\u4f60\u8d8a\u52aa\u529b&#xff0c;\u5c31\u4f1a\u6210\u4e3a\u8d8a\u4f18\u79c0\u7684\u81ea\u5df1\u3002<\/p>\n<p>\u5982\u679c\u4f60\u80fd\u572815\u5929\u5185\u5b8c\u6210\u6240\u6709\u7684\u4efb\u52a1&#xff0c;\u90a3\u4f60\u582a\u79f0\u5929\u624d\u3002\u7136\u800c&#xff0c;\u5982\u679c\u4f60\u80fd\u5b8c\u6210 60-70% \u7684\u5185\u5bb9&#xff0c;\u4f60\u5c31\u5df2\u7ecf\u5f00\u59cb\u5177\u5907\u6210\u4e3a\u4e00\u540d\u5927\u6a21\u578b AI \u7684\u6b63\u786e\u7279\u5f81\u4e86\u3002<\/p>\n<h6>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/h6>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165727-6802847793f20.jpg\" alt=\"img\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.2k\u6b21\uff0c\u70b9\u8d5e29\u6b21\uff0c\u6536\u85cf29\u6b21\u3002\u8be5\u9636\u6bb5\u8ba9\u5927\u5bb6\u5bf9\u5927\u6a21\u578b AI\u6709\u4e00\u4e2a\u6700\u524d\u6cbf\u7684\u8ba4\u8bc6\uff0c\u5bf9\u5927\u6a21\u578b AI \u7684\u7406\u89e3\u8d85\u8fc7 95% \u7684\u4eba\uff0c\u53ef\u4ee5\u5728\u76f8\u5173\u8ba8\u8bba\u65f6\u53d1\u8868\u9ad8\u7ea7\u3001\u4e0d\u8ddf\u98ce\u3001\u53c8\u63a5\u5730\u6c14\u7684\u89c1\u89e3\uff0c\u522b\u4eba\u53ea\u4f1a\u548c AI \u804a\u5929\uff0c\u800c\u4f60\u80fd\u8c03\u6559 AI\uff0c\u5e76\u80fd\u7528\u4ee3\u7801\u5c06\u5927\u6a21\u578b\u548c\u4e1a\u52a1\u8854\u63a5\u3002\u5bf9\u5168\u7403\u5927\u6a21\u578b\u4ece\u6027\u80fd\u3001\u541e\u5410\u91cf\u3001\u6210\u672c\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u8ba4\u77e5\uff0c\u53ef\u4ee5\u5728\u4e91\u7aef\u548c\u672c\u5730\u7b49\u591a\u79cd\u73af\u5883\u4e0b\u90e8\u7f72\u5927\u6a21\u578b\uff0c\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\/\u521b\u4e1a\u65b9\u5411\uff0c\u505a\u4e00\u540d\u88ab AI 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