{"id":85197,"date":"2026-07-27T05:16:28","date_gmt":"2026-07-26T21:16:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85197.html"},"modified":"2026-07-27T05:16:28","modified_gmt":"2026-07-26T21:16:28","slug":"tao-8k-embedding%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e5%ae%9e%e5%bd%95%ef%bc%9aarm%e6%9e%b6%e6%9e%84%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88%e5%a6%82%e6%a0%91%e8%8e%93%e6%b4%be%ef%bc%89%e9%80%82%e9%85%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85197.html","title":{"rendered":"tao-8k Embedding\u6a21\u578b\u90e8\u7f72\u5b9e\u5f55\uff1aARM\u67b6\u6784\u670d\u52a1\u5668\uff08\u5982\u6811\u8393\u6d3e\uff09\u9002\u914d\u9a8c\u8bc1"},"content":{"rendered":"<h2>tao-8k Embedding\u6a21\u578b\u90e8\u7f72\u5b9e\u5f55&#xff1a;ARM\u67b6\u6784\u670d\u52a1\u5668&#xff08;\u5982\u6811\u8393\u6d3e&#xff09;\u9002\u914d\u9a8c\u8bc1<\/h2>\n<h3>1. \u9879\u76ee\u80cc\u666f\u4e0e\u6a21\u578b\u4ecb\u7ecd<\/h3>\n<p>tao-8k\u662f\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u6587\u672c\u5d4c\u5165\u7684\u5f00\u6e90AI\u6a21\u578b&#xff0c;\u7531Hugging Face\u5f00\u53d1\u8005amu\u7814\u53d1\u3002\u8fd9\u4e2a\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\u662f\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u5411\u91cf\u8868\u793a&#xff0c;\u7279\u522b\u9002\u5408\u9700\u8981\u5904\u7406\u957f\u6587\u672c\u7684\u573a\u666f\u3002<\/p>\n<p>\u6a21\u578b\u7684\u6838\u5fc3\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301&#xff1a;\u80fd\u591f\u5904\u7406\u957f\u8fbe8192\u4e2atoken\u7684\u6587\u672c&#xff0c;\u662f\u666e\u901a\u5d4c\u5165\u6a21\u578b\u76844-8\u500d<\/li>\n<li>\u9ad8\u8d28\u91cf\u5d4c\u5165&#xff1a;\u751f\u6210\u7684\u5411\u91cf\u80fd\u591f\u5f88\u597d\u5730\u4fdd\u7559\u6587\u672c\u7684\u8bed\u4e49\u4fe1\u606f<\/li>\n<li>\u5f00\u6e90\u514d\u8d39&#xff1a;\u5b8c\u5168\u5f00\u6e90&#xff0c;\u53ef\u4ee5\u81ea\u7531\u4f7f\u7528\u548c\u4fee\u6539<\/li>\n<li>\u8f7b\u91cf\u9ad8\u6548&#xff1a;\u76f8\u6bd4\u540c\u7c7b\u6a21\u578b&#xff0c;\u8d44\u6e90\u6d88\u8017\u66f4\u5c11&#xff0c;\u9002\u5408\u8fb9\u7f18\u8bbe\u5907<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u9700\u8981\u5728\u6811\u8393\u6d3e\u7b49ARM\u8bbe\u5907\u4e0a\u8fd0\u884c\u6587\u672c\u5d4c\u5165\u4efb\u52a1\u7684\u5f00\u53d1\u8005\u6765\u8bf4&#xff0c;tao-8k\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u65e2\u80fd\u5904\u7406\u957f\u6587\u6863&#xff0c;\u53c8\u4e0d\u4f1a\u5bf9\u786c\u4ef6\u8d44\u6e90\u63d0\u51fa\u8fc7\u9ad8\u8981\u6c42\u3002<\/p>\n<h3>2. \u73af\u5883\u51c6\u5907\u4e0e\u4f9d\u8d56\u5b89\u88c5<\/h3>\n<p>\u5728\u5f00\u59cb\u90e8\u7f72\u4e4b\u524d&#xff0c;\u9700\u8981\u786e\u4fdd\u4f60\u7684ARM\u8bbe\u5907\u5df2\u7ecf\u51c6\u5907\u597d\u57fa\u672c\u73af\u5883\u3002<\/p>\n<h4>2.1 \u7cfb\u7edf\u8981\u6c42<\/h4>\n<p>\u786c\u4ef6\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>ARM\u67b6\u6784\u8bbe\u5907&#xff08;\u6811\u8393\u6d3e3B&#043;\u53ca\u4ee5\u4e0a\u63a8\u8350&#xff09;<\/li>\n<li>\u81f3\u5c112GB\u5185\u5b58&#xff08;4GB\u66f4\u4f73&#xff09;<\/li>\n<li>16GB\u4ee5\u4e0a\u5b58\u50a8\u7a7a\u95f4<\/li>\n<li>\u7a33\u5b9a\u7684\u7f51\u7edc\u8fde\u63a5<\/li>\n<\/ul>\n<p>\u8f6f\u4ef6\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>Ubuntu 20.04&#043; \u6216 Raspberry Pi OS<\/li>\n<li>Python 3.8&#043;<\/li>\n<li>pip \u5305\u7ba1\u7406\u5de5\u5177<\/li>\n<\/ul>\n<h4>2.2 \u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56<\/h4>\n<p>\u9996\u5148\u66f4\u65b0\u7cfb\u7edf\u5e76\u5b89\u88c5\u57fa\u7840\u5de5\u5177&#xff1a;<\/p>\n<p>sudo apt update &amp;&amp; sudo apt upgrade -y<br \/>\nsudo apt install -y python3-pip python3-venv git curl<\/p>\n<p>\u521b\u5efa\u865a\u62df\u73af\u5883\u5e76\u5b89\u88c5xinference&#xff1a;<\/p>\n<p>python3 -m venv xinference-env<br \/>\nsource xinference-env\/bin\/activate<br \/>\npip install xinference<\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e&#xff0c;\u9a8c\u8bc1xinference\u662f\u5426\u6b63\u786e\u5b89\u88c5&#xff1a;<\/p>\n<p>xinference &#8211;version<\/p>\n<h3>3. \u6a21\u578b\u4e0b\u8f7d\u4e0e\u914d\u7f6e<\/h3>\n<p>tao-8k\u6a21\u578b\u9700\u8981\u63d0\u524d\u4e0b\u8f7d\u5230\u672c\u5730\u6307\u5b9a\u76ee\u5f55\u3002<\/p>\n<h4>3.1 \u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6<\/h4>\n<p>\u6a21\u578b\u9ed8\u8ba4\u5b58\u653e\u5728 \/usr\/local\/bin\/AI-ModelScope\/tao-8k \u76ee\u5f55&#xff0c;\u9700\u8981\u786e\u4fdd\u6709\u8db3\u591f\u7684\u6743\u9650&#xff1a;<\/p>\n<p>sudo mkdir -p \/usr\/local\/bin\/AI-ModelScope<br \/>\nsudo chown -R $USER:$USER \/usr\/local\/bin\/AI-ModelScope<\/p>\n<p>\u7531\u4e8e\u6a21\u578b\u6587\u4ef6\u8f83\u5927&#xff0c;\u5efa\u8bae\u4f7f\u7528\u7a33\u5b9a\u7684\u7f51\u7edc\u73af\u5883\u4e0b\u8f7d\u3002\u53ef\u4ee5\u901a\u8fc7git lfs\u6216\u8005\u76f4\u63a5\u4e0b\u8f7d\u94fe\u63a5\u83b7\u53d6\u6a21\u578b\u6587\u4ef6\u3002<\/p>\n<h4>3.2 \u9a8c\u8bc1\u6a21\u578b\u5b8c\u6574\u6027<\/h4>\n<p>\u4e0b\u8f7d\u5b8c\u6210\u540e&#xff0c;\u68c0\u67e5\u6a21\u578b\u6587\u4ef6\u662f\u5426\u5b8c\u6574&#xff1a;<\/p>\n<p>ls -la \/usr\/local\/bin\/AI-ModelScope\/tao-8k\/<\/p>\n<p>\u5e94\u8be5\u80fd\u770b\u5230\u5305\u62ec\u914d\u7f6e\u6587\u4ef6\u3001\u6a21\u578b\u6743\u91cd\u7b49\u5fc5\u8981\u6587\u4ef6\u3002<\/p>\n<h3>4. xinference\u90e8\u7f72\u5b9e\u6218<\/h3>\n<p>\u73b0\u5728\u5f00\u59cb\u4f7f\u7528xinference\u6765\u90e8\u7f72tao-8k\u6a21\u578b\u3002<\/p>\n<h4>4.1 \u542f\u52a8xinference\u670d\u52a1<\/h4>\n<p>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8xinference&#xff1a;<\/p>\n<p>xinference &#8211;model-dir \/usr\/local\/bin\/AI-ModelScope<\/p>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u4f1a\u5728\u540e\u53f0\u52a0\u8f7dtao-8k\u6a21\u578b\u3002\u9996\u6b21\u52a0\u8f7d\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4&#xff0c;\u5177\u4f53\u53d6\u51b3\u4e8e\u8bbe\u5907\u6027\u80fd\u3002<\/p>\n<h4>4.2 \u68c0\u67e5\u670d\u52a1\u72b6\u6001<\/h4>\n<p>\u901a\u8fc7\u67e5\u770b\u65e5\u5fd7\u6587\u4ef6\u6765\u786e\u8ba4\u6a21\u578b\u662f\u5426\u52a0\u8f7d\u6210\u529f&#xff1a;<\/p>\n<p>cat \/root\/workspace\/xinference.log<\/p>\n<p>\u5f53\u770b\u5230\u6a21\u578b\u6ce8\u518c\u6210\u529f\u7684\u76f8\u5173\u4fe1\u606f\u65f6&#xff0c;\u8bf4\u660e\u90e8\u7f72\u5df2\u7ecf\u5b8c\u6210\u3002\u5728\u52a0\u8f7d\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u51fa\u73b0&#034;\u6a21\u578b\u5df2\u6ce8\u518c&#034;\u7684\u63d0\u793a&#xff0c;\u8fd9\u662f\u6b63\u5e38\u73b0\u8c61&#xff0c;\u4e0d\u5f71\u54cd\u6700\u7ec8\u4f7f\u7528\u3002<\/p>\n<h3>5. \u4f7f\u7528tao-8k\u8fdb\u884c\u6587\u672c\u5d4c\u5165<\/h3>\n<p>\u90e8\u7f72\u5b8c\u6210\u540e&#xff0c;\u53ef\u4ee5\u901a\u8fc7Web\u754c\u9762\u6216API\u65b9\u5f0f\u6765\u4f7f\u7528tao-8k\u6a21\u578b\u3002<\/p>\n<h4>5.1 Web\u754c\u9762\u64cd\u4f5c<\/h4>\n<p>\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00xinference\u7684Web\u754c\u9762&#xff0c;\u901a\u5e38\u5730\u5740\u662f http:\/\/\u8bbe\u5907IP:9997\u3002<\/p>\n<p>\u64cd\u4f5c\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u5728\u6a21\u578b\u5217\u8868\u4e2d\u627e\u5230tao-8k<\/li>\n<li>\u70b9\u51fb&#034;\u793a\u4f8b&#034;\u6216\u8f93\u5165\u81ea\u5b9a\u4e49\u6587\u672c<\/li>\n<li>\u70b9\u51fb&#034;\u76f8\u4f3c\u5ea6\u6bd4\u5bf9&#034;\u6309\u94ae<\/li>\n<li>\u67e5\u770b\u751f\u6210\u7684\u5d4c\u5165\u5411\u91cf\u548c\u76f8\u4f3c\u5ea6\u7ed3\u679c<\/li>\n<h4>5.2 API\u8c03\u7528\u65b9\u5f0f<\/h4>\n<p>\u9664\u4e86Web\u754c\u9762&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7API\u76f4\u63a5\u8c03\u7528&#xff1a;<\/p>\n<p>import requests<\/p>\n<p># \u66ff\u6362\u4e3a\u4f60\u7684\u8bbe\u5907IP<br \/>\nurl &#061; &#034;http:\/\/\u8bbe\u5907IP:9997\/v1\/embeddings&#034;<\/p>\n<p>headers &#061; {<br \/>\n    &#034;Content-Type&#034;: &#034;application\/json&#034;<br \/>\n}<\/p>\n<p>data &#061; {<br \/>\n    &#034;model&#034;: &#034;tao-8k&#034;,<br \/>\n    &#034;input&#034;: &#034;\u4f60\u7684\u6587\u672c\u5185\u5bb9\u5728\u8fd9\u91cc&#034;<br \/>\n}<\/p>\n<p>response &#061; requests.post(url, headers&#061;headers, json&#061;data)<br \/>\nembeddings &#061; response.json()<br \/>\nprint(embeddings)<\/p>\n<h3>6. \u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u5c55\u793a<\/h3>\n<p>tao-8k\u5728ARM\u8bbe\u5907\u4e0a\u7684\u5e94\u7528\u573a\u666f\u76f8\u5f53\u5e7f\u6cdb&#xff0c;\u4e0b\u9762\u5c55\u793a\u51e0\u4e2a\u5178\u578b\u7528\u4f8b\u3002<\/p>\n<h4>6.1 \u6587\u6863\u76f8\u4f3c\u5ea6\u8ba1\u7b97<\/h4>\n<p>\u5047\u8bbe\u6211\u4eec\u6709\u4e24\u4e2a\u6587\u6863\u9700\u8981\u6bd4\u8f83\u76f8\u4f3c\u5ea6&#xff1a;<\/p>\n<p># \u6587\u6863A&#xff1a;\u6280\u672f\u535a\u5ba2\u4ecb\u7ecd<br \/>\ndoc_a &#061; &#034;&#034;&#034;\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u5e94\u7528\u8d8a\u6765\u8d8a\u5e7f\u6cdb&#xff0c;<br \/>\n\u7279\u522b\u662f\u57fa\u4e8eTransformer\u7684\u6a21\u578b\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272&#8230;&#034;&#034;&#034;<\/p>\n<p># \u6587\u6863B&#xff1a;\u76f8\u5173\u6280\u672f\u6587\u7ae0<br \/>\ndoc_b &#061; &#034;&#034;&#034;\u8fd1\u5e74\u6765&#xff0c;Transformer\u67b6\u6784\u5df2\u7ecf\u6210\u4e3aNLP\u9886\u57df\u7684\u4e3b\u6d41\u9009\u62e9&#xff0c;<br \/>\n\u8bb8\u591a\u5148\u8fdb\u7684\u6a21\u578b\u90fd\u57fa\u4e8e\u8fd9\u4e00\u67b6\u6784\u6784\u5efa&#8230;&#034;&#034;&#034;<\/p>\n<p># \u4f7f\u7528tao-8k\u751f\u6210\u5d4c\u5165\u5411\u91cf\u5e76\u8ba1\u7b97\u76f8\u4f3c\u5ea6<\/p>\n<h4>6.2 \u957f\u6587\u672c\u68c0\u7d22<\/h4>\n<p>\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u957f\u6587\u6863\u7684\u68c0\u7d22\u7cfb\u7edf&#xff0c;tao-8k\u76848K\u4e0a\u4e0b\u6587\u957f\u5ea6\u4f18\u52bf\u660e\u663e&#xff1a;<\/p>\n<p>long_document &#061; &#034;&#034;&#034;<br \/>\n\u8fd9\u662f\u4e00\u6bb5\u5f88\u957f\u7684\u6280\u672f\u6587\u6863&#xff0c;\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u7ae0\u8282\u548c\u590d\u6742\u7684\u6280\u672f\u63cf\u8ff0\u3002<br \/>\n\u4f20\u7edf\u7684\u5d4c\u5165\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5b8c\u6574\u5904\u7406\u8fd9\u4e48\u957f\u7684\u6587\u672c&#xff0c;\u4f46tao-8k\u53ef\u4ee5&#8230;<br \/>\n&#xff08;\u7ee7\u7eed\u6dfb\u52a0\u66f4\u591a\u5185\u5bb9\u76f4\u5230\u8fbe\u52308000\u5b57\u5de6\u53f3&#xff09;<br \/>\n&#034;&#034;&#034;<\/p>\n<p># tao-8k\u80fd\u591f\u4e00\u6b21\u6027\u5904\u7406\u6574\u4e2a\u957f\u6587\u6863<br \/>\n# \u751f\u6210\u9ad8\u8d28\u91cf\u7684\u5d4c\u5165\u5411\u91cf\u7528\u4e8e\u68c0\u7d22<\/p>\n<h3>7. \u6027\u80fd\u4f18\u5316\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u5728ARM\u8bbe\u5907\u4e0a\u8fd0\u884cAI\u6a21\u578b\u9700\u8981\u7279\u522b\u6ce8\u610f\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<h4>7.1 \u5185\u5b58\u7ba1\u7406\u6280\u5de7<\/h4>\n<p>\u51cf\u5c11\u5185\u5b58\u5360\u7528&#xff1a;<\/p>\n<ul>\n<li>\u8c03\u6574batch\u5927\u5c0f&#xff0c;\u907f\u514d\u4e00\u6b21\u6027\u5904\u7406\u8fc7\u591a\u6587\u672c<\/li>\n<li>\u5b9a\u671f\u6e05\u7406\u7f13\u5b58&#xff0c;\u91ca\u653e\u4e0d\u5fc5\u8981\u7684\u5185\u5b58<\/li>\n<li>\u4f7f\u7528\u5185\u5b58\u6620\u5c04\u65b9\u5f0f\u52a0\u8f7d\u6a21\u578b<\/li>\n<\/ul>\n<p># \u76d1\u63a7\u5185\u5b58\u4f7f\u7528\u60c5\u51b5<br \/>\nhtop<br \/>\nfree -h<\/p>\n<h4>7.2 \u54cd\u5e94\u901f\u5ea6\u4f18\u5316<\/h4>\n<p>\u63d0\u5347\u5904\u7406\u901f\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u5173\u95ed\u4e0d\u5fc5\u8981\u7684\u540e\u53f0\u8fdb\u7a0b<\/li>\n<li>\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6587\u672c\u9884\u5904\u7406\u65b9\u6cd5<\/li>\n<li>\u8003\u8651\u6a21\u578b\u91cf\u5316&#xff08;\u5982\u679c\u652f\u6301&#xff09;<\/li>\n<\/ul>\n<h3>8. \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<p>\u5728\u90e8\u7f72\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898&#xff0c;\u8fd9\u91cc\u63d0\u4f9b\u4e00\u4e9b\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h4>8.1 \u6a21\u578b\u52a0\u8f7d\u5931\u8d25<\/h4>\n<p>\u53ef\u80fd\u539f\u56e0&#xff1a;\u6a21\u578b\u6587\u4ef6\u635f\u574f\u6216\u6743\u9650\u95ee\u9898 \u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p># \u91cd\u65b0\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6<br \/>\n# \u68c0\u67e5\u6587\u4ef6\u6743\u9650<br \/>\nls -la \/usr\/local\/bin\/AI-ModelScope\/tao-8k\/<br \/>\n# 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