{"id":29322,"date":"2026-05-12T08:01:21","date_gmt":"2026-05-12T00:01:21","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29322"},"modified":"2026-05-12T08:04:02","modified_gmt":"2026-05-12T00:04:02","slug":"12-%e4%b8%aa-ai-%e6%80%a7%e8%83%bd%e4%bc%98%e5%8c%96%e7%ad%96%e7%95%a5%ef%bc%9a%e4%bb%8e%e6%85%a2%e5%88%b0%e5%bf%ab%ef%bc%8c%e4%bb%8e%e8%b4%b5%e5%88%b0%e7%9c%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/05\/12\/29322\/","title":{"rendered":"12 \u4e2a AI \u6027\u80fd\u4f18\u5316\u7b56\u7565\uff1a\u4ece\u6162\u5230\u5feb\uff0c\u4ece\u8d35\u5230\u7701"},"content":{"rendered":"<div class=\"article-desc\">\u5982\u679c\u4f60\u6ca1\u8d76\u4e0a\u8fd9\u6ce2\u201c\u517b\u867e\u201d\u70ed\u6f6e\uff0c\u6211\u7ed9\u4f60\u8865\u8865\u8bfe\u2014\u20142026\u5e743\u6708\uff0c\u4e00\u4e2a\u53ebOpenClaw\u7684\u5f00\u6e90AI\u667a\u80fd\u4f53\u7a81\u7136\u7206\u706b\u3002\u5b83\u4e0d\u50cf\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u90a3\u6837\u53ea\u4f1a\u52a8\u5634\uff0c\u800c\u662f\u80fd\u63a5\u7ba1\u4f60\u7684\u7535\u8111\uff0c\u81ea\u5df1\u5e72\u6d3b\uff1a\u81ea\u52a8\u5199\u5468\u62a5\u3001\u722c\u6570\u636e\u3001\u7ba1\u7406\u6587\u4ef6\u3001\u751a\u81f3\u5e2e\u4f60\u56de\u590d\u6d88\u606f\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u51cc\u6668\u4e09\u70b9\uff0c\u4f60\u88ab\u4e00\u6761\u77ed\u4fe1\u60ca\u9192\uff1a\u201c\u60a8\u7684API\u8d26\u6237\u4f59\u989d\u4e0d\u8db310\u5143\uff0c\u8bf7\u53ca\u65f6\u5145\u503c\u3002\u201d\u4f60\u63c9\u4e86\u63c9\u773c\u775b\uff0c\u60f3\u8d77\u767d\u5929\u53ea\u662f\u8ba9OpenClaw\u201c\u5c0f\u9f99\u867e\u201d\u5e2e\u4f60\u6574\u7406\u4e86\u51e0\u4efd\u6587\u6863\u3001\u722c\u4e86\u70b9\u6570\u636e\u2014\u2014\u5c31\u8fd9\uff0c\u4e24\u767e\u4e07Token\u6ca1\u4e86\uff1f\u518d\u4e00\u67e5\u8d26\u5355\uff0c\u4e09\u5929\u70e7\u6389\u4e00\u5343\u591a\u5757\u3002\u4f60\u6253\u5f00\u670b\u53cb\u5708\uff0c\u53d1\u73b0\u4e0d\u53ea\u4f60\u4e00\u4e2a\u4eba\u5728\u54ed\uff1a\u201c\u6708\u85aa\u4e24\u4e07\uff0c\u517b\u4e0d\u8d77\u9f99\u867e\u3002\u201d<\/p>\n<p>\u5982\u679c\u4f60\u6ca1\u8d76\u4e0a\u8fd9\u6ce2\u201c\u517b\u867e\u201d\u70ed\u6f6e\uff0c\u6211\u7ed9\u4f60\u8865\u8865\u8bfe\u2014\u20142026\u5e743\u6708\uff0c\u4e00\u4e2a\u53ebOpenClaw\u7684\u5f00\u6e90AI\u667a\u80fd\u4f53\u7a81\u7136\u7206\u706b\u3002\u5b83\u4e0d\u50cf\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u90a3\u6837\u53ea\u4f1a\u52a8\u5634\uff0c\u800c\u662f\u80fd<strong>\u63a5\u7ba1\u4f60\u7684\u7535\u8111\uff0c\u81ea\u5df1\u5e72\u6d3b<\/strong>\uff1a\u81ea\u52a8\u5199\u5468\u62a5\u3001\u722c\u6570\u636e\u3001\u7ba1\u7406\u6587\u4ef6\u3001\u751a\u81f3\u5e2e\u4f60\u56de\u590d\u6d88\u606f\u3002<\/p>\n<p>\u542c\u8d77\u6765\u5f88\u723d\uff1f\u7b2c\u4e00\u6279\u201c\u517b\u867e\u4eba\u201d\u5df2\u7ecf\u96c6\u4f53\u8089\u75bc\u4e86\u3002<\/p>\n<p>\u6709\u4eba\u8ba9\u201c\u9f99\u867e\u201d\u5e2e\u5fd9\u6574\u7406\u4f1a\u8bae\u7eaa\u8981\uff0c\u4e00\u4e2a\u665a\u4e0a\u70e7\u6389100\u4e07Token\uff1b\u6709\u4eba\u8dd1\u4e86\u4e2a\u7b80\u5355\u722c\u866b\u6d4b\u8bd5\uff0c<strong>2900\u4e07Token\u77ac\u95f4\u84b8\u53d1<\/strong>\uff1b\u66f4\u5938\u5f20\u7684\u662f\uff0c\u4e00\u4f4d\u7a0b\u5e8f\u5458\u4e09\u5929\u5c31\u88ab\u6263\u4e861.2\u4e07\u5143\u3002\u817e\u8baf\u4e91\u7d27\u6025\u56de\u5e94\uff1aOpenClaw\u5b89\u88c5\u672c\u8eab\u514d\u8d39\uff0c\u4f46\u8c03\u7528\u5927\u6a21\u578b\u5c31\u8981\u4ed8Token\u8d39\u3002\u5085\u76db\u5728\u76f4\u64ad\u91cc\u5766\u8a00\uff0c\u4ed6\u6bcf\u5929\u517b\u867e\u7684\u6210\u672c\u8d85\u8fc7100\u7f8e\u5143\u2014\u2014\u7ea6\u5408\u4eba\u6c11\u5e01700\u5143\u3002<\/p>\n<p>\u800c\u5c31\u57283\u670818\u65e5\uff0c\u963f\u91cc\u4e91\u5b98\u5ba3AI\u7b97\u529b\u6700\u9ad8\u6da8\u4ef734%\uff0c\u817e\u8bafToken\u4ef7\u683c\u4e5f\u6da8\u4e86\u8d85400%\u3002\u7b97\u529b\u4ece\u201c\u4e70\u65b9\u5e02\u573a\u201d\u4e00\u591c\u4e4b\u95f4\u53d8\u6210\u201c\u5356\u65b9\u5e02\u573a\u201d\uff0c\u800cOpenClaw\u8fd9\u7c7bAI\u667a\u80fd\u4f53\uff0c\u6b63\u662f\u8fd9\u6ce2Token\u66b4\u6da8\u7684\u5f15\u64ce\u3002<\/p>\n<p><strong>\u90a3\u4e48\u95ee\u9898\u6765\u4e86<\/strong>\uff1a\u5982\u679c\u4f60\u7684\u4e1a\u52a1\u4e5f\u8981\u8dd1AI\u63a8\u7406\uff0c\u600e\u4e48\u624d\u80fd\u4e0d\u6210\u4e3a\u4e0b\u4e00\u4e2a\u201c\u9f99\u867e\u53d7\u5bb3\u8005\u201d\uff1f\u5982\u679c\u4f60\u662f\u4e2aAI\u5de5\u7a0b\u5e08\uff0c\u600e\u4e48\u8ba9\u4f60\u7684\u7cfb\u7edf\u65e2\u5feb\u53c8\u7701\u3001\u4e0d\u88ab\u8001\u677f\u9a82\u201c\u70e7\u94b1\u673a\u5668\u201d\uff1f<\/p>\n<p>\u7b54\u6848\u662f\uff1a<strong>\u6027\u80fd\u5de5\u7a0b<\/strong>\u3002<\/p>\n<p>\u672c\u6587\u57fa\u4e8e2025-2026\u5e74\u6700\u65b0\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u7528\u771f\u5b9e\u4ee3\u7801\u544a\u8bc9\u4f60\u2014\u2014\u5982\u4f55\u8ba9AI\u7cfb\u7edf<strong>\u66f4\u5feb\u3001\u66f4\u7701\u3001\u66f4\u80fd\u625b<\/strong>\u3002\u8bfb\u5b8c\u4f60\u4f1a\u53d1\u73b0\uff0c\u90a3\u4e9b\u88ab\u201c\u9f99\u867e\u201d\u70e7\u6389\u7684\u51a4\u6789\u94b1\uff0c\u672c\u53ef\u4ee5\u7701\u4e0b\u4e00\u5927\u534a\u3002<\/p>\n<h4>1. \u6027\u80fd\u4e09\u9a7e\u9a6c\u8f66\uff1a\u5ef6\u8fdf\u3001\u541e\u5410\u3001\u6210\u672c<\/h4>\n<p>\u4efb\u4f55\u4e00\u4e2a\u751f\u4ea7\u7ea7AI\u7cfb\u7edf\uff0c\u6700\u7ec8\u90fd\u7ed5\u4e0d\u5f00\u4e09\u4e2a\u6838\u5fc3\u6307\u6807\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"1016.16px\">\n<colgroup data-id=\"c7104f7d-aS364AdY\">\n<col span=\"1\" width=\"338.719\" data-id=\"cd89ecb0-fOfO8FY5\" \/>\n<col span=\"1\" width=\"338.719\" data-id=\"cd89ecb0-cL99DZGQ\" \/>\n<col span=\"1\" width=\"338.719\" data-id=\"cd89ecb0-WTF7X7VN\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-CNLVf5YQ\">\n<tr data-id=\"t31e458f-LC6UiALO\">\n<td data-id=\"t6267798-LQP3KC5N\" data-transient-attributes=\"table-cell-selection\">\u6307\u6807<\/td>\n<td data-id=\"t6267798-Gg8UWBZi\" data-transient-attributes=\"table-cell-selection\">\u5b9a\u4e49<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-LWkMeBZf\" data-transient-attributes=\"table-cell-selection\">\u5178\u578b\u75db\u70b9<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-OCPn0TIa\">\n<td data-id=\"t6267798-IAf7SJ9a\" data-transient-attributes=\"table-cell-selection\"><strong>\u5ef6\u8fdf\uff08Latency\uff09<\/strong><\/td>\n<td data-id=\"t6267798-O0b2Z79D\" data-transient-attributes=\"table-cell-selection\">\u5355\u6b21\u8bf7\u6c42\u4ece\u53d1\u51fa\u5230\u8fd4\u56de\u7684\u8017\u65f6<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-0iI4o3Uh\" data-transient-attributes=\"table-cell-selection\">\u7528\u6237\u8bf4\u201c\u592a\u6162\u4e86\uff0c\u4e0d\u73a9\u4e86\u201d<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-PEOeLkUI\">\n<td data-id=\"t27933fe-YL6BbCDJ\" data-transient-attributes=\"table-cell-selection\"><strong>\u541e\u5410\uff08Throughput\uff09<\/strong><\/td>\n<td data-id=\"t27933fe-J39i7IUU\" data-transient-attributes=\"table-cell-selection\">\u7cfb\u7edf\u6bcf\u79d2\u80fd\u5904\u7406\u7684\u8bf7\u6c42\u6570<\/td>\n<td class=\"table-last-row\" data-id=\"t27933fe-NdFiiE76\" data-transient-attributes=\"table-cell-selection\">\u53cc\u5341\u4e00\u6d41\u91cf\u4e00\u6765\u5c31\u5d29<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-YT3BEY8c\">\n<td class=\"table-last-column\" data-id=\"t6267798-82KGUV5s\" data-transient-attributes=\"table-cell-selection\"><strong>\u6210\u672c\uff08Cost\uff09<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t6267798-rDFX5CDr\" data-transient-attributes=\"table-cell-selection\">GPU\u5c0f\u65f6\u3001token\u6570\u3001\u5185\u5b58\u5360\u7528\u3001\u80fd\u8017<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t6267798-k1cXEXD3\" data-transient-attributes=\"table-cell-selection\">\u6708\u5e95\u770b\u8d26\u5355\u5fc3\u60ca\u8089\u8df3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\u26a0\ufe0f\u00a0<strong>\u6ce8\u610f\uff1a\u8fd9\u4e09\u8005\u901a\u5e38\u662f\u77db\u76fe\u7684<\/strong>\u964d\u4f4e\u6a21\u578b\u7cbe\u5ea6\uff08\u91cf\u5316\uff09\u2192 \u6210\u672c\u964d\u3001\u5ef6\u8fdf\u964d \u2192 \u4f46\u51c6\u786e\u7387\u53ef\u80fd\u6389\u589e\u5927\u6279\u5904\u7406\uff08batch\uff09\u2192 \u541e\u5410\u98d9\u5347 \u2192 \u5355\u6b21\u5ef6\u8fdf\u53cd\u800c\u4e0a\u5347\u771f\u6b63\u7684AI\u6027\u80fd\u5de5\u7a0b\u5e08\uff0c\u4e0d\u662f\u5728\u5355\u4e2a\u6307\u6807\u4e0a\u94bb\u725b\u89d2\u5c16\uff0c\u800c\u662f\u627e\u5230\u4e09\u8005\u95f4\u7684<strong>\u6700\u4f18\u5e73\u8861\u70b9<\/strong>\u3002<\/p><\/blockquote>\n<p>OpenClaw\u4e4b\u6240\u4ee5\u201c\u70e7\u94b1\u201d\uff0c\u6838\u5fc3\u5c31\u5728\u4e8e\u5b83\u628a\u4e00\u4e2a\u4efb\u52a1\u7684Token\u6d88\u8017\u653e\u5927\u4e86\u6210\u767e\u4e0a\u5343\u500d\u2014\u2014\u800c\u6027\u80fd\u5de5\u7a0b\uff0c\u5c31\u662f\u8981\u627e\u5230\u201c\u7701Token\u4f46\u4e0d\u4f24\u6548\u679c\u201d\u7684\u6700\u4f18\u89e3\u3002<\/p>\n<h4>2. \u4e00\u4e2a\u8bf7\u6c42\u7684\u751f\u547d\u5468\u671f\uff1a\u6027\u80fd\u5230\u5e95\u4e22\u5728\u54ea\uff1f<\/h4>\n<p>\u5148\u7406\u89e3LLM\u63a8\u7406\u7684\u5b8c\u6574\u8def\u5f84\uff0c\u624d\u80fd\u7cbe\u51c6\u4e0b\u5200\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">\u7528\u6237\u8f93\u5165 \r\n  \u2193\r\n[1] \u5206\u8bcd\uff08Tokenization\uff09\r\n  \u2193\r\n[2] \u6a21\u578b\u52a0\u8f7d\uff08\u5982\u679c\u6ca1\u7f13\u5b58\uff09\r\n  \u2193\r\n[3] \u524d\u5411\u4f20\u64ad\uff08\u9010\u4e2atoken\u751f\u6210\uff09\r\n  \u2193\r\n[4] \u6ce8\u610f\u529b\u5c42\uff08\u6700\u8017\u65f6\u7684\u90e8\u5206\uff09\u2190 \u5927\u5934\u5728\u8fd9\u91cc\r\n  \u2193\r\n[5] KV-cache \u8bfb\u5199\r\n  \u2193\r\n[6] \u91c7\u6837 &amp; \u89e3\u7801\r\n  \u2193\r\n[7] \u7f51\u7edc\u4f20\u8f93\r\n  \u2193\r\n[8] \u540e\u5904\u7406\r\n  \u2193\r\n\u8fd4\u56de\u7ed3\u679c<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<blockquote><p>\u7c7b\u6bd4\u4e00\u4e0b\uff1a\u8fd9\u5c31\u50cf\u5916\u5356\u9a91\u624b\u63a5\u5355\u2192\u53d6\u9910\u2192\u7b49\u7ea2\u7eff\u706f\uff08\u6ce8\u610f\u529b\uff09\u2192\u9001\u9910\u2192\u6572\u95e8\u786e\u8ba4\u3002<strong>\u7ea2\u7eff\u706f\u7b49\u5f97\u8d8a\u4e45\uff0c\u9001\u9910\u8d8a\u6162<\/strong>\u3002\u5728LLM\u91cc\uff0c\u201c\u7ea2\u7eff\u706f\u201d\u5c31\u662f\u6ce8\u610f\u529b\u5c42\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p><\/blockquote>\n<p>OpenClaw\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u628a\u201c\u53d6\u9910\u2192\u9001\u9910\u201d\u8fd9\u4e2a\u6d41\u7a0b\u5faa\u73af\u4e86\u51e0\u5341\u4e0a\u767e\u6b21\uff0c\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u7b49\u7ea2\u7eff\u706f\u3002\u6027\u80fd\u4f18\u5316\u7684\u76ee\u6807\uff0c\u5c31\u662f\u8ba9\u8fd9\u4e9b\u91cd\u590d\u6b65\u9aa4\u5c3d\u91cf\u201c\u4e00\u6b21\u5230\u4f4d\u201d\u3002<\/p>\n<h4>3. \u6295\u673a\u89e3\u7801\uff08Speculative Decoding\uff09\uff1a\u8ba9\u5927\u6a21\u578b\u5b66\u4f1a\u201c\u6253\u8349\u7a3f\u201d<\/h4>\n<p>\u8fd9\u9879\u6280\u672f\u5df2\u7ecf\u6210\u4e3a<strong>2025-2026\u5e74\u751f\u4ea7\u7ea7\u63a8\u7406\u7684\u6807\u914d<\/strong>\u3002\u76ee\u524d\u88ab\u4ee5\u4e0b\u6a21\u578b\u5e7f\u6cdb\u91c7\u7528\uff1a<\/p>\n<ul data-id=\"u738a58b-K6Dcgc2I\">\n<li data-id=\"ld70c578-KeGBh9c9\">GPT-5\u3001Claude 3.7\u3001Gemini Ultra\u3001Llama 3.2\u3001Grok\u3001Mistral<\/li>\n<\/ul>\n<p><strong>\u539f\u7406\u5f88\u7b80\u5355<\/strong>\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-YKbQR9TY\">\n<li data-id=\"ld70c578-22mFkWU0\">\u7528\u4e00\u4e2a\u5c0f\u6a21\u578b\uff08\u901f\u5ea6\u5feb\uff09\u5148\u201c\u731c\u201d\u63a5\u4e0b\u6765\u4f1a\u751f\u6210\u4ec0\u4e48token<\/li>\n<li data-id=\"ld70c578-bg0ZjoIQ\">\u5927\u6a21\u578b\u53ea\u9700\u8981<strong>\u9a8c\u8bc1\u6216\u4fee\u6b63<\/strong>\u8fd9\u4e9b\u5c0f\u6a21\u578b\u7684\u731c\u6d4b<\/li>\n<li data-id=\"ld70c578-1EU9TmkK\">\u731c\u5bf9\u4e86\u5c31\u767d\u8d5a\uff0c\u731c\u9519\u4e86\u4e5f\u53ea\u9700\u8981\u7ea0\u6b63\u51e0\u4e2atoken<\/li>\n<\/ul>\n<p><strong>\u6548\u679c<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-HQe8lDfM\">\n<li data-id=\"ld70c578-C1ZEBSgQ\">\u751f\u6210\u901f\u5ea6\u63d0\u5347\u00a0<strong>1.5\u00d7 \u5230 4\u00d7<\/strong><\/li>\n<li data-id=\"ld70c578-pMkHbfNm\">\u8d28\u91cf\u51e0\u4e4e\u65e0\u635f<\/li>\n<\/ul>\n<blockquote><p>\u6253\u4e2a\u6bd4\u65b9\uff1a\u5c31\u50cf\u9ad8\u8003\u4f5c\u6587\uff0c\u4f60\u8ba9\u4e00\u4e2a\u5c0f\u5b66\u516d\u5e74\u7ea7\u5b66\u751f\u5148\u5199\u4e2a\u8349\u7a3f\uff0c\u7136\u540e\u8ba9\u8bed\u6587\u8001\u5e08\u6765\u6279\u6539\u2014\u2014\u8001\u5e08\u53ea\u9700\u8981\u6539\u9519\u522b\u5b57\u548c\u903b\u8f91\u6f0f\u6d1e\uff0c\u800c\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u5199\u5168\u6587\u3002\u6548\u7387\u81ea\u7136\u7ffb\u500d\u3002<\/p><\/blockquote>\n<p><strong>\u5bf9\u201c\u9f99\u867e\u201d\u7684\u610f\u4e49<\/strong>\uff1a\u5982\u679c\u4f60\u7684Agent\u8981\u6267\u884c\u591a\u6b65\u4efb\u52a1\uff0c\u6295\u673a\u89e3\u7801\u53ef\u4ee5\u8ba9\u6bcf\u4e00\u6b65\u7684\u7b49\u5f85\u65f6\u95f4\u7f29\u77ed\u4e00\u534a\u4ee5\u4e0a\u3002<\/p>\n<h4>4. Flash Attention 2\/3\uff1a\u6ce8\u610f\u529b\u5c42\u7684\u201c\u9ad8\u901f\u516c\u8def\u201d<\/h4>\n<p>Flash Attention \u662f\u4e00\u7cfb\u5217\u9ad8\u6548\u7684\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\uff0c\u6838\u5fc3\u601d\u60f3\u662f<strong>\u51cf\u5c11\u663e\u5b58\u8bfb\u5199\u6b21\u6570<\/strong>\uff0c\u8ba9\u8ba1\u7b97\u66f4\u5e76\u884c\u5316\u3002<\/p>\n<p><strong>\u771f\u5b9e\u6548\u679c<\/strong>\uff08\u751f\u4ea7\u73af\u5883\u5b9e\u6d4b\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-kVWhMImF\">\n<li data-id=\"ld70c578-Ymfl9O7W\">\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u00a0<strong>20\u201340%<\/strong><\/li>\n<li data-id=\"ld70c578-VjhVjH3Q\">\u76f8\u540cGPU\u4e0b\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5927\u00a0<strong>2\u20133 \u500d<\/strong><\/li>\n<li data-id=\"ld70c578-1RRpeglq\">\u6210\u672c\u964d\u4f4e\u00a0<strong>15\u201320%<\/strong><\/li>\n<\/ul>\n<blockquote><p>\u26a0\ufe0f\u00a0<strong>\u5efa\u8bae<\/strong>\uff1a\u5982\u679c\u4f60\u662f\u81ea\u5df1\u90e8\u7f72\u6a21\u578b\uff08\u975eAPI\u8c03\u7528\uff09\uff0c<strong>\u9ed8\u8ba4\u5f00\u542fFlash Attention<\/strong>\u3002\u8fd9\u4e0d\u662f\u201c\u53ef\u9009\u9879\u201d\uff0c\u800c\u662f\u201c\u5fc5\u9009\u9879\u201d\u3002<\/p><\/blockquote>\n<h4>5. KV-Cache \u4e0e\u9884\u586b\u5145\u4f18\u5316\uff1a\u957f\u4e0a\u4e0b\u6587\u4e0d\u518d\u201c\u5361\u8116\u5b50\u201d<\/h4>\n<p>\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u6bcf\u751f\u6210\u4e00\u4e2a\u65b0token\uff0c\u90fd\u9700\u8981\u8bfb\u53d6KV-cache\u3002\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u8fd9\u4e00\u6b65\u8d8a\u6162\u3002<\/p>\n<p><strong>\u4f18\u5316\u624b\u6bb5<\/strong>\uff082025-2026\u4e3b\u6d41\u65b9\u6848\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-JIa3EBgI\">\n<li data-id=\"ld70c578-ONVltfFP\">\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff08Sliding Window Attention\uff09<\/li>\n<li data-id=\"ld70c578-em6wG5YA\">\u538b\u7f29\u65e7token<\/li>\n<li data-id=\"ld70c578-iuhIN42s\">\u4e22\u5f03\u975e\u5173\u952e\u4e0a\u4e0b\u6587\u7247\u6bb5<\/li>\n<li data-id=\"ld70c578-giPdshfR\">\u52a8\u6001\u4e0a\u4e0b\u6587\u4fdd\u7559<\/li>\n<li data-id=\"ld70c578-XUrmBUxD\">\u5206\u5757\u6ce8\u610f\u529b\uff08Chunk-based Attention\uff09<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u8ba9<strong>\u957f\u4e0a\u4e0b\u6587\u573a\u666f\uff08\u5982\u6587\u6863\u95ee\u7b54\u3001\u4ee3\u7801\u5e93\u5206\u6790\uff09\u7684\u6027\u80fd\u63d0\u5347\u4e00\u4e2a\u6570\u91cf\u7ea7<\/strong>\u3002<\/p>\n<p><strong>\u201c\u9f99\u867e\u201d\u7684\u75db\u70b9<\/strong>\uff1aOpenClaw\u6267\u884c\u4efb\u52a1\u65f6\u4f1a\u4fdd\u5b58\u5927\u91cf\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u5982\u679c\u4e0d\u52a0\u6e05\u7406\uff0cToken\u6d88\u8017\u4f1a\u50cf\u6eda\u96ea\u7403\u4e00\u6837\u589e\u957f\u3002\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u5c31\u662f\u89e3\u51b3\u529e\u6cd5\u2014\u2014\u53ea\u4fdd\u7559\u6700\u8fd1N\u6b65\u7684\u4e0a\u4e0b\u6587\uff0c\u4e22\u5f03\u8fc7\u65f6\u7684\u4fe1\u606f\u3002<\/p>\n<h4>6. \u91cf\u5316\uff08Quantization\uff09\uff1a4-bit\u30018-bit\u3001AWQ\u3001GPTQ<\/h4>\n<p>\u91cf\u5316\u5c31\u662f\u964d\u4f4e\u6a21\u578b\u7cbe\u5ea6\uff0c\u7528\u66f4\u5c11\u7684\u4f4d\u6570\u8868\u793a\u6743\u91cd\u3002\u5c31\u50cf\u628a\u9ad8\u6e05\u56fe\u7247\u538b\u7f29\u6210WebP\u683c\u5f0f\u2014\u2014\u753b\u8d28\u7565\u5fae\u4e0b\u964d\uff0c\u4f46\u4f53\u79ef\u548c\u52a0\u8f7d\u901f\u5ea6\u5927\u5e45\u4f18\u5316\u3002<\/p>\n<p><strong>\u4e3b\u6d41\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-LeH3eXg1\">\n<li data-id=\"ld70c578-WAkiHZ5z\">int8 \/ int4<\/li>\n<li data-id=\"ld70c578-vGrcOw1k\">AWQ\u3001GPTQ\uff08\u66f4\u7cbe\u7ec6\u7684\u91cf\u5316\u7b56\u7565\uff09<\/li>\n<\/ul>\n<p><strong>\u6536\u76ca<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-U84jlJgX\">\n<li data-id=\"ld70c578-EewAva8t\">\u663e\u5b58\u5360\u7528\u51cf\u5c11\u00a0<strong>2\u20134 \u500d<\/strong><\/li>\n<li data-id=\"ld70c578-xjmEr6gP\">\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u00a0<strong>1.5\u20133 \u500d<\/strong><\/li>\n<li data-id=\"ld70c578-eOYO5Axq\">\u4e91\u6210\u672c\u663e\u8457\u4e0b\u964d<\/li>\n<\/ul>\n<p><strong>\u4ee3\u7801\u793a\u4f8b\uff08\u4f7f\u7528HuggingFace\uff09<\/strong>\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\"># \u73af\u5883\u8981\u6c42\uff1aPython 3.10+\uff0ctransformers&gt;=4.36\uff0cbitsandbytes&gt;=0.41\r\n# \u8fd0\u884c\u524d\u786e\u4fddGPU\u6709\u8db3\u591f\u663e\u5b58\uff0c4bit\u7248\u672c\u7ea6\u97006GB\u663e\u5b58\uff088B\u6a21\u578b\uff09\r\n\r\nfrom transformers import AutoModelForCausalLM, AutoTokenizer\r\nimport torch\r\n\r\nmodel_id = \"meta-llama\/Llama-3.2-3B\"# \u4f7f\u75283B\u7248\u672c\u4f5c\u4e3a\u793a\u4f8b\uff0c8B\u7248\u9700\u66f4\u591a\u663e\u5b58\r\n\r\n# 4bit\u91cf\u5316\u52a0\u8f7d\r\nmodel = AutoModelForCausalLM.from_pretrained(\r\n    model_id,\r\n    torch_dtype=torch.float16,\r\n    device_map=\"auto\",\r\n    load_in_4bit=True,  # \u5173\u952e\uff1a4bit\u91cf\u5316\u5f00\u5173\r\n    bnb_4bit_compute_dtype=torch.float16\r\n)\r\n\r\ntokenizer = AutoTokenizer.from_pretrained(model_id)\r\n\r\ninputs = tokenizer(\"\u4f60\u597d\uff0c\u8bf7\u7528\u4e00\u53e5\u8bdd\u89e3\u91ca\u4ec0\u4e48\u662fAI\u6027\u80fd\u5de5\u7a0b\", return_tensors=\"pt\").to(model.device)\r\n\r\n# \u751f\u6210\uff0cmax_new_tokens\u9650\u5236\u8f93\u51fa\u957f\u5ea6\r\noutputs = model.generate(**inputs, max_new_tokens=80)\r\nprint(tokenizer.decode(outputs[0]))<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u9884\u671f\u6548\u679c<\/strong>\uff1aLlama-3.2-3B\u539f\u7248\u9700\u7ea66GB\u663e\u5b58\uff0c4bit\u91cf\u5316\u540e\u4ec5\u9700\u7ea62.5GB\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u7ea61.8\u500d\uff08\u89c6\u5177\u4f53\u786c\u4ef6\u800c\u5b9a\uff09<\/p>\n<blockquote><p>\u274c\u00a0<strong>\u9519\u8bef\u505a\u6cd5<\/strong>\uff1a\u76f4\u63a5\u91cf\u5316\u5168\u7cbe\u5ea6\u6a21\u578b\u540e\u4e0d\u505a\u4efb\u4f55\u9a8c\u8bc1\u5c31\u4e0a\u7ebf\u2705\u00a0<strong>\u6b63\u786e\u505a\u6cd5<\/strong>\uff1a\u5148\u5728\u9a8c\u8bc1\u96c6\u4e0a\u5bf9\u6bd4\u91cf\u5316\u524d\u540e\u7684\u51c6\u786e\u7387\uff0c\u786e\u4fdd\u5173\u952e\u4efb\u52a1\u4e0d\u53d7\u5f71\u54cd\uff0c\u518d\u505aA\/B\u6d4b\u8bd5\u9010\u6b65\u5207\u6d41\u3002<\/p><\/blockquote>\n<h4>7. \u6279\u5904\u7406\uff08Batching\uff09\uff1a\u541e\u5410\u91cf\u98d9\u5347\u7684\u201c\u6838\u6b66\u5668\u201d<\/h4>\n<p>\u6279\u5904\u7406\u8ba9GPU\u5728\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\u5904\u7406\u591a\u4e2a\u8bf7\u6c42\u3002<\/p>\n<p><strong>\u6548\u679c<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-nCH7n2g5\">\n<li data-id=\"ld70c578-sLAkkHGU\">\u5355\u6b21\u5ef6\u8fdf\u00a0<strong>\u7565\u5fae\u4e0a\u5347<\/strong>\uff08\u56e0\u4e3a\u8981\u7b49\u51d1\u9f50\u4e00\u6279\uff09<\/li>\n<li data-id=\"ld70c578-xEgVaIrr\">\u6574\u4f53\u541e\u5410\u91cf\u00a0<strong>\u5927\u5e45\u98d9\u5347<\/strong><\/li>\n<\/ul>\n<blockquote><p>\u7c7b\u6bd4\uff1a\u661f\u5df4\u514b\u5496\u5561\u673a\u4e00\u6b21\u80fd\u505a\u4e24\u676f\uff0c\u4f46\u5982\u679c\u4f60\u975e\u8981\u4e00\u676f\u4e00\u676f\u505a\uff0c\u673a\u5668\u7a7a\u95f2\u65f6\u95f4\u592a\u591a\u3002\u6279\u5904\u7406\u5c31\u662f\u8ba9\u673a\u5668\u201c\u6ee1\u8d1f\u8377\u8fd0\u8f6c\u201d\u3002<\/p><\/blockquote>\n<p>OpenAI\u3001Anthropic\u3001Perplexity \u7b49\u516c\u53f8\u80fd\u652f\u6491\u767e\u4e07\u7ea7\u7528\u6237\uff0c\u6838\u5fc3\u79d8\u8bc0\u4e4b\u4e00\u5c31\u662f<strong>\u9ad8\u6548\u6279\u5904\u7406<\/strong>\u3002<\/p>\n<h4>8. \u57fa\u51c6\u6d4b\u8bd5\uff08Benchmarking\uff09\uff1a\u7528\u6570\u636e\u8bf4\u8bdd<\/h4>\n<p>\u6ca1\u6709\u6570\u636e\u652f\u6491\u7684\u201c\u6211\u89c9\u5f97\u5feb\u4e86\u201d\u662f\u81ea\u6b3a\u6b3a\u4eba\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u6781\u7b80\u4f46\u5b9e\u7528\u7684\u5fae\u57fa\u51c6\u6d4b\u8bd5\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">import time\r\nimport csv\r\nfrom datetime import datetime\r\n\r\ndef benchmark_llm(model, tokenizer, prompt, max_new_tokens=50, runs=5):\r\n    \"\"\"\r\n    \u7b80\u5355\u4f46\u591f\u7528\u7684LLM\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\r\n    - \u8ba1\u7b97\u5e73\u5747\u5ef6\u8fdf\r\n    - \u8f93\u51fa\u541e\u5410\u91cf\uff08tokens\/\u79d2\uff09\r\n    \"\"\"\r\n    latencies = []\r\n    total_tokens = 0\r\n    \r\n    for i in range(runs):\r\n        # \u5206\u8bcd\u65f6\u95f4\uff08\u53ef\u9009\uff0c\u4f46\u5efa\u8bae\u5355\u72ec\u6d4b\u91cf\uff09\r\n        inputs = tokenizer(prompt, return_tensors=\"pt\").to(model.device)\r\n        \r\n        start = time.perf_counter()  # \u9ad8\u7cbe\u5ea6\u8ba1\u65f6\r\n        outputs = model.generate(**inputs, max_new_tokens=max_new_tokens)\r\n        elapsed = time.perf_counter() - start\r\n        \r\n        latencies.append(elapsed)\r\n        generated_tokens = outputs.shape[1] - inputs['input_ids'].shape[1]\r\n        total_tokens += generated_tokens\r\n        print(f\"Run {i+1}: {elapsed:.3f}s, {generated_tokens} tokens\")\r\n    \r\n    avg_latency = sum(latencies) \/ runs\r\n    avg_throughput = (total_tokens \/ runs) \/ avg_latency  # tokens\/\u79d2\r\n    \r\n    print(f\"\\n== \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c ==\")\r\n    print(f\"\u5e73\u5747\u5ef6\u8fdf: {avg_latency:.3f}s\")\r\n    print(f\"\u5e73\u5747\u541e\u5410: {avg_throughput:.2f} tokens\/\u79d2\")\r\n    \r\n    # \u5bfc\u51fa\u4e3aCSV\r\n    with open(f\"benchmark_{datetime.now().strftime('%Y%m%d_%H%M%S')}.csv\", 'w') as f:\r\n        writer = csv.writer(f)\r\n        writer.writerow(['run', 'latency_sec', 'tokens_generated'])\r\n        for i, (lat, tok) in enumerate(zip(latencies, [generated_tokens]*runs)):\r\n            writer.writerow([i+1, lat, tok])\r\n    \r\n    return avg_latency, avg_throughput\r\n\r\n# \u4f7f\u7528\u793a\u4f8b\uff08\u5047\u8bbe\u5df2\u52a0\u8f7dmodel\u548ctokenizer\uff09\r\n# benchmark_llm(model, tokenizer, \"\u7528\u4e00\u53e5\u8bdd\u89e3\u91ca\u4ec0\u4e48\u662fKV-cache\", max_new_tokens=60)<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u8fd0\u884c\u7ed3\u679c\u793a\u4f8b<\/strong>\uff08\u5b9e\u9645\u8f93\u51fa\u53d6\u51b3\u4e8e\u786c\u4ef6\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Run 1: 1.234s, 45 tokens\r\nRun 2: 1.198s, 45 tokens\r\nRun 3: 1.245s, 45 tokens\r\n\r\n== \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c ==\r\n\u5e73\u5747\u5ef6\u8fdf: 1.225s\r\n\u5e73\u5747\u541e\u5410: 36.73 tokens\/\u79d2<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>9. \u6210\u672c\u5de5\u7a0b\uff1a\u6bcf\u4e00\u5206\u94b1\u90fd\u82b1\u5728\u5200\u5203\u4e0a<\/h4>\n<p>\u5f71\u54cd\u6210\u672c\u7684\u56e0\u7d20\uff08\u6309\u91cd\u8981\u6027\u6392\u5e8f\uff09\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-m0DUU2YL\">\n<li data-id=\"ld70c578-Fl3HWhbY\"><strong>\u8f93\u5165token\u6570 vs \u8f93\u51fatoken\u6570<\/strong>\u2014\u2014\u8fd9\u662f\u6700\u5927\u5934<\/li>\n<li data-id=\"ld70c578-mfo54dpL\">\u6a21\u578b\u5c3a\u5bf8<\/li>\n<li data-id=\"ld70c578-Dqh8JKBg\">\u91cf\u5316\u4e0e\u5426<\/li>\n<li data-id=\"ld70c578-LxBBNtVv\">\u6d41\u5f0f\u8f93\u51fa vs \u6279\u91cf\u8f93\u51fa<\/li>\n<li data-id=\"ld70c578-qbprAk6f\">\u4e91\u5382\u5546GPU\u578b\u53f7\uff08H100 vs A100 vs T4\uff09<\/li>\n<li data-id=\"ld70c578-hgf2vUVL\">\u6295\u673a\u89e3\u7801\u5f00\u5173<\/li>\n<\/ul>\n<p><strong>\u7701\u94b1\u7684\u5b9e\u6218\u6280\u5de7<\/strong>\uff08\u76f4\u63a5\u5bf9\u6cbb\u201c\u9f99\u867e\u201d\u75db\u70b9\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-9TCl3LmN\">\n<li data-id=\"ld70c578-dL7GbMYd\">\u7528<strong>\u7ed3\u6784\u5316\u6a21\u677f<\/strong>\u538b\u7f29system prompt\uff0c\u51cf\u5c11\u8f93\u5165token\u2014\u2014OpenClaw\u7684system prompt\u52a8\u8f84\u4e0a\u5343token\uff0c\u538b\u7f29\u4e00\u4e0b\u5c31\u80fd\u770120%<\/li>\n<li data-id=\"ld70c578-h1iQ5FwG\">\u5bf9\u8f93\u51fa\u957f\u5ea6\u505a<strong>\u4e0a\u9650\u7ea6\u675f<\/strong>\uff08\u5c24\u5176\u662fRAG\u573a\u666f\uff09\u2014\u2014\u9f99\u867e\u7684\u201c\u5fc3\u8df3\u673a\u5236\u201d\u6bcf\u5929\u65e0\u4ea7\u51fa\u5c31\u70e7\u6389145\u5143\uff0c\u5fc5\u987b\u5173\u6389<\/li>\n<li data-id=\"ld70c578-U3kkJYHo\">\u7528<strong>\u5c0f\u6a21\u578b\u505a\u8def\u7531<\/strong>\uff08\u4f8b\u5982\u5148\u8ba93B\u6a21\u578b\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u752870B\u6a21\u578b\uff09<\/li>\n<li data-id=\"ld70c578-3G6E0Q7P\">\u5f00\u542f<strong>\u4e0a\u4e0b\u6587\u7f13\u5b58<\/strong>\uff08\u540c\u4e00\u7528\u6237\u4f1a\u8bdd\u590d\u7528\uff09\u2014\u2014\u9f99\u867e\u7684\u8bb0\u5fc6\u81a8\u80c0\u95ee\u9898\uff0c\u5c31\u662f\u7528\u7f13\u5b58\u89e3\u51b3\u7684<\/li>\n<li data-id=\"ld70c578-gym6SvDy\">\u7528<strong>\u4e8c\u6b21\u8fc7\u6ee4<\/strong>\u66ff\u4ee3\u4e00\u5473\u589e\u5927\u6a21\u578b\uff08\u4f8b\u5982\u5148\u7c97\u7b5b\u518d\u7cbe\u6392\uff09<\/li>\n<\/ul>\n<blockquote><p>\u26a0\ufe0f\u00a0<strong>\u6ce8\u610f<\/strong>\uff1a\u6709\u4e9b\u4f18\u5316\u662f\u201c\u505a\u51cf\u6cd5\u201d\uff0c\u4f46\u51cf\u6cd5\u505a\u4e0d\u597d\u4f1a\u4f24\u4f53\u9a8c\u3002\u4f18\u5316\u524d\u5148\u95ee\u81ea\u5df1\uff1a\u8fd9\u4e2a\u6539\u52a8\u7528\u6237\u80fd\u611f\u77e5\u5230\u5417\uff1f\u5982\u679c\u611f\u77e5\u4e0d\u5230\uff0c\u5927\u80c6\u6539\uff1b\u5982\u679c\u53ef\u80fd\u5f71\u54cd\u4f53\u9a8c\uff0c\u5fc5\u987b\u505aA\/B\u6d4b\u8bd5\u3002<\/p><\/blockquote>\n<p><strong>\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b<\/strong>\uff1a\u6709\u7528\u6237\u53cd\u6620\uff0cOpenClaw\u8dd1\u4e00\u4e2a\u7b80\u5355\u4efb\u52a1\u6d88\u8017\u4e86700\u4e07Token\u3002\u5982\u679c\u75284bit\u91cf\u5316+\u6295\u673a\u89e3\u7801+\u6ed1\u52a8\u7a97\u53e3\u8fd9\u4e09\u677f\u65a7\uff0c\u540c\u6837\u7684\u4efb\u52a1\u53ef\u80fd\u53ea\u9700\u8981200\u4e07Token\u2014\u2014\u7701\u4e0b\u7684500\u4e07Token\uff0c\u6309\u5e02\u4ef7\u5c31\u662f\u51e0\u767e\u5757\u94b1\u3002<\/p>\n<h4>10. \u771f\u5b9e\u751f\u4ea7\u67b6\u6784\uff1a\u201c\u9ad8\u6027\u80fd\u63a8\u7406\u6808\u201d2026\u7248<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">\u7528\u6237\u8bf7\u6c42\r\n    \u2193\r\n[Token\u8def\u7531] \u2190 \u6309\u4e1a\u52a1\u7c7b\u578b\u5206\u6d41\r\n    \u2193\r\n[Prompt\u538b\u7f29] \u2190 \u7cbe\u7b80\u8f93\u5165\uff0c\u51cf\u5c11token\r\n    \u2193\r\n[\u5c0f\u6a21\u578b\u6295\u673a] \u2190 \u5feb\u901f\u8349\u7a3f\u751f\u6210\r\n    \u2193\r\n[\u5927\u6a21\u578b\u9a8c\u8bc1] \u2190 \u53ea\u7ea0\u6b63\uff0c\u4e0d\u91cd\u5199\r\n    \u2193\r\n[\u5b89\u5168\u62a4\u680f] \u2190 \u8fc7\u6ee4\u654f\u611f\/\u4e0d\u5f53\u8f93\u51fa\r\n    \u2193\r\n[\u6d41\u5f0f\u8f93\u51fa] \u2190 \u9996\u5b57\u8282\u5feb\u901f\u8fd4\u56de\r\n    \u2193\r\n\u5ba2\u6237\u7aef<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u5957\u67b6\u6784\u5e26\u6765\u7684\u6536\u76ca\uff08\u771f\u5b9e\u6848\u4f8b\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-d08TNtcW\">\n<li data-id=\"ld70c578-yf3FWe4x\">\u5ef6\u8fdf\u964d\u4f4e\u00a0<strong>2\u20135\u500d<\/strong><\/li>\n<li data-id=\"ld70c578-Voogfuv1\">\u6210\u672c\u8282\u7701\u00a0<strong>30\u201360%<\/strong><\/li>\n<li data-id=\"ld70c578-Aksnx53J\">\u53ef\u9760\u6027\u66f4\u9ad8\uff08\u56e0\u4e3a\u591a\u4e86\u4e00\u5c42\u9a8c\u8bc1\u548c\u8fc7\u6ee4\uff09<\/li>\n<\/ul>\n<h4>11. \u573a\u666f\u5316\u4f18\u5316\u6307\u5357\uff1a\u4f60\u5bf9\u53f7\u5165\u5ea7\u5c31\u884c<\/h4>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"1016.16px\">\n<colgroup data-id=\"c7104f7d-iFFiNObg\">\n<col span=\"1\" width=\"508.078\" data-id=\"cd89ecb0-GLE01mKp\" \/>\n<col span=\"1\" width=\"508.078\" data-id=\"cd89ecb0-aJQGVPY0\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-G8i498hm\">\n<tr data-id=\"t31e458f-oooA759U\">\n<td data-id=\"t6267798-bj5hPmZm\" data-transient-attributes=\"table-cell-selection\">\u4f60\u9047\u5230\u7684\u573a\u666f<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-j4IS38eY\" data-transient-attributes=\"table-cell-selection\">\u6700\u4f18\u4f18\u5316\u7b56\u7565<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-QQPhQDmO\">\n<td data-id=\"t6267798-rxpASajO\" data-transient-attributes=\"table-cell-selection\">\u7528\u6237\u8bf4\u201c\u592a\u6162\u4e86\u201d<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-rNDUQUWT\" data-transient-attributes=\"table-cell-selection\">KV-cache + Flash Attention<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-HdIX9XnB\">\n<td data-id=\"t27933fe-AWGCSPIk\" data-transient-attributes=\"table-cell-selection\">\u4e91\u8d26\u5355\u5413\u4eba<\/td>\n<td class=\"table-last-row\" data-id=\"t27933fe-cFfDEPK4\" data-transient-attributes=\"table-cell-selection\">4bit\u91cf\u5316 + \u6295\u673a\u89e3\u7801<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-VlG5hTgX\">\n<td data-id=\"t6267798-YQ91SbgQ\" data-transient-attributes=\"table-cell-selection\">\u7528\u6237\u66b4\u589e\uff0c\u7cfb\u7edf\u625b\u4e0d\u4f4f<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-owwxFeXT\" data-transient-attributes=\"table-cell-selection\">\u6279\u5904\u7406 + \u6295\u673a\u89e3\u7801<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-IGKW41XO\">\n<td data-id=\"t27933fe-1Yr8CqHk\" data-transient-attributes=\"table-cell-selection\">\u5904\u7406\u8d85\u957f\u6587\u6863\uff08100k+ tokens\uff09<\/td>\n<td class=\"table-last-row\" data-id=\"t27933fe-DKoGMGEL\" data-transient-attributes=\"table-cell-selection\">\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b \/ token\u538b\u7f29<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-HoY6BMr2\">\n<td data-id=\"t6267798-bFkCImCH\" data-transient-attributes=\"table-cell-selection\">\u591aAgent\u534f\u4f5c\u7cfb\u7edf\uff08\u50cfOpenClaw\uff09<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-FNyM12qE\" data-transient-attributes=\"table-cell-selection\">\u8f7b\u91cf\u8def\u7531 + \u53cc\u5c42\u6a21\u578b\uff08\u5c0f\u7b5b\u5927\u5224\uff09+ \u4e0a\u4e0b\u6587\u7f13\u5b58<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-8afUj88j\">\n<td class=\"table-last-column\" data-id=\"t27933fe-RSA6qX8E\" data-transient-attributes=\"table-cell-selection\">\u79fb\u52a8\u7aef\/\u8fb9\u7f18\u90e8\u7f72<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t27933fe-cEHbBP53\" data-transient-attributes=\"table-cell-selection\">\u84b8\u998f\u6a21\u578b + \u91cf\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>12. \u52a8\u624b\u7ec3\u4e00\u7ec3\uff1a\u5199\u4e00\u4e2a\u81ea\u5df1\u7684LLM\u901f\u5ea6\u6d4b\u8bd5\u5de5\u5177<\/h4>\n<p>\u4efb\u52a1\u76ee\u6807\uff1a\u7528Python\u5199\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u6d4b\u91cf\u4ee5\u4e0b\u6307\u6807\u5e76\u5bfc\u51faCSV\u3002<\/p>\n<p><strong>\u529f\u80fd\u8981\u6c42<\/strong>\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-QbVTormJ\">\n<li data-id=\"ld70c578-HqilWiRT\">\u6d4b\u91cf<strong>\u5206\u8bcd\u8017\u65f6<\/strong><\/li>\n<li data-id=\"ld70c578-eHuiJzvm\">\u6d4b\u91cf<strong>\u9884\u586b\u5145\uff08prefill\uff09\u5ef6\u8fdf<\/strong><\/li>\n<li data-id=\"ld70c578-PiVqNRwI\">\u6d4b\u91cf<strong>\u9010token\u751f\u6210\u5ef6\u8fdf<\/strong>\uff08\u8ba1\u7b97\u6bcf\u4e2atoken\u7684\u5e73\u5747\u8017\u65f6\uff09<\/li>\n<li data-id=\"ld70c578-HTAlNTiL\">\u8ba1\u7b97\u541e\u5410\u91cf\uff08tokens\/\u79d2\uff09<\/li>\n<li data-id=\"ld70c578-8B6OWgBK\">\u5bfc\u51faCSV\u62a5\u544a<\/li>\n<\/ul>\n<p><strong>\u63d0\u793a<\/strong>\uff1a\u53ef\u4ee5\u7528<code>transformers<\/code>\u7684<code>model.generate<\/code>\u914d\u5408<code>time.perf_counter<\/code>\uff0c\u628a\u6574\u4e2a\u8fc7\u7a0b\u62c6\u6210\u591a\u4e2a\u8ba1\u65f6\u70b9\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ec3\u4e60\u867d\u7136\u53ea\u6709\u534a\u5c0f\u65f6\u5de5\u4f5c\u91cf\uff0c\u4f46\u80fd\u8ba9\u4f60<strong>\u771f\u6b63\u7406\u89e3\u63a8\u7406\u7684\u6bcf\u4e2a\u73af\u8282\u5728\u8017\u4ec0\u4e48\u65f6\u95f4<\/strong>\u2014\u2014\u8fd9\u662f\u4ece\u201c\u4f1a\u7528LLM\u201d\u5230\u201c\u80fd\u4f18\u5316LLM\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n<h4>\u5199\u5728\u6700\u540e<\/h4>\n<p>\u6838\u5fc3\u56de\u987e<\/p>\n<blockquote>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-URWbkc7Y\">\n<li data-id=\"ld70c578-KX3C0shX\"><strong>\u4e09\u5927\u6307\u6807<\/strong>\uff1a\u5ef6\u8fdf\u3001\u541e\u5410\u3001\u6210\u672c\uff0c\u4e09\u8005\u6c38\u8fdc\u5728\u535a\u5f08<\/li>\n<li data-id=\"ld70c578-sDpgetbu\"><strong>\u6838\u5fc3\u4f18\u5316<\/strong>\uff1a\u6295\u673a\u89e3\u7801\uff08\u5feb\uff09\u3001Flash Attention\uff08\u7701\uff09\u3001\u91cf\u5316\uff08\u5c0f\uff09\u3001\u6279\u5904\u7406\uff08\u731b\uff09<\/li>\n<li data-id=\"ld70c578-qQpYWTUo\"><strong>\u907f\u5751\u8981\u70b9<\/strong>\uff1a\u4f18\u5316\u524d\u5148\u6d4b\u57fa\u51c6\uff0c\u6539\u540e\u9a8c\u8bc1\u6548\u679c\uff1b\u4e0d\u4f24\u4f53\u9a8c\u7684\u4f18\u5316\u624d\u662f\u597d\u4f18\u5316<\/li>\n<\/ul>\n<\/blockquote>\n<p>\u201c\u9f99\u867e\u201d\u70ed\u6f6e\u6559\u4f1a\u6211\u4eec\u4e00\u4ef6\u4e8b\uff1aAI\u4ece\u201c\u5bf9\u8bdd\u201d\u8d70\u5411\u201c\u6267\u884c\u201d\u7684\u65f6\u4ee3\u5df2\u7ecf\u6765\u4e86\uff0c\u4f46\u4ee3\u4ef7\u662f\u771f\u91d1\u767d\u94f6\u7684Token\u3002\u90a3\u4e9b\u7b2c\u4e00\u6279\u517b\u867e\u4eba\u88ab\u8d26\u5355\u60ca\u9192\uff0c\u4e0d\u662f\u56e0\u4e3a\u201c\u9f99\u867e\u201d\u4e0d\u597d\u7528\uff0c\u800c\u662f\u56e0\u4e3a\u4ed6\u4eec\u6ca1\u6709\u63d0\u524d\u505a<strong>\u6027\u80fd\u5de5\u7a0b<\/strong>\u3002<\/p>\n<p>\u771f\u6b63\u7684AI\u5de5\u7a0b\u5e08\uff0c\u4e0d\u662f\u53ea\u4f1a\u8c03\u7528API\uff0c\u800c\u662f\u77e5\u9053\u5982\u4f55\u5728\u6709\u9650\u7684\u9884\u7b97\u548c\u786c\u4ef6\u6761\u4ef6\u4e0b\uff0c\u8ba9\u7cfb\u7edf\u8dd1\u5f97\u7a33\u3001\u8dd1\u5f97\u5feb\u3001\u8dd1\u5f97\u7701\u3002<\/p>\n<p>\u4f60\u73b0\u5728\u624b\u91cc\u8fd9\u5957\u65b9\u6cd5\uff0c\u662f2025-2026\u5e74\u4e00\u7ebf\u5b9e\u8df5\u9a8c\u8bc1\u8fc7\u7684\u3002<strong>\u4ece\u4eca\u5929\u8d77\uff0c\u505a\u90a3\u4e2a\u80fd\u628a\u7cfb\u7edf\u8c03\u4f18\u5230\u6781\u9650\u7684\u4eba<\/strong>\u2014\u2014\u4e0b\u6b21\u518d\u6709\u4eba\u95ee\u4f60\u201c\u4e3a\u4ec0\u4e48\u4f60\u7684AI\u8dd1\u5f97\u53c8\u5feb\u53c8\u7701\u201d\uff0c\u4f60\u53ef\u4ee5\u8bf4\uff1a\u56e0\u4e3a\u6211\u61c2\u6027\u80fd\u5de5\u7a0b\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div 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