{"id":77413,"date":"2026-02-24T15:59:22","date_gmt":"2026-02-24T07:59:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/77413.html"},"modified":"2026-02-24T15:59:22","modified_gmt":"2026-02-24T07:59:22","slug":"yarn%ef%bc%9allama-%e4%b8%8a%e4%b8%8b%e6%96%87%e7%aa%97%e5%8f%a3%e9%ab%98%e6%95%88%e6%89%a9%e5%b1%95%e7%9a%84%e9%87%8c%e7%a8%8b%e7%a2%91%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/77413.html","title":{"rendered":"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5"},"content":{"rendered":"<hr \/>\n<h4>\u4e00\u3001YaRN \u65b9\u6cd5\u6838\u5fc3\u5b9a\u4f4d<\/h4>\n<p>YaRN \u662f\u4e00\u79cd\u65e0\u9700\u5fae\u8c03\u3001\u9ad8\u6548\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u65b9\u6cd5&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3001\u4e0d\u589e\u52a0\u8ba1\u7b97\u5f00\u9500\u7684\u524d\u63d0\u4e0b&#xff0c;\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ece 2k\/4k \u6269\u5c55\u5230 32k\/64k \u751a\u81f3\u66f4\u957f&#xff0c;\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u5728\u957f\u6587\u672c\u4e0a\u7684\u4f4d\u7f6e\u7f16\u7801\u7a33\u5b9a\u6027\u3001\u8bed\u4e49\u8fde\u8d2f\u6027\u4e0e\u63a8\u7406\u8d28\u91cf\u3002<\/p>\n<h4>\u4e8c\u3001YaRN \u65b9\u6cd5\u7684\u6838\u5fc3\u539f\u7406<\/h4>\n<h5>1. \u95ee\u9898\u80cc\u666f&#xff1a;\u539f\u751f\u4f4d\u7f6e\u7f16\u7801\u7684\u5c40\u9650<\/h5>\n<p>\u4e3b\u6d41 LLM&#xff08;\u5982 LLaMA\u3001GPT-2&#xff09;\u4f7f\u7528 Rotary Position Embedding&#xff08;RoPE&#xff09; \u7f16\u7801\u4f4d\u7f6e\u4fe1\u606f\u3002RoPE \u901a\u8fc7\u5bf9\u8bcd\u5d4c\u5165\u505a\u65cb\u8f6c\u7f16\u7801\u6ce8\u5165\u4f4d\u7f6e\u4fe1\u606f&#xff0c;\u4f46\u5b58\u5728\u5916\u63a8\u6027\u5dee\u7684\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u9884\u8bad\u7ec3\u65f6\u4ec5\u89c1\u8fc7 \u2264 4k \u7684\u5e8f\u5217&#xff0c;\u5f53\u8f93\u5165\u957f\u5ea6\u8d85\u8fc7\u9884\u8bad\u7ec3\u7a97\u53e3\u65f6&#xff0c;\u4f4d\u7f6e\u7f16\u7801\u7684\u65cb\u8f6c\u89d2\u5ea6\u8d85\u51fa\u8bad\u7ec3\u5206\u5e03&#xff0c;\u5bfc\u81f4\u6a21\u578b\u6ce8\u610f\u529b\u6df7\u4e71\u3001\u8bed\u4e49\u65ad\u88c2\u3001\u751f\u6210\u8d28\u91cf\u9aa4\u964d\u3002<\/li>\n<\/ul>\n<h5>2. YaRN \u7684\u6838\u5fc3\u521b\u65b0&#xff1a;\u52a8\u6001\u4f4d\u7f6e\u63d2\u503c &#043; \u9891\u7387\u7f29\u653e<\/h5>\n<p>YaRN \u57fa\u4e8e NTK-aware Scaling&#xff08;\u795e\u7ecf\u5207\u7ebf\u6838\u611f\u77e5\u7f29\u653e&#xff09; \u4e0e \u52a8\u6001\u63d2\u503c&#xff0c;\u89e3\u51b3 RoPE \u7684\u5916\u63a8\u95ee\u9898&#xff0c;\u6838\u5fc3\u516c\u5f0f\u4e0e\u903b\u8f91\u5982\u4e0b&#xff1a;<\/p>\n<h6>&#xff08;1&#xff09;RoPE \u57fa\u7840\u56de\u987e<\/h6>\n<p>RoPE \u5bf9\u7b2c \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u00a0\u4e2a\u4f4d\u7f6e\u7684\u8bcd\u5d4c\u5165 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">xix_i<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u00a0\u505a\u65cb\u8f6c&#xff1a;<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">RoPE(xi,i)&#061;xi\u22c5R\u03b8i\\\\text{RoPE}(x_i, i) &#061; x_i \\\\cdot R_{\\\\theta_i}<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord text\"><span class=\"mord\">RoPE<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.5945em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9334em;vertical-align: -0.2501em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3281em\"><span class=\"\" style=\"top: -2.357em;margin-left: -0.0278em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.143em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2501em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d\u65cb\u8f6c\u77e9\u9635 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">R\u03b8iR_{\\\\theta_i}<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9334em;vertical-align: -0.2501em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3281em\"><span class=\"\" style=\"top: -2.357em;margin-left: -0.0278em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.143em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2501em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u00a0\u7531\u57fa\u9891 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8&#061;10000\\\\theta &#061; 10000<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">10000<\/span><\/span><\/span><\/span><\/span> \u00a0\u4e0e\u7ef4\u5ea6 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">dd<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\">d<\/span><\/span><\/span><\/span><\/span> \u00a0\u51b3\u5b9a&#xff1a;<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8j&#061;10000\u22122j\/d,j&#061;1,2,&#8230;,d\/2\\\\theta_j &#061; 10000^{-2j\/d}, \\\\quad j&#061;1,2,&#8230;,d\/2<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9805em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0824em;vertical-align: -0.1944em\"><\/span><span class=\"mord\">1000<\/span><span class=\"mord\"><span class=\"mord\">0<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.888em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2212<\/span><span class=\"mord mtight\">2<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><span class=\"mord mtight\">\/<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 1em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0572em\">j<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">1<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">2<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">&#8230;<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord\">\/2<\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u4f4d\u7f6e \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u00a0\u7684\u65cb\u8f6c\u89d2\u5ea6\u4e3a \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8j\u22c5i\\\\theta_j \\\\cdot i<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9805em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u3002<\/p>\n<h6>&#xff08;2&#xff09;YaRN \u7684\u4e24\u5927\u5173\u952e\u6539\u9020<\/h6>\n<ul>\n<li>\u52a8\u6001\u9891\u7387\u7f29\u653e&#xff08;NTK-aware&#xff09;<\/li>\n<\/ul>\n<p>\u4e0d\u76f4\u63a5\u7f29\u653e\u4f4d\u7f6e \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> &#xff0c;\u800c\u662f**\u7f29\u653e\u57fa\u9891 ** <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8\\\\theta<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><\/span><\/span><\/span><\/span> &#xff0c;\u8ba9\u9ad8\u9891\u7ef4\u5ea6&#xff08;\u6355\u6349\u5c40\u90e8\u4f9d\u8d56&#xff09;\u4e0e\u4f4e\u9891\u7ef4\u5ea6&#xff08;\u6355\u6349\u5168\u5c40\u4f9d\u8d56&#xff09;\u6309\u4e0d\u540c\u6bd4\u4f8b\u5916\u63a8&#xff1a;<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8j\u2032&#061;\u03b8j\u22c5s2j\/d\\\\theta_j&#039; &#061; \\\\theta_j \\\\cdot s^{2j\/d}<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.1467em;vertical-align: -0.3948em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -2.4413em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3948em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9805em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.888em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.888em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">2<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><span class=\"mord mtight\">\/<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ss<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><\/span><\/span><\/span><\/span> \u00a0\u4e3a\u4e0a\u4e0b\u6587\u6269\u5c55\u500d\u6570&#xff08;\u5982\u4ece 4k \u5230 32k&#xff0c; <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">s&#061;8s&#061;8<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">8<\/span><\/span><\/span><\/span><\/span> &#xff09;\u3002<\/p>\n<ul>\n<li>\n<p>\u9ad8\u9891\u7ef4\u5ea6&#xff08; <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">jj<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.854em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><\/span> \u00a0\u5927&#xff09;&#xff1a;\u7f29\u653e\u6bd4\u4f8b\u5c0f&#xff0c;\u4fdd\u7559\u5c40\u90e8\u7ec6\u8282&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u9891\u7ef4\u5ea6&#xff08; <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">jj<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.854em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><\/span> \u00a0\u5c0f&#xff09;&#xff1a;\u7f29\u653e\u6bd4\u4f8b\u5927&#xff0c;\u9002\u914d\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u4f4d\u7f6e\u63d2\u503c&#xff08;Dynamic Interpolation&#xff09;<\/p>\n<\/li>\n<\/ul>\n<p>\u5bf9\u7f29\u653e\u540e\u7684\u4f4d\u7f6e\u7f16\u7801\u505a\u7ebf\u6027\u63d2\u503c&#xff0c;\u5e73\u6ed1\u8fc7\u6e21\u4f4d\u7f6e\u4fe1\u606f&#xff0c;\u907f\u514d\u7a81\u53d8&#xff1a;<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">i\u2032&#061;i\/si&#039; &#061; i \/ s<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7519em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">i<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord\">\/<\/span><span class=\"mord mathnormal\">s<\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5373\u5c06\u957f\u5e8f\u5217\u7684\u4f4d\u7f6e \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u00a0\u6620\u5c04\u56de\u9884\u8bad\u7ec3\u7a97\u53e3\u5185\u7684 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">i\u2032i&#039;<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7519em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">i<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> &#xff0c;\u8ba9\u6a21\u578b\u201c\u770b\u5230\u201d\u719f\u6089\u7684\u4f4d\u7f6e\u5206\u5e03\u3002<\/p>\n<h6>&#xff08;3&#xff09;YaRN \u4e0e\u4f20\u7edf\u65b9\u6cd5\u7684\u672c\u8d28\u533a\u522b<\/h6>\n<ul>\n<li>\n<p>\u4f20\u7edf\u65b9\u6cd5&#xff08;\u5982 PI\u3001SLoPe&#xff09;&#xff1a;\u76f4\u63a5\u5bf9\u4f4d\u7f6e \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u00a0\u505a\u7ebf\u6027\u63d2\u503c&#xff0c;\u9ad8\u9891\u4fe1\u606f\u4e22\u5931\u4e25\u91cd&#xff0c;\u957f\u6587\u672c\u63a8\u7406\u6613\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u4e0e\u8bed\u4e49\u65ad\u88c2&#xff1b;<\/p>\n<\/li>\n<li>\n<p>YaRN&#xff1a;\u9891\u7387 &#043; \u4f4d\u7f6e\u53cc\u7f29\u653e&#xff0c;\u4fdd\u7559\u9ad8\u9891\u5c40\u90e8\u4fe1\u606f\u3001\u6269\u5c55\u4f4e\u9891\u5168\u5c40\u4fe1\u606f&#xff0c;\u5916\u63a8\u7a33\u5b9a\u6027\u663e\u8457\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u4e09\u3001YaRN \u65b9\u6cd5\u7684\u5b9e\u73b0\u6d41\u7a0b<\/h4>\n<p>YaRN \u662f\u63a8\u7406\u9636\u6bb5\u7684\u5373\u63d2\u5373\u7528\u65b9\u6cd5&#xff0c;\u65e0\u9700\u5fae\u8c03&#xff0c;\u4ec5\u9700\u4fee\u6539\u4f4d\u7f6e\u7f16\u7801\u903b\u8f91&#xff0c;\u6b65\u9aa4\u5982\u4e0b&#xff1a;<\/p>\n<li>**\u786e\u5b9a\u6269\u5c55\u500d\u6570 ** <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ss<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><\/span><\/span><\/span><\/span><\/li>\n<p>\u5982\u5c06 4k \u7a97\u53e3\u6269\u5c55\u5230 32k&#xff0c; <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">s&#061;8s&#061;8<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">8<\/span><\/span><\/span><\/span><\/span> &#xff1b;\u6269\u5c55\u5230 64k&#xff0c; <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">s&#061;16s&#061;16<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">16<\/span><\/span><\/span><\/span><\/span> \u3002<\/p>\n<li>**\u8ba1\u7b97\u7f29\u653e\u540e\u7684\u57fa\u9891 ** <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8j\u2032\\\\theta_j&#039;<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.1467em;vertical-align: -0.3948em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -2.4413em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3948em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<p>\u6309\u516c\u5f0f \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03b8j\u2032&#061;\u03b8j\u22c5s2j\/d\\\\theta_j&#039; &#061; \\\\theta_j \\\\cdot s^{2j\/d}<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.1467em;vertical-align: -0.3948em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -2.4413em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3948em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9805em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.888em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.888em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">2<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0572em\">j<\/span><span class=\"mord mtight\">\/<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u00a0\u91cd\u65b0\u8ba1\u7b97\u6bcf\u4e2a\u7ef4\u5ea6\u7684\u57fa\u9891\u3002<\/p>\n<li>\u52a8\u6001\u63d2\u503c\u4f4d\u7f6e\u7d22\u5f15<\/li>\n<p>\u5bf9\u8f93\u5165\u5e8f\u5217\u7684\u4f4d\u7f6e\u7d22\u5f15 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u00a0\u505a \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">i\u2032&#061;i\/si&#039; &#061; i \/ s<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7519em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">i<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7519em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2032<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord\">\/<\/span><span class=\"mord mathnormal\">s<\/span><\/span><\/span><\/span><\/span> &#xff0c;\u6620\u5c04\u56de\u9884\u8bad\u7ec3\u7a97\u53e3\u3002<\/p>\n<li>\u66ff\u6362\u539f\u751f RoPE<\/li>\n<p>\u5728\u6a21\u578b\u7684\u6ce8\u610f\u529b\u5c42&#xff0c;\u7528YaRN \u6539\u9020\u540e\u7684 RoPE \u66ff\u6362\u539f\u751f RoPE&#xff0c;\u5176\u4f59\u7ed3\u6784\u4e0e\u6743\u91cd\u5b8c\u5168\u4e0d\u53d8\u3002<\/p>\n<li>\u63a8\u7406\u8fd0\u884c<\/li>\n<p>\u76f4\u63a5\u8f93\u5165\u957f\u6587\u672c&#xff08;\u5982 32k\u300164k&#xff09;&#xff0c;\u6a21\u578b\u53ef\u7a33\u5b9a\u751f\u6210\u8fde\u8d2f\u5185\u5bb9\u3002<\/p>\n<h4>\u56db\u3001YaRN \u65b9\u6cd5\u7684\u6548\u679c\u4e0e\u4f18\u52bf<\/h4>\n<h5>1. \u6838\u5fc3\u6548\u679c&#xff08;\u5b9e\u9a8c\u9a8c\u8bc1&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u957f\u5ea6\u5916\u63a8&#xff1a;LLaMA-7B\/13B \u4ece 4k \u6269\u5c55\u5230 32k\/64k&#xff0c;\u65e0\u9700\u5fae\u8c03&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8d28\u91cf\u4fdd\u6301&#xff1a;\u5728\u957f\u6587\u672c\u6458\u8981\u3001\u9605\u8bfb\u7406\u89e3\u3001\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e0a&#xff0c;\u56f0\u60d1\u5ea6&#xff08;PPL&#xff09;\u663e\u8457\u4f4e\u4e8e PI\u3001SLoPe&#xff0c;\u63a5\u8fd1\u539f\u751f 4k \u8d28\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6548\u7387&#xff1a;\u63a8\u7406\u901f\u5ea6\u4e0e\u539f\u751f 4k \u57fa\u672c\u4e00\u81f4&#xff0c;\u65e0\u989d\u5916\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<\/li>\n<\/ul>\n<h5>2. \u6838\u5fc3\u4f18\u52bf<\/h5>\n<ul>\n<li>\n<p>\u96f6\u5fae\u8c03\u3001\u96f6\u6210\u672c&#xff1a;\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3&#xff0c;\u4ec5\u4fee\u6539\u4f4d\u7f6e\u7f16\u7801&#xff0c;1 \u884c\u4ee3\u7801\u5373\u53ef\u96c6\u6210&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f3a\u5916\u63a8\u6027&#xff1a;\u652f\u6301 8\u201316 \u500d\u7a97\u53e3\u6269\u5c55&#xff0c;\u957f\u8ddd\u79bb\u4f9d\u8d56\u5efa\u6a21\u80fd\u529b\u8fdc\u8d85\u4f20\u7edf\u63d2\u503c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u901a\u7528\u6027&#xff1a;\u9002\u914d\u6240\u6709\u57fa\u4e8e RoPE \u7684\u6a21\u578b&#xff08;LLaMA\u3001GPT-NeoX\u3001Baichuan \u7b49&#xff09;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7a33\u5b9a\u6027&#xff1a;\u957f\u6587\u672c\u751f\u6210\u65e0\u660e\u663e\u8bed\u4e49\u65ad\u88c2\u3001\u5e7b\u89c9\u51cf\u5c11&#xff0c;\u6ce8\u610f\u529b\u5206\u5e03\u66f4\u5408\u7406\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u4e94\u3001YaRN \u4e0e\u540c\u7c7b\u65b9\u6cd5\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u65b9\u6cd5\u6838\u5fc3\u539f\u7406\u5fae\u8c03\u9700\u6c42\u5916\u63a8\u500d\u6570\u957f\u6587\u672c\u8d28\u91cf\u8ba1\u7b97\u5f00\u9500<\/tr>\n<tbody>\n<tr>\n<td>YaRN<\/td>\n<td>NTK \u9891\u7387\u7f29\u653e &#043; \u52a8\u6001\u63d2\u503c<\/td>\n<td>\u65e0\u9700<\/td>\n<td>8\u201316x<\/td>\n<td>\u6781\u9ad8&#xff08;\u63a5\u8fd1\u539f\u751f&#xff09;<\/td>\n<td>\u6781\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>PI&#xff08;\u4f4d\u7f6e\u63d2\u503c&#xff09;<\/td>\n<td>\u7ebf\u6027\u7f29\u653e\u4f4d\u7f6e \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ii<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span><\/td>\n<td>\u65e0\u9700<\/td>\n<td>2\u20134x<\/td>\n<td>\u4e2d&#xff08;\u9ad8\u9891\u4e22\u5931&#xff09;<\/td>\n<td>\u6781\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>SLoPe<\/td>\n<td>\u4f4e\u901a\u6ee4\u6ce2 &#043; \u63d2\u503c<\/td>\n<td>\u65e0\u9700<\/td>\n<td>4\u20138x<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>LongLoRA<\/td>\n<td>\u7a00\u758f\u6ce8\u610f\u529b &#043; LoRA \u5fae\u8c03<\/td>\n<td>\u5c11\u91cf\u5fae\u8c03<\/td>\n<td>8\u201332x<\/td>\n<td>\u6781\u9ad8<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>GPT-4 \u957f\u7a97\u53e3<\/td>\n<td>\u9884\u8bad\u7ec3 &#043; \u5fae\u8c03<\/td>\n<td>\u5168\u91cf\u5fae\u8c03<\/td>\n<td>32\u2013128k<\/td>\n<td>\u6781\u9ad8<\/td>\n<td>\u6781\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u516d\u3001YaRN \u65b9\u6cd5\u7684\u5c40\u9650\u4e0e\u6539\u8fdb\u65b9\u5411<\/h4>\n<h5>1. \u6838\u5fc3\u5c40\u9650<\/h5>\n<ul>\n<li>\n<p>\u7406\u8bba\u4e0a\u9650&#xff1a;\u867d\u652f\u6301 16 \u500d\u6269\u5c55&#xff0c;\u4f46\u8d85\u8fc7 64k \u540e\u8d28\u91cf\u4ecd\u4f1a\u4e0b\u964d&#xff0c;\u65e0\u6cd5\u65e0\u9650\u5916\u63a8&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f9d\u8d56 RoPE&#xff1a;\u4ec5\u9002\u914d RoPE \u6a21\u578b&#xff0c;\u5bf9 ALiBi\u3001Sinusoidal \u7b49\u7f16\u7801\u65e0\u6548&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5c40\u90e8\u7ec6\u8282&#xff1a;\u6781\u7aef\u957f\u5e8f\u5217\u4e0b&#xff0c;\u5c40\u90e8\u7ec6\u7c92\u5ea6\u4f9d\u8d56\u5efa\u6a21\u4ecd\u5f31\u4e8e\u539f\u751f\u77ed\u7a97\u53e3\u3002<\/p>\n<\/li>\n<\/ul>\n<h5>2. \u6539\u8fdb\u65b9\u5411<\/h5>\n<ul>\n<li>\n<p>\u6df7\u5408\u7f29\u653e\u7b56\u7565&#xff1a;\u7ed3\u5408 YaRN \u4e0e\u7a00\u758f\u6ce8\u610f\u529b&#xff08;\u5982 FlashAttention-2&#xff09;&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347 128k&#043; \u7a97\u53e3\u8d28\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u7f29\u653e\u56e0\u5b50&#xff1a;\u6839\u636e\u6587\u672c\u957f\u5ea6\u81ea\u9002\u5e94\u8c03\u6574 \u00a0<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">ss<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><\/span><\/span><\/span><\/span> &#xff0c;\u800c\u975e\u56fa\u5b9a\u500d\u6570&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0e\u5fae\u8c03\u7ed3\u5408&#xff1a;\u7528 YaRN \u505a\u9884\u5916\u63a8&#xff0c;\u518d\u505a\u5c11\u91cf LoRA \u5fae\u8c03&#xff0c;\u5e73\u8861\u8d28\u91cf\u4e0e\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u4e03\u3001\u603b\u7ed3<\/h4>\n<p>YaRN \u662f\u5927\u6a21\u578b\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5&#xff0c;\u4ee5\u96f6\u5fae\u8c03\u3001\u9ad8\u6548\u7387\u3001\u5f3a\u5916\u63a8\u4e3a\u6838\u5fc3&#xff0c;\u89e3\u51b3\u4e86 RoPE \u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u74f6\u9888\u3002\u5b83\u901a\u8fc7NTK \u9891\u7387\u7f29\u653e &#043; \u52a8\u6001\u4f4d\u7f6e\u63d2\u503c&#xff0c;\u5728\u4e0d\u589e\u52a0\u8ba1\u7b97\u5f00\u9500\u7684\u524d\u63d0\u4e0b&#xff0c;\u5c06\u6a21\u578b\u4e0a\u4e0b\u6587\u6269\u5c55 8\u201316 \u500d&#xff0c;\u540c\u65f6\u4fdd\u6301\u9ad8\u8d28\u91cf\u63a8\u7406&#xff0c;\u5df2\u6210\u4e3a LLaMA \u7cfb\u5217\u7b49\u6a21\u578b\u957f\u6587\u672c\u5e94\u7528\u7684\u6807\u51c6\u6280\u672f\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001YaRN \u65b9\u6cd5\u6838\u5fc3\u5b9a\u4f4d<br \/>\nYaRN \u662f\u4e00\u79cd\u65e0\u9700\u5fae\u8c03\u3001\u9ad8\u6548\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u65b9\u6cd5&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3001\u4e0d\u589e\u52a0\u8ba1\u7b97\u5f00\u9500\u7684\u524d\u63d0\u4e0b&#xff0c;\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ece 2k\/4k \u6269\u5c55\u5230 32k\/64k \u751a\u81f3\u66f4\u957f&#xff0c;\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u5728\u957f\u6587\u672c\u4e0a\u7684\u4f4d\u7f6e\u7f16\u7801\u7a33\u5b9a\u6027\u3001\u8bed\u4e49\u8fde\u8d2f\u6027\u4e0e\u63a8\u7406\u8d28\u91cf\u3002<br \/>\n\u4e8c\u3001YaRN \u65b9\u6cd5\u7684\u6838\u5fc3\u539f\u7406<br \/>\n1. \u95ee\u9898\u80cc\u666f&#xff1a;\u539f\u751f\u4f4d\u7f6e\u7f16\u7801\u7684\u5c40\u9650<br \/>\n\u4e3b\u6d41 LLM&#xff08;\u5982 LLaMA\u3001<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[347,50,207],"topic":[],"class_list":["post-77413","post","type-post","status-publish","format-standard","hentry","category-server","tag-llama","tag-50","tag-207"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/77413.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u3001YaRN \u65b9\u6cd5\u6838\u5fc3\u5b9a\u4f4d YaRN \u662f\u4e00\u79cd\u65e0\u9700\u5fae\u8c03\u3001\u9ad8\u6548\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u65b9\u6cd5&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3001\u4e0d\u589e\u52a0\u8ba1\u7b97\u5f00\u9500\u7684\u524d\u63d0\u4e0b&#xff0c;\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ece 2k\/4k \u6269\u5c55\u5230 32k\/64k \u751a\u81f3\u66f4\u957f&#xff0c;\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u5728\u957f\u6587\u672c\u4e0a\u7684\u4f4d\u7f6e\u7f16\u7801\u7a33\u5b9a\u6027\u3001\u8bed\u4e49\u8fde\u8d2f\u6027\u4e0e\u63a8\u7406\u8d28\u91cf\u3002 \u4e8c\u3001YaRN \u65b9\u6cd5\u7684\u6838\u5fc3\u539f\u7406 1. \u95ee\u9898\u80cc\u666f&#xff1a;\u539f\u751f\u4f4d\u7f6e\u7f16\u7801\u7684\u5c40\u9650 \u4e3b\u6d41 LLM&#xff08;\u5982 LLaMA\u3001\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/77413.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-24T07:59:22+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/77413.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/77413.html\",\"name\":\"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-02-24T07:59:22+00:00\",\"dateModified\":\"2026-02-24T07:59:22+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/77413.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/77413.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/77413.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/77413.html","og_locale":"zh_CN","og_type":"article","og_title":"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u4e00\u3001YaRN \u65b9\u6cd5\u6838\u5fc3\u5b9a\u4f4d YaRN \u662f\u4e00\u79cd\u65e0\u9700\u5fae\u8c03\u3001\u9ad8\u6548\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u65b9\u6cd5&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3001\u4e0d\u589e\u52a0\u8ba1\u7b97\u5f00\u9500\u7684\u524d\u63d0\u4e0b&#xff0c;\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ece 2k\/4k \u6269\u5c55\u5230 32k\/64k \u751a\u81f3\u66f4\u957f&#xff0c;\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u5728\u957f\u6587\u672c\u4e0a\u7684\u4f4d\u7f6e\u7f16\u7801\u7a33\u5b9a\u6027\u3001\u8bed\u4e49\u8fde\u8d2f\u6027\u4e0e\u63a8\u7406\u8d28\u91cf\u3002 \u4e8c\u3001YaRN \u65b9\u6cd5\u7684\u6838\u5fc3\u539f\u7406 1. \u95ee\u9898\u80cc\u666f&#xff1a;\u539f\u751f\u4f4d\u7f6e\u7f16\u7801\u7684\u5c40\u9650 \u4e3b\u6d41 LLM&#xff08;\u5982 LLaMA\u3001","og_url":"https:\/\/www.wsisp.com\/helps\/77413.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-02-24T07:59:22+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/77413.html","url":"https:\/\/www.wsisp.com\/helps\/77413.html","name":"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-02-24T07:59:22+00:00","dateModified":"2026-02-24T07:59:22+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/77413.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/77413.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/77413.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"YaRN\uff1aLLaMA \u4e0a\u4e0b\u6587\u7a97\u53e3\u9ad8\u6548\u6269\u5c55\u7684\u91cc\u7a0b\u7891\u65b9\u6cd5"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/77413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=77413"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/77413\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=77413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=77413"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=77413"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=77413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}