{"id":21763,"date":"2024-08-13T11:35:34","date_gmt":"2024-08-13T03:35:34","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21763"},"modified":"2024-08-13T11:35:34","modified_gmt":"2024-08-13T03:35:34","slug":"%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e7%9a%84%e5%8e%86%e5%8f%b2%e4%b8%8e%e6%9c%aa%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/08\/13\/21763\/","title":{"rendered":"\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5386\u53f2\u4e0e\u672a\u6765"},"content":{"rendered":"<p style=\"font-weight: 400;\">\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u662f\u73b0\u4ee3\u79d1\u6280\u7684\u5947\u8ff9\u3002\u5b83\u4eec\u7684\u529f\u80fd\u590d\u6742\uff0c\u89c4\u6a21\u5e9e\u5927\uff0c\u5e76\u4e14\u5177\u6709\u5f00\u521b\u6027\u7684\u8fdb\u5c55\u3002\u672c\u6587\u5c06\u63a2\u7d22LLM\u7684\u5386\u53f2\u548c\u672a\u6765\u3002<\/p>\n<p><img data-dominant-color=\"7f8484\" data-has-transparency=\"false\" 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data-id=\"ld70c578-gFC6XSfU\">\u5bf9Transformer\u6a21\u578b\u4e0d\u65ad\u6539\u8fdb\uff0c\u5305\u62ec\u6539\u8fdb\u6ce8\u610f\u529b\u673a\u5236\u548c\u4f18\u5316\u6280\u672f\uff0c\u5c06\u5f00\u53d1\u66f4\u51c6\u786e\u3001\u66f4\u5feb\u7684\u6a21\u578b\u3002<\/li>\n<li data-id=\"ld70c578-S8MEBO6L\">\u7814\u7a76\u65b0\u578b\u67b6\u6784\uff0c\u4f8b\u5982\u7a00\u758fTransformer\u548c\u9ad8\u6548\u6ce8\u610f\u529b\u673a\u5236\uff0c\u65e8\u5728\u51cf\u5c11\u8ba1\u7b97\u9700\u6c42\u7684\u540c\u65f6\u4fdd\u6301\u6216\u63d0\u9ad8\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h4>3.\u591a\u6a21\u6001\u8f93\u5165\u7684\u96c6\u6210<\/h4>\n<p>LLM\u7684\u672a\u6765\u5728\u4e8e\u5b83\u4eec\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u7684\u80fd\u529b\uff0c\u6574\u5408\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u6f5c\u5728\u7684\u5176\u4ed6\u6570\u636e\u5f62\u5f0f\uff0c\u4ee5\u521b\u5efa\u66f4\u4e30\u5bcc\u3001\u66f4\u5177\u573a\u666f\u611f\u77e5\u7684\u6a21\u578b\u3002\u50cfOpenAI\u516c\u53f8\u7684CLIP\u548cDALL-E\u8fd9\u6837\u7684\u591a\u6a21\u6001\u6a21\u578b\u5df2\u7ecf\u5c55\u793a\u4e86\u7ed3\u5408\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\u7684\u6f5c\u529b\uff0c\u4f7f\u56fe\u50cf\u751f\u6210\u3001\u5b57\u5e55\u7b49\u5e94\u7528\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>\u8fd9\u4e9b\u96c6\u6210\u5141\u8bb8LLM\u6267\u884c\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u4ece\u6587\u672c\u548c\u89c6\u89c9\u7ebf\u7d22\u4e2d\u7406\u89e3\u573a\u666f\uff0c\u8fd9\u6700\u7ec8\u4f7f\u5b83\u4eec\u66f4\u52a0\u901a\u7528\u548c\u5f3a\u5927\u3002<\/p>\n<h3>\u4e94\u3001LLM\u7684\u672a\u6765<\/h3>\n<p>\u8fd9\u4e9b\u8fdb\u6b65\u5e76\u6ca1\u6709\u505c\u6b62\uff0c\u968f\u7740LLM\u7684\u521b\u5efa\u8005\u8ba1\u5212\u5728\u4ed6\u4eec\u7684\u5de5\u4f5c\u4e2d\u878d\u5165\u66f4\u591a\u521b\u65b0\u7684\u6280\u672f\u548c\u7cfb\u7edf\uff0c\u8fd8\u4f1a\u6709\u66f4\u591a\u7684\u8fdb\u6b65\u3002\u5e76\u975eLLM\u7684\u6bcf\u4e00\u6b21\u6539\u8fdb\u90fd\u9700\u8981\u66f4\u9ad8\u7684\u8ba1\u7b97\u8981\u6c42\u6216\u66f4\u6df1\u5165\u7684\u6982\u5ff5\u7406\u89e3\u3002\u4e00\u4e2a\u5173\u952e\u7684\u6539\u8fdb\u662f\u5f00\u53d1\u66f4\u5c0f\u3001\u66f4\u7528\u6237\u53cb\u597d\u7684\u6a21\u578b\u3002<\/p>\n<p>\u867d\u7136\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u4e0e\u201cMammoth 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7B\u7b49\u5148\u8fdb\u7684\u8f83\u5c0f\u6a21\u578b\u4ecd\u7136\u53ef\u4ee5\u63d0\u4f9b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6027\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6709\u671b\u63a8\u52a8LLM\u53d1\u5c55\u548c\u6539\u8fdb\u7684\u5173\u952e\u9886\u57df\u548c\u6280\u672f\uff1a<\/p>\n<h4>1.\u6df7\u5408\u4e13\u5bb6(MoE)<\/h4>\n<p>\u6df7\u5408\u4e13\u5bb6(MoE)\u6a21\u578b\u4f7f\u7528\u52a8\u6001\u8def\u7531\u673a\u5236\u4e3a\u6bcf\u4e2a\u8f93\u5165\u53ea\u6fc0\u6d3b\u6a21\u578b\u53c2\u6570\u7684\u4e00\u4e2a\u5b50\u96c6\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u6a21\u578b\u6709\u6548\u5730\u6269\u5c55\uff0c\u6839\u636e\u8f93\u5165\u573a\u666f\u6fc0\u6d3b\u6700\u76f8\u5173\u7684\u201c\u4e13\u5bb6\u201d\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002MoE\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u5728\u4e0d\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u6269\u5c55LLM\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u5728\u4efb\u4f55\u7ed9\u5b9a\u65f6\u95f4\u4ec5\u5229\u7528\u6574\u4e2a\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u66f4\u5c11\u7684\u8d44\u6e90\uff0c\u540c\u65f6\u4ecd\u7136\u63d0\u4f9b\u51fa\u8272\u7684\u6027\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"e8eff6\" data-has-transparency=\"false\" style=\"--dominant-color: #e8eff6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21772\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/34604c7456da7603f8463013868bcde26e5aaf-300x166-1.png\" width=\"300\" height=\"166\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/34604c7456da7603f8463013868bcde26e5aaf-300x166-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/34604c7456da7603f8463013868bcde26e5aaf-300x166-1-150x83.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<h4>2.\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u7cfb\u7edf<\/h4>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u7cfb\u7edf\u662f\u5f53\u524dLLM\u9886\u57df\u7684\u4e00\u4e2a\u975e\u5e38\u70ed\u95e8\u7684\u8bdd\u9898\u3002\u8fd9\u4e2a\u6982\u5ff5\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53\u53ef\u4ee5\u7b80\u5355\u5730\u4f7fLLM\u4ece\u5916\u90e8\u6e90\u68c0\u7d22\u6240\u9700\u7684\u6570\u636e\u65f6\uff0c\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u66f4\u591a\u7684\u6570\u636e\u8bad\u7ec3LLM?\u7136\u540e\uff0c\u8fd9\u4e9b\u6570\u636e\u88ab\u7528\u6765\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>RAG\u7cfb\u7edf\u901a\u8fc7\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4ece\u5927\u578b\u5916\u90e8\u6570\u636e\u5e93\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u6765\u589e\u5f3aLLM\u3002\u8fd9\u79cd\u96c6\u6210\u5141\u8bb8\u6a21\u578b\u8bbf\u95ee\u5e76\u6574\u5408\u6700\u65b0\u7684\u548c\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002LLM\u7684\u751f\u6210\u80fd\u529b\u4e0e\u68c0\u7d22\u7cfb\u7edf\u7684\u7cbe\u5ea6\u76f8\u7ed3\u5408\uff0c\u4ea7\u751f\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u6df7\u5408\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u5728\u4fdd\u6301\u4e0e\u5916\u90e8\u6570\u636e\u6e90\u540c\u6b65\u7684\u540c\u65f6\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u54cd\u5e94\u3002<\/p>\n<p><img data-dominant-color=\"f0f2f7\" data-has-transparency=\"false\" style=\"--dominant-color: #f0f2f7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21773\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/d83ef48767bf89d2e52376b7e6e3e7b84bfd84-300x181-1.png\" width=\"300\" height=\"181\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/d83ef48767bf89d2e52376b7e6e3e7b84bfd84-300x181-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/d83ef48767bf89d2e52376b7e6e3e7b84bfd84-300x181-1-150x91.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<h4>3.\u5143\u5b66\u4e60<\/h4>\n<p>\u5143\u5b66\u4e60\u65b9\u6cd5\u4f7fLLM\u80fd\u591f\u5b66\u4e60\u5982\u4f55\u5b66\u4e60\uff0c\u4ece\u800c\u4f7f\u5b83\u4eec\u80fd\u591f\u8fc5\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u548c\u9886\u57df\uff0c\u800c\u6240\u9700\u7684\u8bad\u7ec3\u91cf\u6781\u5c11\u3002<\/p>\n<p>\u5143\u5b66\u4e60\u7684\u6982\u5ff5\u53d6\u51b3\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u6982\u5ff5\uff1a<\/p>\n<p><strong>\u5c0f\u6837\u672c\u5b66\u4e60\uff1a<\/strong>\u901a\u8fc7\u5c0f\u6837\u672c\u5b66\u4e60\u8bad\u7ec3LLM\u7406\u89e3\u548c\u6267\u884c\u65b0\u4efb\u52a1\uff0c\u53ea\u9700\u51e0\u4e2a\u4f8b\u5b50\u5c31\u53ef\u4ee5\u7406\u89e3\u548c\u6267\u884c\u65b0\u4efb\u52a1\uff0c\u4ece\u800c\u5927\u5e45\u51cf\u5c11\u4e86\u6709\u6548\u5b66\u4e60\u6240\u9700\u7684\u6570\u636e\u91cf\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u5904\u7406\u5404\u79cd\u573a\u666f\u65f6\u5177\u6709\u9ad8\u5ea6\u7684\u901a\u7528\u6027\u548c\u9ad8\u6548\u6027\u3002<\/p>\n<p><strong>\u81ea\u76d1\u7763\u5b66\u4e60\uff1a<\/strong>LLM\u4f7f\u7528\u5927\u91cf\u672a\u6807\u8bb0\u7684\u6570\u636e\u6765\u751f\u6210\u6807\u7b7e\u5e76\u5b66\u4e60\u8868\u793a\u3002\u8fd9\u79cd\u5f62\u5f0f\u7684\u5b66\u4e60\u5141\u8bb8\u6a21\u578b\u521b\u5efa\u5bf9\u8bed\u8a00\u7ed3\u6784\u548c\u8bed\u4e49\u7684\u4e30\u5bcc\u7406\u89e3\uff0c\u7136\u540e\u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p><strong>\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0cLLM\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u5e76\u63a5\u53d7\u5956\u52b1\u6216\u60e9\u7f5a\u5f62\u5f0f\u7684\u53cd\u9988\u6765\u5b66\u4e60\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u4f18\u5316\u5b83\u4eec\u7684\u884c\u4e3a\uff0c\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6539\u8fdb\u51b3\u7b56\u8fc7\u7a0b\u3002<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>LLM\u662f\u73b0\u4ee3\u79d1\u6280\u7684\u5947\u8ff9\u3002\u5b83\u4eec\u7684\u529f\u80fd\u590d\u6742\uff0c\u89c4\u6a21\u5e9e\u5927\uff0c\u5e76\u4e14\u5177\u6709\u5f00\u521b\u6027\u7684\u8fdb\u5c55\u3002\u672c\u6587\u63a2\u8ba8\u4e86\u8fd9\u4e9b\u975e\u51e1\u8fdb\u6b65\u7684\u672a\u6765\u6f5c\u529b\uff0c\u4ece\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u65e9\u671f\u5f00\u59cb\uff0c\u4e5f\u6df1\u5165\u7814\u7a76\u4e86\u795e\u7ecf\u7f51\u7edc\u548c\u6ce8\u610f\u529b\u673a\u5236\u7b49\u5173\u952e\u521b\u65b0\u3002<\/p>\n<p>\u672c\u6587\u8fd8\u7814\u7a76\u4e86\u7528\u4e8e\u589e\u5f3a\u8fd9\u4e9b\u6a21\u578b\u7684\u591a\u79cd\u7b56\u7565\uff0c\u5305\u62ec\u786c\u4ef6\u7684\u6539\u8fdb\u3001\u5185\u90e8\u673a\u5236\u7684\u6539\u8fdb\u4ee5\u53ca\u65b0\u67b6\u6784\u7684\u5f00\u53d1\u3002\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5e0c\u671b\u4eba\u4eec\u5bf9LLM\u53ca\u5176\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u7684\u53d1\u5c55\u8f68\u8ff9\u6709\u4e86\u66f4\u6e05\u6670\u3001\u66f4\u5168\u9762\u7684\u4e86\u89e3\u3002<\/p>\n<p>\u539f\u6587\u6807\u9898\uff1aHistory and Future of LLMs\uff0c\u4f5c\u8005\uff1aKevin Vu<\/p>\n<p>\u94fe\u63a5\uff1ahttps:\/\/dzone.com\/articles\/history-and-future-of-LLMs\u3002<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21763\" class=\"pvc_stats total_only  \" data-element-id=\"21763\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u662f\u73b0\u4ee3\u79d1\u6280\u7684\u5947\u8ff9\u3002\u5b83\u4eec\u7684\u529f\u80fd\u590d\u6742\uff0c\u89c4\u6a21\u5e9e\u5927\uff0c\u5e76\u4e14\u5177\u6709\u5f00\u521b\u6027\u7684\u8fdb\u5c55\u3002\u672c\u6587\u5c06\u63a2\u7d22LLM\u7684\u5386\u53f2 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21763\" class=\"pvc_stats total_only  \" data-element-id=\"21763\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 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