{"id":6380,"date":"2025-05-01T00:00:52","date_gmt":"2025-05-01T00:00:52","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6380"},"modified":"2025-05-01T00:00:52","modified_gmt":"2025-05-01T00:00:52","slug":"qwen-3%e5%8f%91%e5%b8%83%ef%bc%9a235b%e6%a8%a1%e5%9e%8b%e6%80%a7%e8%83%bd%e8%b6%85%e8%b6%8ar1%e3%80%81grok%e5%92%8co1%ef%bc%8c%e9%87%87%e7%94%a8apache-2-0%e8%ae%b8%e5%8f%af%e8%af%81","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/ar\/archives\/6380","title":{"rendered":"Qwen 3\u53d1\u5e03\uff1a235B\u6a21\u578b\u6027\u80fd\u8d85\u8d8aR1\u3001Grok\u548co1\uff0c\u91c7\u7528Apache 2.0\u8bb8\u53ef\u8bc1"},"content":{"rendered":"<p>\u8fd1\u65e5\uff0c\u963f\u91cc\u901a\u4e49\u5343\u95ee\u56e2\u961f\u53d1\u5e03\u4e86\u5168\u65b0\u4e00\u4ee3\u5927\u6a21\u578bQwen 3\uff0c\u8be5\u6a21\u578b\u4e00\u7ecf\u63a8\u51fa\u4fbf\u767b\u9876\u5168\u7403\u5f00\u6e90\u6a21\u578b\u738b\u5ea7\u3002\u4e0e\u524d\u4ee3\u4ea7\u54c1\u76f8\u6bd4\uff0cQwen 3\u5728\u63a8\u7406\u80fd\u529b\u3001\u591a\u8bed\u8a00\u652f\u6301\u548c\u90e8\u7f72\u6210\u672c\u7b49\u65b9\u9762\u5747\u6709\u663e\u8457\u7a81\u7834\uff0c\u5176\u65d7\u8230\u6a21\u578bQwen3-235B-A22B\u7684\u6027\u80fd\u582a\u6bd4\u751a\u81f3\u8d85\u8d8a\u4e86DeepSeek-R1\u3001OpenAI\u7684o1\u3001o3-mini\u3001XAI\u7684Grok-3\u548c\u8c37\u6b4c\u7684Gemini-2.5-Pro\u7b49\u9876\u7ea7\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_fbc95297e4e947fec8d8f0ef42ae6c07_5.jpeg\" alt=\"\" class=\"wp-image-405\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5168\u9762\u5f00\u6e90\u7684qwen-3\u5bb6\u65cf\">\u5168\u9762\u5f00\u6e90\u7684Qwen 3\u5bb6\u65cf<\/h2>\n\n\n\n<p>Qwen 3\u7cfb\u5217\u6a21\u578b\u4f9d\u65e7\u91c7\u7528\u5bbd\u677e\u7684Apache 2.0\u534f\u8bae\u5f00\u6e90\uff0c\u5168\u7403\u5f00\u53d1\u8005\u3001\u7814\u7a76\u673a\u6784\u548c\u4f01\u4e1a\u5747\u53ef\u514d\u8d39\u4e0b\u8f7d\u6a21\u578b\u5e76\u8fdb\u884c\u5546\u7528\u3002\u6b64\u6b21\u5f00\u6e90\u7684Qwen 3\u5bb6\u65cf\u5305\u542b\u4e24\u6b3eMoE\u6a21\u578b\u548c\u516d\u6b3e\u5bc6\u96c6\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>MoE\u6a21\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>Qwen3-235B-A22B\uff08\u603b\u53c2\u6570\u91cf235B\uff0c\u6fc0\u6d3b\u53c2\u6570\u91cf22B\uff09<\/li>\n\n\n\n<li>Qwen3-30B-A3B\uff08\u603b\u53c2\u6570\u91cf30B\uff0c\u6fc0\u6d3b\u53c2\u6570\u91cf3B\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5bc6\u96c6\u6a21\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>Qwen3-32B<\/li>\n\n\n\n<li>Qwen3-14B<\/li>\n\n\n\n<li>Qwen3-8B<\/li>\n\n\n\n<li>Qwen3-4B<\/li>\n\n\n\n<li>Qwen3-1.7B<\/li>\n\n\n\n<li>Qwen3-0.6B<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_a09919b14a61ba9a2e8fd1f3c0981e0d_1.png\" alt=\"\" class=\"wp-image-403\"\/><\/figure>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5c3d\u7ba1Qwen3-235B-A22B\u7684\u603b\u53c2\u6570\u91cf\u8fdc\u5927\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0c\u4f46\u5176\u5b9e\u9645\u90e8\u7f72\u6210\u672c\u5374\u5927\u5e45\u4e0b\u964d\u2014\u2014\u4ec5\u97004\u5f20H20\u5373\u53ef\u90e8\u7f72\u6ee1\u8840\u7248\uff0c\u663e\u5b58\u5360\u7528\u4ec5\u4e3a\u6027\u80fd\u76f8\u8fd1\u6a21\u578b\u7684\u4e09\u5206\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u6a2a\u626b\u5404\u5927\u57fa\u51c6\u6d4b\u8bd5\u7684\u5353\u8d8a\u6027\u80fd\">\u6a2a\u626b\u5404\u5927\u57fa\u51c6\u6d4b\u8bd5\u7684\u5353\u8d8a\u6027\u80fd<\/h2>\n\n\n\n<p>Qwen 3\u7cfb\u5217\u5728\u5404\u9879\u4e13\u4e1a\u8bc4\u6d4b\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5237\u65b0\u4e86\u591a\u9879\u5f00\u6e90\u6a21\u578b\u8bb0\u5f55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u5965\u6570\u6c34\u5e73\u7684AIME25\u6d4b\u8bc4\u4e2d\uff0cQwen3\u65a9\u83b781.5\u5206\uff0c\u5237\u65b0\u5f00\u6e90\u7eaa\u5f55<\/li>\n\n\n\n<li>\u5728\u8bc4\u4f30\u4ee3\u7801\u80fd\u529b\u7684LiveCodeBench\u6d4b\u8bc4\u4e2d\uff0cQwen3\u7a81\u783470\u5206\u5927\u5173\uff0c\u8868\u73b0\u8d85\u8fc7Grok-3<\/li>\n\n\n\n<li>\u5728\u8bc4\u4f30\u6a21\u578b\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u7684ArenaHard\u6d4b\u8bc4\u4e2d\uff0cQwen3\u4ee595.6\u5206\u8d85\u8d8a\u4e86OpenAI-o1\u53caDeepSeek-R1<\/li>\n\n\n\n<li>\u5728\u8bc4\u4f30\u6a21\u578bAgent\u80fd\u529b\u7684BFCL\u8bc4\u6d4b\u4e2d\uff0cQwen3\u521b\u4e0b70.8\u7684\u65b0\u9ad8\uff0c\u8d85\u8d8aGemini2.5-Pro\u3001OpenAI-o1\u7b49\u9876\u5c16\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u5373\u4f7f\u662f\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u5982Qwen3-4B\uff0c\u4e5f\u80fd\u5ab2\u7f8eQwen2.5-72B-Instruct\u7684\u6027\u80fd\uff0c\u5c55\u73b0\u51fa\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u3002\u5c0f\u578bMoE\u6a21\u578bQwen3-30B-A3B\u7684\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5\u4e3aQwQ-32B\u7684\u5341\u5206\u4e4b\u4e00\uff0c\u4f46\u6027\u80fd\u5374\u66f4\u80dc\u4e00\u7b79\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_dd6bf3067caacc1f73202787d93d63d6_6.jpeg\" alt=\"\" class=\"wp-image-407\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7a81\u7834\u6027\u7684-\u6df7\u5408\u63a8\u7406-\u6a21\u5f0f\">\u7a81\u7834\u6027\u7684&#8221;\u6df7\u5408\u63a8\u7406&#8221;\u6a21\u5f0f<\/h2>\n\n\n\n<p>Qwen3\u6700\u5927\u7684\u521b\u65b0\u4e4b\u4e00\u662f\u5f15\u5165\u4e86&#8221;\u6df7\u5408\u63a8\u7406&#8221;\u6a21\u5f0f\uff0c\u652f\u6301\u5728\u601d\u8003\u6a21\u5f0f\u548c\u975e\u601d\u8003\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u8003\u6a21\u5f0f<\/strong>\uff1a\u6a21\u578b\u9010\u6b65\u63a8\u7406\uff0c\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u540e\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\uff0c\u9002\u5408\u9700\u8981\u6df1\u5165\u601d\u8003\u7684\u590d\u6742\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u975e\u601d\u8003\u6a21\u5f0f<\/strong>\uff1a\u6a21\u578b\u63d0\u4f9b\u5feb\u901f\u3001\u8fd1\u4e4e\u5373\u65f6\u7684\u54cd\u5e94\uff0c\u9002\u7528\u4e8e\u5bf9\u901f\u5ea6\u8981\u6c42\u9ad8\u4e8e\u6df1\u5ea6\u7684\u7b80\u5355\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<p>\u7528\u6237\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u7075\u6d3b\u63a7\u5236\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u751a\u81f3\u53ef\u4ee5\u8bbe\u7f6e&#8221;\u601d\u8003\u9884\u7b97&#8221;\uff08\u5373\u9884\u671f\u6700\u5927\u6df1\u5ea6\u601d\u8003\u7684tokens\u6570\u91cf\uff09\uff0c\u5728\u6027\u80fd\u548c\u6210\u672c\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u5728AIME24\u3001AIME25\u3001LiveCodeBech(v5)\u548cGPQA Diamond\u7b49\u4efb\u52a1\u4e2d\uff0c\u601d\u8003\u6a21\u5f0f\u53ef\u663e\u8457\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u963f\u91cc\u63d0\u4f9b\u4e86\u7b80\u5355\u7684\u8f6f\u5207\u6362\u673a\u5236\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u5bf9\u8bdd\u4e2d\u901a\u8fc7\u6dfb\u52a0&#8221;\/think&#8221;\u548c&#8221;\/no_think&#8221;\u6807\u7b7e\u52a8\u6001\u63a7\u5236\u6a21\u578b\u7684\u601d\u8003\u6a21\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_bba5fe7a95988c09473c64ceca8b838b_15.png\" alt=\"\" class=\"wp-image-404\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u591a\u8bed\u8a00\u652f\u6301\u4e0eagent\u80fd\u529b\u589e\u5f3a\">\u591a\u8bed\u8a00\u652f\u6301\u4e0eAgent\u80fd\u529b\u589e\u5f3a<\/h2>\n\n\n\n<p>Qwen3\u6a21\u578b\u652f\u6301119\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u5927\u5e45\u6269\u5c55\u4e86\u5176\u5168\u7403\u5e94\u7528\u6f5c\u529b\u3002\u540c\u65f6\uff0c\u6a21\u578b\u7684Agent\u548c\u4ee3\u7801\u80fd\u529b\u4e5f\u5f97\u5230\u663e\u8457\u589e\u5f3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u751f\u652f\u6301MCP\u534f\u8bae<\/li>\n\n\n\n<li>\u5f3a\u5927\u7684\u5de5\u5177\u8c03\u7528\u80fd\u529b<\/li>\n\n\n\n<li>\u914d\u5408Qwen-Agent\u6846\u67b6\uff0c\u5927\u5927\u964d\u4f4e\u7f16\u7801\u590d\u6742\u6027<\/li>\n\n\n\n<li>\u5728\u590d\u6742\u7684\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u4e2d\uff0c\u5b9e\u73b0\u4e86\u9886\u5148\u7684\u6027\u80fd<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/qwen3-mcp.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5f3a\u5927\u6280\u672f\u57fa\u7840-36\u4e07\u4ebftoken\u9884\u8bad\u7ec3\">\u5f3a\u5927\u6280\u672f\u57fa\u7840\uff1a36\u4e07\u4ebftoken\u9884\u8bad\u7ec3<\/h2>\n\n\n\n<p>Qwen3\u7684\u5353\u8d8a\u6027\u80fd\u5efa\u7acb\u5728\u5e9e\u5927\u7684\u8bad\u7ec3\u6570\u636e\u548c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6d41\u7a0b\u4e0a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9884\u8bad\u7ec3\u6570\u636e\u91cf\u8fbe36\u4e07\u4ebftoken\uff0c\u51e0\u4e4e\u662fQwen2.5\u7684\u4e24\u500d<\/li>\n\n\n\n<li>\u8986\u76d6119\u79cd\u8bed\u8a00\u548c\u65b9\u8a00<\/li>\n\n\n\n<li>\u9664\u7f51\u7edc\u6570\u636e\u5916\uff0c\u8fd8\u5305\u62ec\u4ecePDF\u7b49\u6587\u6863\u4e2d\u63d0\u53d6\u7684\u9ad8\u8d28\u91cf\u4fe1\u606f<\/li>\n\n\n\n<li>\u5229\u7528Qwen2.5-Math\u548cQwen2.5-Coder\u751f\u6210\u5927\u91cf\u5408\u6210\u6570\u636e\uff0c\u589e\u5f3a\u6570\u5b66\u548c\u4ee3\u7801\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u9884\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u57fa\u7840\u8bed\u8a00\u80fd\u529b\u6784\u5efa\uff1a\u5728\u8d8530\u4e07\u4ebf\u4e2atoken\u4e0a\u9884\u8bad\u7ec3\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a4K token<\/li>\n\n\n\n<li>\u77e5\u8bc6\u7a20\u5bc6\u578b\u4f18\u5316\uff1a\u589e\u52a0STEM\u3001\u7f16\u7a0b\u548c\u63a8\u7406\u4efb\u52a1\u7b49\u6570\u636e\u6bd4\u4f8b\uff0c\u5728\u989d\u59165\u4e07\u4ebftoken\u4e0a\u7ee7\u7eed\u8bad\u7ec3<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u80fd\u529b\u6269\u5c55\uff1a\u4f7f\u7528\u9ad8\u8d28\u91cf\u957f\u4e0a\u4e0b\u6587\u6570\u636e\uff0c\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u81f332K token<\/li>\n<\/ol>\n\n\n\n<p>\u540e\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u56db\u9636\u6bb5\u6d41\u7a0b\uff0c\u5305\u62ec\u957f\u601d\u7ef4\u94fe\u51b7\u542f\u52a8\u3001\u957f\u601d\u7ef4\u94fe\u5f3a\u5316\u5b66\u4e60\u3001\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\uff0c\u4ee5\u53ca\u901a\u7528\u5f3a\u5316\u5b66\u4e60\uff0c\u6253\u9020\u51fa\u65e2\u80fd\u8fdb\u884c\u590d\u6742\u63a8\u7406\u53c8\u80fd\u5feb\u901f\u54cd\u5e94\u7684\u6df7\u5408\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_1aee3275c5ff3caeb87b0637c5c41fd3_18-1.png\" alt=\"\" class=\"wp-image-411\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u793e\u533a\u53cd\u54cd\u4e0e\u5b9e\u9645\u4f53\u9a8c\">\u793e\u533a\u53cd\u54cd\u4e0e\u5b9e\u9645\u4f53\u9a8c<\/h2>\n\n\n\n<p>Qwen3\u5f00\u6e90\u4e0d\u52303\u5c0f\u65f6\uff0cGitHub\u4fbf\u72c2\u63fd17k\u661f\uff0c\u5f15\u53d1\u5f00\u6e90\u793e\u533a\u70ed\u70c8\u54cd\u5e94\u3002\u82f9\u679c\u5de5\u7a0b\u5e08Awni Hannun\u5ba3\u5e03\uff0cQwen3\u5df2\u5f97\u5230MLX\u6846\u67b6\u652f\u6301\uff0c\u4f7f\u5f97\u4eceiPhone\u5230M2\/M3 Ultra\u7b49\u5404\u7c7b\u82f9\u679c\u8bbe\u5907\u5747\u53ef\u672c\u5730\u8fd0\u884c\u4e0d\u540c\u89c4\u683c\u7684Qwen3\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u5b9e\u9645\u6d4b\u8bd5\u8868\u660e\uff0cQwen3\u80fd\u8f7b\u677e\u5e94\u5bf9\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\uff0c\u5982\u6570\u5b66\u8bc1\u660e\u548c\u7f16\u7a0b\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u9879\u590d\u6742\u7684\u7f16\u7a0b\u4efb\u52a1\u4e2d\uff08\u7f16\u5199\u4e00\u4e2a\u5177\u6709\u5e73\u5934\u54e5\u8ffd\u8d76\u529f\u80fd\u7684\u8d2a\u5403\u86c7\u6e38\u620f\uff09\uff0cQwen3-235B-A22B\u4ec5\u7528\u7ea63\u5206\u949f\u5c31\u7ed9\u51fa\u4e86\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/\u5e73\u5934\u54e5\u8d2a\u5403\u86c7.mp4\"><\/video><\/figure>\n\n\n\n<p>\u6709\u7f51\u53cb\u5b9e\u6d4b\u540e\u53d1\u73b0\uff0c\u4e0e\u76f8\u540c\u53c2\u6570\u91cf\u7684Llama\u6a21\u578b\u76f8\u6bd4\uff0cQwen3\u8868\u73b0\u51fa\u660e\u663e\u4f18\u52bf\uff0c\u63a8\u7406\u66f4\u6df1\u5165\uff0c\u80fd\u4fdd\u6301\u66f4\u957f\u4e0a\u4e0b\u6587\uff0c\u5e76\u80fd\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4f7f\u7528\u6307\u5357\">\u4f7f\u7528\u6307\u5357<\/h2>\n\n\n\n<p>Qwen3\u6a21\u578b\u76ee\u524d\u5df2\u4e0a\u7ebf\u9b54\u642d\u793e\u533a\u3001Hugging Face\u548cGitHub\uff0c\u5e76\u53ef\u5728\u7ebf\u4f53\u9a8c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u7ebf\u4f53\u9a8c\uff1a<a href=\"https:\/\/chat.qwen.ai\/\">https:\/\/chat.qwen.ai\/<\/a><\/li>\n\n\n\n<li>\u9b54\u642d\u793e\u533a\uff1a<a href=\"https:\/\/modelscope.cn\/collections\/Qwen3-9743180bdc6b48\">https:\/\/modelscope.cn\/collections\/Qwen3-9743180bdc6b48<\/a><\/li>\n\n\n\n<li>Hugging Face\uff1a<a href=\"https:\/\/huggingface.co\/collections\/Qwen\/qwen3-67dd247413f0e2e4f653967f\">https:\/\/huggingface.co\/collections\/Qwen\/qwen3-67dd247413f0e2e4f653967f<\/a><\/li>\n\n\n\n<li>GitHub\uff1a<a href=\"https:\/\/github.com\/QwenLM\/Qwen3\">https:\/\/github.com\/QwenLM\/Qwen3<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u90e8\u7f72\uff0c\u5b98\u65b9\u63a8\u8350\u4f7f\u7528SGLang\u548cvLLM\u7b49\u6846\u67b6\uff1b\u5bf9\u4e8e\u672c\u5730\u4f7f\u7528\uff0c\u63a8\u8350Ollama\u3001LMStudio\u3001MLX\u3001llama.cpp\u548cKTransformers\u7b49\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5de5\u5177\u786e\u4fdd\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5c06Qwen3\u96c6\u6210\u5230\u5404\u79cd\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u65e0\u8bba\u662f\u7528\u4e8e\u7814\u7a76\u3001\u5f00\u53d1\u8fd8\u662f\u751f\u4ea7\u73af\u5883\u3002\u4f7f\u7528transformers\u5e93\u7684\u6807\u51c6\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">from modelscope import AutoModelForCausalLM, AutoTokenizer\n\nmodel_name = \"Qwen\/Qwen3-30B-A3B\"\n# load the tokenizer and the model\ntokenizer = AutoTokenizer.from_pretrained(model_name)\nmodel = AutoModelForCausalLM.from_pretrained(\n        model_name,\n        torch_dtype=\"auto\",\n        device_map=\"auto\"\n)\n\n# prepare the model input\nprompt = \"Give me a short introduction to large language model.\"\nmessages = [\n        {\"role\": \"user\", \"content\": prompt}\n]\ntext = tokenizer.apply_chat_template(\n        messages,\n        tokenize=False,\n        add_generation_prompt=True,\n        enable_thinking=True # Switch between thinking and non-thinking modes. Default is True.\n)\n<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7ed3\u8bed\">\u7ed3\u8bed<\/h2>\n\n\n\n<p>\u81f3\u6b64\uff0c\u963f\u91cc\u901a\u4e49\u5df2\u5f00\u6e90200\u4f59\u4e2a\u6a21\u578b\uff0c\u5168\u7403\u4e0b\u8f7d\u91cf\u8d853\u4ebf\u6b21\uff0c\u5343\u95ee\u884d\u751f\u6a21\u578b\u6570\u8d8510\u4e07\u4e2a\uff0c\u8d85\u8d8a\u7f8e\u56fdLlama\uff0c\u6210\u4e3a\u5168\u7403\u7b2c\u4e00\u5f00\u6e90\u6a21\u578b\u3002Qwen3\u7684\u5f00\u6e90\u4e0d\u4ec5\u6807\u5fd7\u7740\u4e2d\u56fdAI\u6280\u672f\u53c8\u4e00\u91cd\u5927\u7a81\u7834\uff0c\u4e5f\u4e3a\u5168\u7403AI\u5f00\u53d1\u8005\u793e\u533a\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u65b0\u5de5\u5177\uff0c\u63a8\u52a8\u4e86\u5f00\u6e90\u751f\u6001\u7684\u7e41\u8363\u53d1\u5c55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/04\/2025-04-29_bcbf5967f33dfc583f699a4955fc6f4c_20.png\" alt=\"\" class=\"wp-image-410\"\/><\/figure>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\r\n<thead>\r\n<tr style=\"height: 48px;background-color: #f5f5f5\">\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">\u66f4\u591a\u4ea7\u54c1\u8bf7\u67e5\u770b<\/h4>\r\n<\/th>\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">\u66f4\u591a\u5185\u5bb9\u8bf7\u67e5\u770b<\/h4>\r\n<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr style=\"height: 63px\">\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/\" data-linktype=\"2\">ShirtAI \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/archives\/4425\/\" data-linktype=\"2\">AIGC\u5927\u6a21\u578b\uff1a\u5f00\u521b\u5de5\u7a0b\u4e0e\u79d1\u5b66\u53cc\u91cd\u9769\u547d\u65f6\u4ee3 \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 61px\">\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/\" data-linktype=\"2\">1:1\u8fd8\u539fClaude\u548cGPT\u5b98\u7f51 \u2013 AI\u4e91\u539f\u751f<\/a><\/td>\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">\u6bd4\u8d5b\u76f4\u64adAPP \u5168\u7403\u9ad8\u6e05\u4f53\u80b2\u89c2\u5f71\u64ad\u653e\u5668\uff08\u63a8\u8350\uff09 \u2013 \u84dd\u886b\u79d1\u6280<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 54px\">\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">\u57fa\u4e8e\u5b98\u65b9API\u7684\u4e2d\u8f6c\u670d\u52a1 \u2013 GPTMeta API<\/a><\/td>\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">\u6c42\u52a9\uff0c\u5404\u4f4d\u5927\u795e\u8c01\u80fd\u63d0\u4f9b\u4e00\u4e9bGPT\u7684\u63d0\u95ee\u6280\u5de7\uff1f\u2013 \u77e5\u4e4e<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 70px\">\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">\u5168\u7403\u5316\u865a\u62df\u5546\u54c1\u6570\u5b57\u5546\u5e97 \u2013 \u73af\u7403\u667a\u8d2d\uff08\u51e4\u7075\u9601\uff09<\/a><\/td>\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">Claude airtfacts\u529f\u80fd\u6709\u591a\u5f3a\u5927\uff0cGPT\u77ac\u95f4\u4e0d\u9999\u4e86\uff1f-\u54d4\u54e9\u54d4\u54e9<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>","protected":false},"excerpt":{"rendered":"<p>\u963f\u91cc\u901a\u4e49\u5343\u95ee\u56e2\u961f\u53d1\u5e03\u65b0\u4e00\u4ee3\u5f00\u6e90\u5927\u6a21\u578bQwen3\uff0c\u767b\u9876\u5168\u7403\u5f00\u6e90\u6a21\u578b\u699c\u9996\u3002\u8be5\u7cfb\u5217\u5305\u542b\u6a21\u578b\uff0c\u65d7\u8230\u6b3e\u6027\u80fd\u8d85\u8d8a\u591a\u5bb6\u9876\u5c16\u6a21\u578b\uff0c\u90e8\u7f72\u663e\u8457\u964d\u4f4e\u3002Qwen 3\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u5237\u65b0\u7eaa\u5f55\uff0c\u5e76\u521b\u65b0\u6027\u5730\u5f15\u5165&quot;\u6df7\u5408\u63a8\u7406&quot;\u6a21\u5f0f\u8be5\u6a21\u578b\u652f\u6301119\u79cd\u8bed\u8a00\uff0c\u9884\u8bad\u7ec3\u6570\u636e\u8fbe36token\uff0c\u793e\u533a\u53cd\u54cd\u70ed\u70c8\uff0c\u4e09\u5c0f\u65f6\u5185\u83b7\u5f97k GitHub\u661f\u3002\u76ee\u524d\u5df2\u4e0a\u7ebf\u591a\u4e2a\u5e73\u53f0\u63a8\u52a8\u5168\u7403AI\u5f00\u6e90\u751f\u6001\u53d1\u5c55\u3002<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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