{"id":39,"date":"2024-07-21T15:14:29","date_gmt":"2024-07-21T07:14:29","guid":{"rendered":"https:\/\/www.onetts.com\/ai\/?p=39"},"modified":"2024-07-21T16:04:36","modified_gmt":"2024-07-21T08:04:36","slug":"qwen1-5-4b","status":"publish","type":"post","link":"https:\/\/www.onetts.com\/ai\/models\/qwen1-5-4b\/","title":{"rendered":"Qwen1.5-4B"},"content":{"rendered":"<p>Qwen1.5-4B \u662f\u7531 Qwen \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u5148\u8fdb\u89e3\u7801\u5668\u8bed\u8a00\u6a21\u578b\uff0c\u4f5c\u4e3a Qwen2 \u7684\u6d4b\u8bd5\u7248\uff0c\u5b83\u4ee3\u8868\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u8be5\u6a21\u578b\u4ee5\u5176\u591a\u8bed\u8a00\u652f\u6301\u3001\u9ad8\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u800c\u8457\u79f0\uff0c\u63d0\u4f9b\u4e86\u4ece\u5c0f\u578b\u5230\u8d85\u5927\u578b\u7684\u591a\u79cd\u6a21\u578b\u5c3a\u5bf8\uff0c\u5305\u62ec 0.5B \u81f3 72B \u7684\u5bc6\u96c6\u6a21\u578b\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5177\u6709 2.7B \u6fc0\u6d3b\u5355\u5143\u7684 14B MoE \u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5728\u5bf9\u8bdd\u751f\u6210\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u652f\u6301\u9ad8\u8fbe 32K \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u957f\u6587\u672c\u4efb\u52a1\u3002Qwen1.5-4B \u7684\u5f00\u53d1\u56e2\u961f\u91c7\u7528\u4e86 SwiGLU \u6fc0\u6d3b\u3001\u6ce8\u610f\u529b QKV \u504f\u7f6e\u7b49\u5148\u8fdb\u6280\u672f\uff0c\u4ee5\u53ca\u5bf9\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u548c\u4ee3\u7801\u7684\u6539\u8fdb\u5206\u8bcd\u5668\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u9002\u5e94\u6027\u3002<\/p>\n<h2>\u6a21\u578b\u8bc4\u6d4b<\/h2>\n<p>Qwen1.5-4B \u7684\u6027\u80fd\u8bc4\u6d4b\u663e\u793a\uff0c\u4e0e\u524d\u4ee3 Qwen \u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u5728\u591a\u4e2a\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e0a\u90fd\u6709\u663e\u8457\u63d0\u5347\u3002\u7279\u522b\u662f\u5728\u5bf9\u8bdd\u6a21\u578b\u65b9\u9762\uff0c\u901a\u8fc7\u540e\u8bad\u7ec3\u6280\u672f\u5982\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\u3001\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\uff0cQwen1.5-4B \u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u751f\u6210\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u5e94\u3002\u6b64\u5916\uff0c\u6a21\u578b\u7684\u591a\u8bed\u8a00\u80fd\u529b\u4e5f\u7ecf\u8fc7\u4e86\u4e25\u683c\u7684\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4e86\u4e0d\u540c\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u4e00\u81f4\u6027\u548c\u51c6\u786e\u6027\u3002\u6027\u80fd\u8bc4\u6d4b\u4e0d\u4ec5\u5173\u6ce8\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u5305\u62ec\u4e86\u8fd0\u884c\u6548\u7387\u3001\u8d44\u6e90\u6d88\u8017\u7b49\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5173\u952e\u6307\u6807\u3002<\/p>\n<h2>\u90e8\u7f72\u4f7f\u7528<\/h2>\n<p>\u90e8\u7f72 Qwen1.5-4B \u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u80cc\u666f\u548c\u73af\u5883\u914d\u7f6e\u3002\u9996\u5148\uff0c\u7528\u6237\u9700\u8981\u5b89\u88c5 Hugging Face \u7684 transformers \u5e93\uff0c\u63a8\u8350\u7248\u672c\u4e3a 4.37.0 \u6216\u4ee5\u4e0a\uff0c\u4ee5\u907f\u514d\u6f5c\u5728\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u90e8\u7f72\u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u5c3a\u5bf8\uff0c\u5e76\u5229\u7528\u63d0\u4f9b\u7684 API \u8fdb\u884c\u6a21\u578b\u7684\u52a0\u8f7d\u548c\u8c03\u7528\u3002Qwen1.5-4B \u652f\u6301\u591a\u79cd\u90e8\u7f72\u65b9\u5f0f\uff0c\u5305\u62ec\u672c\u5730\u90e8\u7f72\u548c\u4e91\u670d\u52a1\u90e8\u7f72\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u89c4\u6a21\u548c\u9700\u6c42\u7684\u5e94\u7528\u573a\u666f\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5f00\u53d1\u8005\u8fd8\u53ef\u4ee5\u6839\u636e\u53cd\u9988\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\u548c\u8c03\u6574\uff0c\u4ee5\u5b9e\u73b0\u6700\u4f73\u7684\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p>\u5728\u4f7f\u7528 Qwen1.5-4B \u65f6\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\uff0c\u4f8b\u5982\u6a21\u578b\u52a0\u8f7d\u5931\u8d25\u3001\u6027\u80fd\u4e0d\u8fbe\u6807\u6216\u8fd0\u884c\u6548\u7387\u4f4e\u4e0b\u7b49\u3002\u8fd9\u4e9b\u95ee\u9898\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u73af\u5883\u914d\u7f6e\u3001\u66f4\u65b0\u4f9d\u8d56\u5e93\u6216\u8c03\u6574\u6a21\u578b\u53c2\u6570\u6765\u89e3\u51b3\u3002\u6b64\u5916\uff0cQwen1.5-4B \u7684\u6587\u6863\u548c\u793e\u533a\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8d44\u6e90\u548c\u6307\u5357\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898\u3002\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u6280\u672f\u95ee\u9898\uff0c\u7528\u6237\u53ef\u4ee5\u53c2\u4e0e\u5230 Qwen \u793e\u533a\u4e2d\uff0c\u4e0e\u5176\u4ed6\u5f00\u53d1\u8005\u4ea4\u6d41\u7ecf\u9a8c\uff0c\u6216\u76f4\u63a5\u5411\u5f00\u53d1\u56e2\u961f\u5bfb\u6c42\u5e2e\u52a9\u3002<\/p>\n<h2>\u76f8\u5173\u8d44\u6e90<\/h2>\n<p class=\"last-node\">Qwen1.5-4B \u7684\u76f8\u5173\u8d44\u6e90\u5305\u62ec\u5b98\u65b9\u6587\u6863\u3001GitHub \u4ed3\u5e93\u3001\u6280\u672f\u535a\u5ba2\u548c\u793e\u533a\u8bba\u575b\u7b49\u3002\u5b98\u65b9\u6587\u6863\u63d0\u4f9b\u4e86\u6a21\u578b\u7684\u8be6\u7ec6\u4ecb\u7ecd\u3001\u5b89\u88c5\u6307\u5357\u548c\u4f7f\u7528\u793a\u4f8b\uff0c\u662f\u5b66\u4e60\u548c\u90e8\u7f72\u6a21\u578b\u7684\u91cd\u8981\u53c2\u8003\u3002GitHub \u4ed3\u5e93\u5219\u5305\u542b\u4e86\u6a21\u578b\u7684\u6e90\u4ee3\u7801\u548c\u76f8\u5173\u5de5\u5177\uff0c\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u81ea\u5b9a\u4e49\u5f00\u53d1\u548c\u8d21\u732e\u3002\u6280\u672f\u535a\u5ba2\u901a\u5e38\u4f1a\u5206\u4eab\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u3001\u5e94\u7528\u6848\u4f8b\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u793e\u533a\u8bba\u575b\u5219\u662f\u7528\u6237\u4ea4\u6d41\u5fc3\u5f97\u3001\u8ba8\u8bba\u95ee\u9898\u548c\u5206\u4eab\u7ecf\u9a8c\u7684\u5e73\u53f0\u3002\u6b64\u5916\uff0cQwen1.5-4B \u7684\u7814\u7a76\u8bba\u6587\u548c\u76f8\u5173\u51fa\u7248\u7269\u4e5f\u662f\u4e86\u89e3\u6a21\u578b\u6280\u672f\u7ec6\u8282\u548c\u5e94\u7528\u6548\u679c\u7684\u91cd\u8981\u8d44\u6e90\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Qwen1.5-4B \u662f\u7531 Qwen \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u5148\u8fdb\u89e3\u7801\u5668\u8bed\u8a00\u6a21\u578b\uff0c\u4f5c\u4e3a Qwen2 \u7684\u6d4b\u8bd5\u7248\uff0c\u5b83\u4ee3\u8868\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u8be5\u6a21\u578b\u4ee5\u5176\u591a\u8bed\u8a00\u652f\u6301\u3001\u9ad8\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u800c\u8457\u79f0\uff0c\u63d0\u4f9b\u4e86\u4ece\u5c0f\u578b\u5230\u8d85\u5927\u578b\u7684\u591a\u79cd\u6a21\u578b\u5c3a\u5bf8\uff0c\u5305\u62ec 0.5B \u81f3 72B \u7684\u5bc6\u96c6\u6a21\u578b\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5177\u6709 2.7B \u6fc0\u6d3b\u5355\u5143\u7684 14B MoE \u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5728\u5bf9\u8bdd\u751f\u6210\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u652f\u6301\u9ad8\u8fbe 32K \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u957f\u6587\u672c\u4efb\u52a1\u3002Qwen1.5-4B \u7684\u5f00\u53d1\u56e2\u961f\u91c7\u7528\u4e86 SwiGLU \u6fc0\u6d3b\u3001\u6ce8\u610f\u529b Q<\/p>\n","protected":false},"author":1,"featured_media":40,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"collection":[42],"company":[6],"rank":[],"class_list":["post-39","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llm","collection-qwen1-5","company-alibaba"],"_links":{"self":[{"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/posts\/39","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/comments?post=39"}],"version-history":[{"count":2,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/posts\/39\/revisions"}],"predecessor-version":[{"id":42,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/posts\/39\/revisions\/42"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/media\/40"}],"wp:attachment":[{"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/media?parent=39"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/categories?post=39"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/tags?post=39"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/collection?post=39"},{"taxonomy":"company","embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/company?post=39"},{"taxonomy":"rank","embeddable":true,"href":"https:\/\/www.onetts.com\/ai\/wp-json\/wp\/v2\/rank?post=39"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}