{"id":19536,"date":"2025-01-27T19:18:44","date_gmt":"2025-01-27T11:18:44","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19536"},"modified":"2025-01-30T00:19:33","modified_gmt":"2025-01-29T16:19:33","slug":"mnn-llm-android","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/mnn-llm-android\/","title":{"rendered":"MNN-LLM-Android\uff1aMNN \u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5353\u5e94\u7528"},"content":{"rendered":"<p>MNN\uff08Mobile Neural Network\uff09\u662f\u963f\u91cc\u5df4\u5df4\u5f00\u53d1\u7684\u4e00\u4e2a\u9ad8\u6548\u3001\u8f7b\u91cf\u7ea7\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u4e13\u4e3a\u79fb\u52a8\u7aef\u8bbe\u5907\u4f18\u5316\u3002MNN\u4e0d\u4ec5\u80fd\u591f\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fdb\u884c\u5feb\u901f\u63a8\u7406\uff0c\u8fd8\u652f\u6301\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u751f\u6210\u3001\u56fe\u50cf\u751f\u6210\u548c\u97f3\u9891\u5904\u7406\u7b49\u3002MNN\u5df2\u7ecf\u88ab\u96c6\u6210\u5230\u963f\u91cc\u5df4\u5df4\u7684\u591a\u4e2a\u5e94\u7528\u4e2d\uff0c\u5982\u6dd8\u5b9d\u3001\u5929\u732b\u3001\u4f18\u9177\u3001\u9489\u9489\u548c\u95f2\u9c7c\u7b49\uff0c\u8986\u76d6\u4e86\u8bf8\u5982\u76f4\u64ad\u3001\u77ed\u89c6\u9891\u6355\u6349\u3001\u641c\u7d22\u63a8\u8350\u548c\u4ea7\u54c1\u56fe\u50cf\u641c\u7d22\u7b49\u8d85\u8fc770\u79cd\u4f7f\u7528\u573a\u666f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-19537\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb.png\" alt=\"\" width=\"1034\" height=\"560\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb.png 1034w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb-300x162.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb-1024x555.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb-768x416.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/adc074d3d6d4afb-18x10.png 18w\" sizes=\"auto, (max-width: 1034px) 100vw, 1034px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u6a21\u6001\u652f\u6301<\/strong>\uff1a\u652f\u6301\u6587\u672c\u751f\u6210\u3001\u56fe\u50cf\u751f\u6210\u3001\u97f3\u9891\u5904\u7406\u7b49\u591a\u79cd\u4efb\u52a1\u3002<\/li>\n<li><strong>CPU\u63a8\u7406\u4f18\u5316<\/strong>\uff1a\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u5b9e\u73b0\u4e86\u51fa\u8272\u7684CPU\u63a8\u7406\u6027\u80fd\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7\u6846\u67b6<\/strong>\uff1a\u6846\u67b6\u8bbe\u8ba1\u8f7b\u91cf\uff0c\u9002\u5408\u79fb\u52a8\u8bbe\u5907\u7684\u8d44\u6e90\u9650\u5236\u3002<\/li>\n<li><strong>\u5e7f\u6cdb\u5e94\u7528<\/strong>\uff1a\u88ab\u96c6\u6210\u5230\u963f\u91cc\u5df4\u5df4\u7684\u591a\u4e2a\u5e94\u7528\u4e2d\uff0c\u8986\u76d6\u591a\u79cd\u4e1a\u52a1\u573a\u666f\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u5f00\u6e90\u4ee3\u7801\u548c\u6587\u6863\uff0c\u6613\u4e8e\u96c6\u6210\u548c\u4e8c\u6b21\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u4e0b\u8f7d\u4e0e\u5b89\u88c5<\/strong>\uff1a\u4eceGitHub\u4ed3\u5e93\u514b\u9686\u9879\u76ee\u4ee3\u7801\u3002\n<pre><code>git clone https:\/\/github.com\/alibaba\/MNN.git\r\ncd MNN\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<pre><code>\r\n2. **\u7f16\u8bd1\u9879\u76ee**\uff1a\u6839\u636e\u9879\u76ee\u63d0\u4f9b\u7684README\u6587\u6863\uff0c\u914d\u7f6e\u7f16\u8bd1\u73af\u5883\u5e76\u7f16\u8bd1\u9879\u76ee\u3002\r\n```bash\r\nmkdir build\r\ncd build\r\ncmake ..\r\nmake -j4\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u96c6\u6210\u5230Android\u5e94\u7528<\/strong>\uff1a\u5c06\u7f16\u8bd1\u751f\u6210\u7684\u5e93\u6587\u4ef6\u96c6\u6210\u5230Android\u9879\u76ee\u4e2d\uff0c\u4fee\u6539<code>build.gradle<\/code>\u6587\u4ef6\u8fdb\u884c\u914d\u7f6e\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<h4>\u591a\u6a21\u6001\u529f\u80fd<\/h4>\n<p>MNN\u652f\u6301\u591a\u79cd\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u751f\u6210\u3001\u56fe\u50cf\u751f\u6210\u548c\u97f3\u9891\u5904\u7406\u3002\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u529f\u80fd\u7684\u793a\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u6587\u672c\u751f\u6210<\/strong>\uff1a\u5229\u7528\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6587\u672c\u751f\u6210\u3002\n<pre><code>import MNN\r\ninterpreter = MNN.Interpreter(\"text_model.mnn\")\r\nsession = interpreter.createSession()\r\ninput_tensor = interpreter.getSessionInput(session)\r\n# \u8f93\u5165\u6587\u672c\u8fdb\u884c\u9884\u5904\u7406\r\ninput_data = preprocess_text(\"\u8f93\u5165\u6587\u672c\")\r\ninput_tensor.copyFrom(input_data)\r\ninterpreter.runSession(session)\r\noutput_tensor = interpreter.getSessionOutput(session)\r\noutput_data = output_tensor.copyToHostTensor()\r\nresult = postprocess_text(output_data)\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u56fe\u50cf\u751f\u6210<\/strong>\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u751f\u6210\u6a21\u578b\u8fdb\u884c\u56fe\u50cf\u751f\u6210\u3002\n<pre><code>import MNN\r\ninterpreter = MNN.Interpreter(\"image_model.mnn\")\r\nsession = interpreter.createSession()\r\ninput_tensor = interpreter.getSessionInput(session)\r\n# \u8f93\u5165\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\r\ninput_data = preprocess_image(\"\u8f93\u5165\u56fe\u50cf\")\r\ninput_tensor.copyFrom(input_data)\r\ninterpreter.runSession(session)\r\noutput_tensor = interpreter.getSessionOutput(session)\r\noutput_data = output_tensor.copyToHostTensor()\r\nresult = postprocess_image(output_data)\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u97f3\u9891\u5904\u7406<\/strong>\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u97f3\u9891\u6a21\u578b\u8fdb\u884c\u97f3\u9891\u751f\u6210\u6216\u5904\u7406\u3002\n<pre><code>import MNN\r\ninterpreter = MNN.Interpreter(\"audio_model.mnn\")\r\nsession = interpreter.createSession()\r\ninput_tensor = interpreter.getSessionInput(session)\r\n# \u8f93\u5165\u97f3\u9891\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\r\ninput_data = preprocess_audio(\"\u8f93\u5165\u97f3\u9891\")\r\ninput_tensor.copyFrom(input_data)\r\ninterpreter.runSession(session)\r\noutput_tensor = interpreter.getSessionOutput(session)\r\noutput_data = output_tensor.copyToHostTensor()\r\nresult = postprocess_audio(output_data)\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u521b\u5efa\u63a8\u7406\u5b9e\u4f8b<\/strong>\uff1a\u521d\u59cb\u5316MNN\u6a21\u578b\u5e76\u521b\u5efa\u63a8\u7406\u4f1a\u8bdd\u3002\n<pre><code>import MNN\r\ninterpreter = MNN.Interpreter(\"model.mnn\")\r\nsession = interpreter.createSession()\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8f93\u5165\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\u6839\u636e\u6a21\u578b\u7c7b\u578b\uff0c\u5bf9\u8f93\u5165\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u3002\n<pre><code>input_tensor = interpreter.getSessionInput(session)\r\ninput_data = preprocess_data(\"\u8f93\u5165\u6570\u636e\")\r\ninput_tensor.copyFrom(input_data)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u63a8\u7406<\/strong>\uff1a\u8fd0\u884c\u4f1a\u8bdd\u8fdb\u884c\u63a8\u7406\u3002\n<pre><code>interpreter.runSession(session)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8f93\u51fa\u6570\u636e\u540e\u5904\u7406<\/strong>\uff1a\u83b7\u53d6\u8f93\u51fa\u7ed3\u679c\u5e76\u8fdb\u884c\u540e\u5904\u7406\u3002\n<pre><code>output_tensor = interpreter.getSessionOutput(session)\r\noutput_data = output_tensor.copyToHostTensor()\r\nresult = postprocess_data(output_data)\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MNN\uff08Mobile Neural Network\uff09\u662f\u963f\u91cc\u5df4\u5df4\u5f00\u53d1\u7684\u4e00\u4e2a\u9ad8\u6548\u3001\u8f7b\u91cf\u7ea7\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u4e13\u4e3a\u79fb\u52a8\u7aef\u8bbe\u5907\u4f18\u5316\u3002MNN\u4e0d\u4ec5\u80fd\u591f\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fdb\u884c\u5feb\u901f\u63a8\u7406\uff0c\u8fd8\u652f\u6301\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u751f\u6210\u3001\u56fe\u50cf\u751f\u6210\u548c\u97f3\u9891\u5904\u7406\u7b49\u3002MNN\u5df2\u7ecf\u88ab\u96c6\u6210\u5230\u963f\u91cc\u5df4\u5df4&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61739,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,233],"class_list":["post-19536","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-ailiaotiankuangjiabushu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/19536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=19536"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/19536\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61739"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=19536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=19536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=19536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}