{"id":1956,"date":"2024-05-03T19:19:36","date_gmt":"2024-05-03T19:19:36","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1956"},"modified":"2024-05-03T19:19:36","modified_gmt":"2024-05-03T19:19:36","slug":"zaiandroidshebeishangyunxingzijideailiaotianjiqiren","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/zaiandroidshebeishangyunxingzijideailiaotianjiqiren.html","title":{"rendered":"\u5728 Android \u8bbe\u5907\u4e0a\u8fd0\u884c\u81ea\u5df1\u7684 AI \u804a\u5929\u673a\u5668\u4eba"},"content":{"rendered":"<p>\u4f60\u662f\u5426\u538c\u5026\u4e86\u6bcf\u6b21\u4e0e AI \u52a9\u624b\u4e92\u52a8\u65f6\u90fd\u4e0d\u5f97\u4e0d\u5c06\u4e2a\u4eba\u6570\u636e\u4ea4\u7ed9\u5927\u578b\u5ba2\u673a\u516c\u53f8\uff1f\u597d\u6d88\u606f\u662f\uff0c\u4f60\u53ef\u80fd\u5728\u4f60\u7684Android \u667a\u80fd\u624b\u673a\u6216\u5e73\u677f\u7535\u8111\u4e0a\u76f4\u63a5\u8fd0\u884c\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e00\u5207\u90fd\u59cb\u4e8e<code>llama.cpp<\/code>\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u6559\u7a0b\u4e2d\uff0c\u6211\u5c06\u6307\u5bfc\u4f60\u5982\u4f55\u5728 Android \u8bbe\u5907\u4e0a\u8bbe\u7f6e<code>llama.cpp<\/code>\uff0c\u8ba9\u60a8\u80fd\u591f\u4eb2\u8eab\u4f53\u9a8c\u672c\u5730 AI \u5904\u7406\u7684\u81ea\u7531\u548c\u53ef\u5b9a\u5236\u6027\u3002\u4e0d\u518d\u4f9d\u8d56\u4e8e\u8fdc\u7a0b\u670d\u52a1\u5668\uff0c\u4e5f\u4e0d\u5fc5\u62c5\u5fc3\u60a8\u7684\u6570\u636e\u4f1a\u88ab\u6cc4\u9732\u3002\u662f\u65f6\u5019\u91cd\u65b0\u638c\u63a7\u5c40\u9762\uff0c\u91ca\u653e\u73b0\u5728\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u5168\u90e8\u6f5c\u529b\u4e86\u3002<\/p>\n<h2 data-id=\"heading-0\">\u5728 Android \u8bbe\u5907\u4e0a\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf<\/h2>\n<p>\u5728\u6df1\u5165\u6280\u672f\u7ec6\u8282\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u63a2\u8ba8\u4e00\u4e0b\u5728 Android \u8bbe\u5907\u4e0a\u672c\u5730\u8fd0\u884c AI \u6a21\u578b\u7684\u539f\u56e0\u3002<\/p>\n<p>\u9996\u5148\uff0c\u8fd9\u53ef\u4ee5\u8ba9\u4f60\u5b8c\u5168\u638c\u63a7\u4f60\u7684\u6570\u636e\u3002\u5f53\u4f60\u4e0e\u57fa\u4e8e\u4e91\u7684 AI \u52a9\u624b\u4e92\u52a8\u65f6\uff0c\u4f60\u7684\u5bf9\u8bdd\u3001\u67e5\u8be2\u751a\u81f3\u4e2a\u4eba\u4fe1\u606f\u90fd\u4f1a\u88ab\u53d1\u9001\u5230\u8fdc\u7a0b\u670d\u52a1\u5668\uff0c\u4f60\u5bf9\u9f50\u5982\u4f55\u4f7f\u7528\u751a\u81f3\u51fa\u552e\u7ed9\u7b2c\u4e09\u65b9\u516c\u53f8\u51e0\u4e4e\u6ca1\u6709\u4efb\u4f55\u53ef\u89c1\u6027\u548c\u63a7\u5236\u6743\u3002<\/p>\n<p>\u4f7f\u7528<code>llama.cpp<\/code>\uff0c\u4e00\u5207\u90fd\u53d1\u751f\u5728\u4f60\u7684\u8bbe\u5907\u4e0a\u3002\u4f60\u4e0e AI \u7684\u4e92\u52a8\u4ece\u672a\u79bb\u5f00\u4f60\u7684\u667a\u80fd\u624b\u673a\u6216\u5e73\u677f\u7535\u8111\uff0c\u786e\u4fdd\u4e86\u4f60\u7684\u9690\u79c1\u5b89\u5168\u3002\u6b64\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5\u5728\u65e0\u6cd5\u8bbf\u95ee\u4e91\u7aef AI \u670d\u52a1\u7684\u5730\u65b9\uff08\u5982\u67d0\u4e9b\u5de5\u4f5c\u573a\u6240\uff09\u4f7f\u7528\u8fd9\u4e9b\u672c\u5730\u7684 AI \u6a21\u578b\u3002<\/p>\n<p>\u4f46\u597d\u5904\u8fd8\u4e0d\u6b62\u4e8e\u6b64\u3002\u901a\u8fc7\u8fd0\u884c\u672c\u5730\u4eba\u5de5\u667a\u80fd\uff0c\u4f60\u8fd8\u53ef\u4ee5\u5bf9\u5176\u8fdb\u884c\u81ea\u5b9a\u4e49\u3002\u4f60\u53ef\u4ee5\u4eb2\u81ea\u6311\u9009\u9002\u5408\u4f60\u7684\u7279\u5b9a\u9700\u6c42\u548c\u5174\u8da3\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u5c40\u9650\u4e8e\u5927\u578b\u79d1\u6280\u516c\u53f8\u63d0\u4f9b\u7684\u9884\u6784\u5efa\u6a21\u578b\u3002\u6216\u8005\uff0c\u5982\u679c\u4f60\u62e5\u6709\u5408\u9002\u7684\u786c\u4ef6\u5e76\u4e14\u5bf9 AI \u6a21\u578b\u7ecf\u9a8c\u4e30\u5bcc\uff0c\u4f60\u751a\u81f3\u53ef\u4ee5\u81ea\u5df1\u5fae\u8c03\u6a21\u578b\u4ee5\u521b\u5efa\u771f\u6b63\u4e2a\u6027\u5316\u7684 AI \u4f53\u9a8c\u3002<\/p>\n<h2 data-id=\"heading-1\">\u5728 Android \u4e0a\u5f00\u59cb\u4f7f\u7528<code>llama.cpp<\/code><\/h2>\n<p>\u597d\u4e86\uff0c\u8ba9\u6211\u4eec\u5f00\u59cb\u5728\u4f60\u7684 Android \u8bbe\u5907\u4e0a\u8bbe\u7f6e<code>llama.cpp<\/code>\u5427\u3002<\/p>\n<h3 data-id=\"heading-2\">\u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u4f60\u7684 Android \u8bbe\u5907\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>Android 8.0\u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<li>\u81f3\u5c11 6-8GB \u5185\u5b58\u4ee5\u83b7\u5f97\u6700\u4f73\u6027\u80fd<\/li>\n<li>\u81f3\u5c11 4 \u6838\u7684\u73b0\u4ee3\u9a81\u9f99\u6216\u8054\u53d1\u79d1 CPU<\/li>\n<li>\u8db3\u591f\u7684\u5b58\u50a8\u7a7a\u95f4\u7528\u4e8e\u5e94\u7528\u7a0b\u5e8f\u548c\u8bed\u8a00\u6a21\u578b\u6587\u4ef6\u901a\u5e38\u4e3a \uff081-8GB\uff09<\/li>\n<\/ul>\n<p><strong>\u7b2c1\u6b65\uff1a\u5b89\u88c5 F-Droid \u548c Termux<\/strong>\n\u9996\u5148\uff0c\u4f60\u9700\u8981\u5728 Android \u8bbe\u5907\u4e0a\u5b89\u88c5 F-Droid \u5e94\u7528\u7a0b\u5e8f\u5b58\u50a8\u5e93\u3002F-Droid \u662f\u5f00\u6e90\u8f6f\u4ef6\u7684\u91cd\u8981\u6765\u6e90\uff0c\u6211\u4eec\u5c06\u5728\u8fd9\u91cc\u83b7\u5f97 Termux \u7ec8\u7aef\u6a21\u62df\u5668\u3002<\/p>\n<p>\u524d\u5f80<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ff-droid.org%2F\" target=\"_blank\" title=\"https:\/\/f-droid.org\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">F-Droid \u7f51\u7ad9<\/a>\u5e76\u6309\u7167\u8bf4\u660e\u5b89\u88c5\u8be5\u5e94\u7528\u3002\u5b8c\u6210\u540e\uff0c\u6253\u5f00 F-Droid \u5e76\u641c\u7d22 Termux \u5e76\u5b89\u88c5\u6700\u65b0\u7248\u672c\u3002<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p6-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/b6819bb39c8049ffaa8a72787b2d6561~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=97&amp;h=109&amp;s=24180&amp;e=png&amp;b=954719\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p3-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/03d22693f2af4fc2ad5b31cd64d67f0b~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=395&amp;h=891&amp;s=140675&amp;e=png&amp;b=fdfdfd\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8bf7\u4e0d\u8981\u4f7f\u7528 Google Play \u5546\u5e97\u5b89\u88c5 Termux\uff0c\u56e0\u4e3a\u90a3\u91cc\u7684\u7248\u672c\u5df2\u7ecf\u8fc7\u65f6\u4e86\u3002<\/p>\n<p><strong>\u8bbe\u7f6eTermux \u5b58\u50a8\u5e93\uff08\u53ef\u9009\uff09<\/strong>\n\u5982\u679c\u4f60\u5c06 termux \u5b58\u50a8\u5e93\u670d\u52a1\u5668\u66f4\u6539\u4e3a\u4f60\u6240\u5728\u7684\u56fd\u5bb6\/\u5730\u533a\u7684\u670d\u52a1\u5668\uff0c\u5219\u5728\u5b89\u88c5\u8f6f\u4ef6\u5305\u65f6\u53ef\u4ee5\u83b7\u5f97\u66f4\u5feb\u7684\u4e0b\u8f7d\u901f\u5ea6\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">termux-change-repo<\/span>\n<\/code><\/pre>\n<p>\u5982\u679c\u4f60\u9700\u8981\u5e2e\u52a9\uff0c\u8bf7\u67e5\u770b<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwiki.termux.com%2Fwiki%2FPackage_Management\" target=\"_blank\" title=\"https:\/\/wiki.termux.com\/wiki\/Package_Management\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Termux Wiki<\/a>\u7ad9\u70b9\u3002<\/p>\n<p><strong>\u7b2c2\u6b65\uff1a\u8bbe\u7f6e<code>llama.cpp<\/code>\u73af\u5883<\/strong>\n\u5b89\u88c5 Termux \u4e4b\u540e\uff0c\u662f\u65f6\u5019\u542f\u52a8<code>llama.cpp<\/code>\u9879\u76ee\u4e86\u3002\u4ece\u6253\u5f00 Termux \u5e94\u7528\u7a0b\u5e8f\u5f00\u59cb\uff0c\u5b89\u88c5\u4e00\u4e0b\u8f6f\u4ef6\u5305\uff0c\u6211\u4eec\u540e\u9762\u4f1a\u7528\u5230\u5b83\u4eec\u6765\u7f16\u8bd1<code>llama.cpp<\/code>:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pkg <span class=\"hljs-selector-tag\">i<\/span> clang wget git cmake<\/span>\n<\/code><\/pre>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p9-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/6d287636385845b8a7fd2c28614f5fbc~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=388&amp;h=903&amp;s=108201&amp;e=png&amp;b=010101\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p3-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/9dc98c4e0405415f9c78b3191e1ecf90~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=392&amp;h=905&amp;s=165246&amp;e=png&amp;b=010101\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u73b0\u5728\u514b\u9686<code>llama.cpp<\/code> Git\u4ed3\u5e93\u5230\u60a8\u7684\u624b\u673a\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">git <span class=\"hljs-built_in\">clone<\/span> https:\/\/github.com\/ggerganov\/llama.cpp.git<\/span>\n<\/code><\/pre>\n<p><strong>\u4f46\u662f\u7531\u4e8egithub \u76ee\u524d\u4e0d\u652f\u6301\u7528\u6237\u540d\u5bc6\u7801\u4e0b\u8f7d\uff0c\u6240\u4ee5\u6211\u6362\u4e86\u4e00\u79cd\u65b9\u5f0f\uff0c\u901a\u8fc7\u7535\u8111\u628a\u6587\u4ef6\u4e0b\u8f7d\u4e0b\u6765\u540e\uff0c\u653e\u5165\u624b\u673a\u7aef<\/strong><\/p>\n<p>\u5148\u67e5\u770b\u4e00\u4e0b\u8def\u5f84\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">pwd<\/span><\/span>\n<\/code><\/pre>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p6-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/79cdfac1dcdb4069af5724eaaf4f66dc~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=404&amp;h=954&amp;s=65720&amp;e=png&amp;b=000000\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">\/\/ \u628a\u6587\u4ef6\u62f7\u8d1d\u5230\u624b\u673a\u5185\u5b58 \/storage\/emulated\/0\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cd<\/span> \/storage\/emulated\/0\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">\/\/ <span class=\"hljs-built_in\">ls<\/span> \u627e\u5230 llama.cpp \u6587\u4ef6\u5939<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">\/\/ Termux \u7684\u8def\u5f84 \/data\/data\/com.termux\/files\/home\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">\/\/ \u5c06llama.cpp \u6587\u4ef6\u62f7\u8d1d\u5230 Termux \u91cc\u9762<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-built_in\">mv<\/span> llama.cpp \/data\/data\/com.termux\/files\/home<\/span>\n<\/code><\/pre>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p1-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/94f51db46ef74bb3b80a5f88a7bbf541~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=406&amp;h=952&amp;s=145488&amp;e=png&amp;b=010101\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p1-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/bb19490232c0443d943ffea3e6b09749~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=407&amp;h=124&amp;s=23533&amp;e=png&amp;b=010101\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u9700\u8981\u8bbe\u7f6e Android NDK\uff08Native Development Kit\uff09\u6765\u7f16\u8bd1<code>llama.cpp<\/code>\u9879\u76ee\u3002\u8bbf\u95ee<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Flzhiyong%2Ftermux-ndk%2Freleases\" target=\"_blank\" title=\"https:\/\/github.com\/lzhiyong\/termux-ndk\/releases\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Termux-NDK \u5b58\u50a8\u5e93<\/a>\u5e76\u4e0b\u8f7d\u6700\u65b0\u7684 NDK \u7248\u672c\u3002\u89e3\u538b ZIP \u6587\u4ef6\uff0c\u7136\u540e\u5728 Termux \u4e2d\u8bbe\u7f6e NDK\u8def\u5f84\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">\/\/ \u628a\u6587\u4ef6\u62f7\u8d1d\u5230\u624b\u673a\u5185\u5b58 \/storage\/emulated\/0\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cd<\/span> \/storage\/emulated\/0\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">\/\/ <span class=\"hljs-built_in\">ls<\/span> \u627e\u5230 android-ndk-r26b-aarch64.zip \u6587\u4ef6\u5939<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">\/\/ Termux \u7684\u8def\u5f84 \/data\/data\/com.termux\/files\/home\/<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">\/\/ \u5c06android-ndk-r26b-aarch64.zip \u6587\u4ef6\u62f7\u8d1d\u5230 Termux \u91cc\u9762<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-built_in\">mv<\/span> android-ndk-r26b-aarch64.zip \/data\/data\/com.termux\/files\/home<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">unzip android-ndk-r26b-aarch64.zip<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-built_in\">export<\/span> NDK=~\/android-ndk-r26b<\/span>\n<\/code><\/pre>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p1-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/75d34698235347128f1f3504577be5fa~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=405&amp;h=957&amp;s=201189&amp;e=png&amp;b=010101\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p3-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/5bb79099113b435486dadf5c21051add~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=398&amp;h=187&amp;s=14310&amp;e=png&amp;b=000000\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><strong>\u7b2c3.1\u6b65\uff1a\u4f7f\u7528 Android NDK \u7f16\u8bd1<code>llama.cpp<\/code><\/strong><\/p>\n<p>NDK \u8bbe\u7f6e\u597d\u540e\uff0c\u4f60\u73b0\u5728\u53ef\u4ee5\u4e3a\u4f60\u7684 Android \u8bbe\u5907\u7f16\u8bd1<code>llama.cpp<\/code>\u4e86\u3002\u6709\u4e24\u79cd\u9009\u62e9\uff1a\u4f7f\u7528\u6216\u4e0d\u4f7f\u7528 GPU \u52a0\u901f\u3002\u6211\u5efa\u8bae\u4ece\n\u975e GPU \u7248\u672c\u5f00\u59cb\uff0c\u56e0\u4e3a\u5b83\u7684\u8bbe\u7f6e\u7a0d\u5fae\u7b80\u5355\u4e00\u4e9b\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">cmake <span class=\"hljs-attr\">-DCMAKE_TOOLCHAIN_FILE<\/span>=<span class=\"hljs-variable\">$NDK<\/span>\/build\/cmake\/android.toolchain.cmake -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=android-<span class=\"hljs-number\">26<\/span> -DCMAKE_C_FLAGS=-march=native ..<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">make<\/span>\n<\/code><\/pre>\n<p>\u5982\u679c\u4e00\u5207\u987a\u5229\uff0c\u60a8\u73b0\u5728\u5e94\u8be5\u5728\u9879\u76ee\u7684 build \u6587\u4ef6\u5939\u4e2d\u62e5\u6709\u53ef\u7528\u7684<code>llama.cpp<\/code>\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4e86\u3002\u4f60\u73b0\u5728\u53ef\u4ee5\u7ee7\u7eed\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\uff08\u7b2c 4 \u6b65\uff09<\/p>\n<p><strong>\u7b2c3.2\u6b65\uff1a\u4f7f\u7528 GPU \u52a0\u901f\u6784\u5efa<code>llama.cpp<\/code>(\u53ef\u9009)<\/strong><\/p>\n<p>\u4f7f\u7528 OpenCL \u548c CLBlast \u652f\u6301\u6784\u5efa<code>llama.cpp<\/code>\u53ef\u4ee5\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\uff0c\u4f46\u9700\u8981\u4e00\u4e9b\u989d\u5916\u7684\u6b65\u9aa4\uff1a<\/p>\n<p>\u4e0b\u8f7d\u5fc5\u8981\u7684\u8f6f\u4ef6\u5305\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">apt install ocl-icd opencl-headers opencl-clhpp clinfo libopenblas<\/span>\n<\/code><\/pre>\n<p>\u4e0b\u8f7d CLBlast\uff0c\u7f16\u8bd1\u5e76\u5c06<code>clblast.h<\/code>\u590d\u5236\u5230<code>llama.cpp<\/code>\u6587\u4ef6\u5939\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">git <span class=\"hljs-built_in\">clone<\/span> https:\/\/github.com\/CNugteren\/CLBlast.git<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cd<\/span> CLBlast<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">cmake .<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">cmake --build . --config Release<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-built_in\">mkdir<\/span> install<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">cmake --install . --prefix ~\/CLBlast\/install<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-built_in\">cp<\/span> libclblast.so* <span class=\"hljs-variable\">$PREFIX<\/span>\/lib<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-built_in\">cp<\/span> .\/include\/clblast.h ..\/llama.cpp<\/span>\n<\/code><\/pre>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">\u8fd9\u91cc\u9762 github \u6ca1\u529e\u6cd5\u4e0b\u8f7d\uff0c\u8fd8\u5f97\u548c\u4e4b\u524d ndk \u548c llama.cpp \u6587\u4ef6\u4e0b\u8f7d\u5bfc\u5165\u624b\u673a\u7684\u65b9\u5f0f\u4e00\u81f4<\/span>\n<\/code><\/pre>\n<p>\u5c06 OpenBLAS \u6587\u4ef6\u590d\u5236\u5230<code>llama.cpp<\/code>:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cp<\/span> \/data\/data\/com.termux\/files\/usr\/include\/openblas\/cblas.h .<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cp<\/span> \/data\/data\/com.termux\/files\/usr\/include\/openblas\/openblas_config.h .<\/span>\n<\/code><\/pre>\n<p>\u5c06CLBlast \u6784\u5efa<code>llama.cpp<\/code>:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cd<\/span> ~\/llama.cpp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">mkdir<\/span> build<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-built_in\">cd<\/span> build<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">cmake -DLLAMA_CLBLAST=ON -DCMAKE_TOOLCHAIN_FILE=<span class=\"hljs-variable\">$NDK<\/span>\/build\/cmake\/android.toolchain.cmake -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=android-24 -DCMAKE_C_FLAGS=-march=native -DCLBlast_DIR=~\/CLBlast\/install\/lib\/cmake\/CLBlast ..<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-built_in\">cd<\/span> ..<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">make<\/span>\n<\/code><\/pre>\n<p>\u5728<code>~\/.bashrc<\/code>\u4e0b\u5929\u8fd8 LD_LIBRARY_PATH(\u76f4\u63a5\u5728\u65e0\u529b GPU \u4e0a\u8fd0\u884c\u7a0b\u5e8f)\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">echo<\/span> <span class=\"hljs-string\">\"export LD_LIBRARY_PATH=\/vendor\/lib64:<span class=\"hljs-variable\">$LD_LIBRARY_PATH<\/span>:<span class=\"hljs-variable\">$PREFIX<\/span>\"<\/span> &gt;&gt; ~\/.bashrc<\/span>\n<\/code><\/pre>\n<p>\u68c0\u67e5 GPU \u662f\u5426\u53ef\u7528\u4e8e OpenCL\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">clinfo -l<\/span>\n<\/code><\/pre>\n<p>\u5982\u679c\u4e00\u5207\u6b63\u5e38\uff0c\u4f8b\u5982\u5bf9\u4e8e\u9ad8\u901a\u9a81\u9f99 Soc\uff0c\u4ed6\u5c06\u663e\u793a\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Platform <span class=\"hljs-comment\">#0: QUALCOMM Snapdragon(TM)<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"> `-- Device <span class=\"hljs-comment\">#0: QUALCOMM Adreno(TM)<\/span><\/span>\n<\/code><\/pre>\n<p><strong>\u7b2c4\u6b65\uff1a\u4e0b\u8f7d\u5e76\u590d\u5236\u8bed\u8a00\u6a21\u578b<\/strong><\/p>\n<p>\u6700\u540e\uff0c\u4f60\u9700\u8981\u4e0b\u8f7d\u4e00\u4e2a\u517c\u5bb9\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u590d\u5236\u5230<code>~\/llama.cpp\/models<\/code>\u76ee\u5f55\u3002\u524d\u5f80<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2F\" target=\"_blank\" title=\"https:\/\/huggingface.co\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Hugging Face<\/a>\u5e76\u641c\u7d22\u9002\u5408\u60a8\u8bbe\u5907\u53ef\u7528 RAM \u7684 GGUF \u683c\u5f0f\u6a21\u578b\u3002\u6211\u5efa\u8bae\u4ece<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2FTheBloke%2FTinyLlama-1.1B-Chat-v0.3-GGUF%2Fresolve%2Fmain%2Ftinyllama-1.1b-chat-v0.3.Q4_K_M.gguf%3Fdownload%3Dtrue\" target=\"_blank\" title=\"https:\/\/huggingface.co\/TheBloke\/TinyLlama-1.1B-Chat-v0.3-GGUF\/resolve\/main\/tinyllama-1.1b-chat-v0.3.Q4_K_M.gguf?download=true\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">TinyLlama-1.1B<\/a>\u5f00\u59cb\u3002<\/p>\n<p>\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\u540e\uff0c\u4f7f\u7528<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">termux-setup-storage<\/span>\n<\/code><\/pre>\n<p>\u547d\u4ee4\u6388\u4e88\u8bbf\u95ee\u4f60\u8bbe\u5907\u5171\u4eab\u5b58\u50a8\u7684\u6743\u9650\uff0c\u7136\u540e\u5c06\u6a21\u578b\u6587\u4ef6\u79fb\u52a8\u5230<code>llama.cpp<\/code>\u6a21\u578b\u76ee\u5f55\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">javascript<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-javascript code-block-extension-codeShowNum\" lang=\"javascript\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">mv ~<span class=\"hljs-regexp\">\/storage\/<\/span>downloads\/model_name.<span class=\"hljs-property\">gguf<\/span> ~<span class=\"hljs-regexp\">\/llama.cpp\/m<\/span>odels<\/span>\n<\/code><\/pre>\n<p><strong>\u7b2c5\u6b65\uff1a\u8fd0\u884c<code>llama.cpp<\/code><\/strong><\/p>\n<p>\u5728\u8bbe\u7f6e\u597d<code>llama.cpp<\/code>\u73af\u5883\u5e76\u51c6\u5907\u597d\u8bed\u8a00\u6a21\u578b\u4e4b\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u5f00\u59cb\u4e8e\u4f60\u81ea\u5df1\u7684\u672c\u5730 AI \u52a9\u624b\u4e92\u52a8\u4e86\u3002\u6211\u5efa\u8bae\u4f60\u8fd0\u884c<code>llama.cpp Web<\/code>\u670d\u52a1\u5668\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cd<\/span> llama.cpp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">.\/server -m models\/[YourModelName].gguf -t [<span class=\"hljs-comment\">#threads]<\/span><\/span>\n<\/code><\/pre>\n<p>\u5c06<code>#threads<\/code>\u66ff\u6362\u4e3a\u4f60Android \u8bbe\u5907\u7684\u6838\u5fc3\u6570\u51cf1\uff0c\u5426\u5219\u5b83\u53ef\u80fd\u4f1a\u53d8\u5f97\u65e0\u54cd\u5e94\u3002<\/p>\n<p>\u7136\u540e\u901a\u8fc7\u5728\u79fb\u52a8\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00<code>http:\/\/localhost:8080<\/code>\u6765\u8bbf\u95ee AI \u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n<p>\u6216\u8005\u4f60\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5728 Termux \u4e2d\u8fd0\u884c<code>llama.cpp<\/code>\u804a\u5929\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">.\/<span class=\"hljs-selector-tag\">main<\/span> -m models\/<span class=\"hljs-selector-attr\">[YourModelName]<\/span><span class=\"hljs-selector-class\">.gguf<\/span> <span class=\"hljs-attr\">--color<\/span> -inst<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-3\">\u7ed3\u8bba<\/h2>\n<p>\u6027\u80fd\u5c06\u6839\u636e\u60a8\u7684\u8bbe\u5907\u7684\u786c\u4ef6\u6027\u80fd\u800c\u6709\u6240\u4e0d\u540c\uff0c\u5373\u4f7f\u662f\u4e2d\u7aef\u624b\u673a\uff0c\u53ea\u8981\u9009\u62e9\u8db3\u591f\u9002\u5408\u4f60\u8bbe\u5907\u5185\u5b58\u7684\u8f83\u5c0f\u6a21\u578b\uff0c\u4e5f\u5e94\u8be5\u80fd\u591f\u5408\u7406\u5730\u8fd0\u884c<code>llama.cpp<\/code>\u3002\u9ad8\u7aef\u8bbe\u5907\u5f53\u7136\u53ef\u4ee5\u5145\u5206\u5229\u7528\u6a21\u578b\u7684\u529f\u80fd\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u4f60\u662f\u5426\u538c\u5026\u4e86\u6bcf\u6b21\u4e0e AI \u52a9\u624b\u4e92\u52a8\u65f6\u90fd\u4e0d\u5f97\u4e0d\u5c06\u4e2a\u4eba\u6570\u636e\u4ea4\u7ed9\u5927\u578b\u5ba2\u673a\u516c\u53f8\uff1f\u597d\u6d88\u606f\u662f\uff0c\u4f60\u53ef\u80fd\u5728\u4f60\u7684Android \u667a\u80fd\u624b\u673a\u6216\u5e73\u677f\u7535\u8111\u4e0a\u76f4\u63a5\u8fd0\u884c\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e00\u5207\u90fd\u59cb\u4e8ellama.cpp\u3002 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