{"id":1262,"date":"2024-04-30T03:41:25","date_gmt":"2024-04-30T03:41:25","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1262"},"modified":"2024-04-30T03:41:42","modified_gmt":"2024-04-30T03:41:42","slug":"shiyongopenaiapishixianemojisearchdeandroidapp","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/shiyongopenaiapishixianemojisearchdeandroidapp.html","title":{"rendered":"\u4f7f\u7528 OpenAI API \u5b9e\u73b0 Emoji Search \u7684 Android APP"},"content":{"rendered":"<p>\u524d\u6bb5\u65f6\u95f4\u4e00\u76f4\u5728\u601d\u8003\u81ea\u5df1\u5e94\u8be5\u505a\u70b9 AI \u76f8\u5173\u7684\u4e8b\u60c5\uff0c\u601d\u8003\u6765\u601d\u8003\u53bb\u60f3\u6cd5\u633a\u591a\u7684\uff0c\u4f46\u4e00\u76f4\u90fd\u6ca1\u6709\u4ed8\u8bf8\u5b9e\u9645\u3002\u4e0d\u662f\u89c9\u5f97\u592a\u96be\u4e0d\u60f3\u52a8\u624b\uff0c\u5c31\u662f\u89c9\u5f97\u592a\u7b80\u5355\u4e0d\u503c\u5f97\u52a8\u624b\u3002\u76f4\u5230 6 \u6708\uff0c\u81ea\u5df1\u5c0f\u6709\u89c9\u609f\uff0c\u89c9\u5f97\u5373\u4f7f\u518d\u5bb9\u6613\uff0c\u4e5f\u5f97\u52a8\u624b\u624d\u884c\u3002\u4e8e\u662f\uff0c\u51c6\u5907\u4ece\u7b80\u5355\u7684\u5f00\u59cb\uff0c\u590d\u523b\u4e00\u4e2a EmojiSearch \u7684 Android \u7248\u672c\u3002<\/p>\n<blockquote>\n<p>\u4f53\u9a8c\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.emojisearch.app%2F\" target=\"_blank\" title=\"https:\/\/www.emojisearch.app\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.emojisearch.app\/<\/a>\n\u4ea7\u54c1\u7684\u529f\u80fd\u7b80\u5355\u6613\u61c2\uff1a\u8f93\u5165\u4e00\u6bb5\u63cf\u8ff0\uff0c\u6765\u627e\u5230\u5bf9\u5e94\u7684 Emoji \u8868\u60c5<\/p>\n<p align=\"center\"> \n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0646e3b1252684e5aff95429761d6cb7.png\" alt=\"Untitled.png\" \/><\/figure>\n <\/p>\n<\/blockquote>\n<p>\u4e8b\u5b9e\u8bc1\u660e\uff0c\u8981\u505a\u597d\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4ea7\u54c1\uff0c\u662f\u4e0d\u5bb9\u6613\u7684\uff0c\u524d\u524d\u540e\u540e\u7ecf\u5386\u4e86 2 \u4e2a\u6708\uff0c95h \u7684\u5de5\u4f5c\u91cf\u3002\u5982\u679c\u53ea\u9700\u8981\u505a\u51fa\u6765\uff0c\u6211\u60f3\u4e00\u5468\u8db3\u591f\u4e86\uff0c\u4f46\u662f\u5982\u679c\u60f3\u505a\u597d\uff0c\u90a3\u4e48\u5c31\u5f97\u8003\u8651\u5230\u4ea7\u54c1\u7684\u65b9\u65b9\u9762\u9762\u3002\u5982\u4f55\u8282\u7ea6\u6210\u672c\u3001\u5982\u4f55\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3001\u5982\u4f55\u7f29\u51cf\u5305\u4f53\u79ef\u7b49\u7b49\uff0c\u63a5\u4e0b\u6765\u6211\u4f1a\u548c\u5927\u5bb6\u4e00\u4e00\u8ba8\u8bba\u3002\u5f53\u7136\uff0c\u6211\u505a\u7684\u80af\u5b9a\u8fd8\u4e0d\u591f\uff0c\u8fd8\u6709\u5f88\u591a\u53ef\u4ee5\u6539\u8fdb\u7684\u5730\u65b9\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u5728\u8bc4\u8bba\u533a\u544a\u8bc9\u6211~<\/p>\n<p>\u6587\u7ae0\u5199\u5b8c\uff0c\u53d1\u73b0\u81ea\u5df1\u63cf\u8ff0\u7684\u8fd8\u662f\u6bd4\u8f83\u7b80\u5355\u6613\u61c2\u7684\u3002\u4f46\u5982\u679c\u60f3\u77e5\u9053\uff0c\u4e3a\u4ec0\u4e48\u6211\u524d\u524d\u540e\u540e\u82b1\u4e86\u4e24\u4e2a\u6708\u6765\u505a\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u53ef\u4ee5\u79fb\u6b65\u6587\u7ae0\u6700\u540e\u7684<strong>\u5f85\u4f18\u5316\u53ca\u8e29\u5751\u9879<\/strong>\u4e00\u63a2\u7a76\u7adf\u3002<\/p>\n<blockquote>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u8fd8\u60f3\u5570\u55e6\u4e24\u53e5\uff0c\u5173\u4e8e\u4e3a\u4ec0\u4e48\u9009\u62e9\u505a\u8fd9\u4e2a Project\u3002\u9996\u5148\u8fd9\u4e2a Project \u201c\u770b\u8d77\u6765\u201d \u6bd4\u8f83\u7b80\u5355\uff0c\u7f51\u9875\u7248\u7684\u4f5c\u8005\u662f <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Flilianweng.github.io%2F\" target=\"_blank\" title=\"https:\/\/lilianweng.github.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">lilianweng<\/a>\uff0c\u81ea\u5df1\u5728 18 \u5e74\u62dc\u8bfb\u5927\u4f6c Policy Gradient \u7684 blog\uff0c\u53d7\u76ca\u532a\u6d45(\u4e91\u91cc\u96fe\u91cc)\u3002\u60f3\u7740\u5728\u5927\u4f6c\u642d\u597d\u7684\u811a\u624b\u67b6\u4e0a\u505a\uff0c\u5e94\u8be5\u4e0d\u6210\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n<h2 data-id=\"heading-0\">APP \u529f\u80fd\u9884\u89c8<\/h2>\n<p align=\"center\"> \n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/840e2633ffae455c5cfeb8b243c225a6.png\" alt=\"emoji-search-app-demo.gif\" \/><\/figure>\n <\/p>\n<p>\u9879\u76ee\u6e90\u7801\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fsunnyswag%2Femoji-search\" target=\"_blank\" title=\"https:\/\/github.com\/sunnyswag\/emoji-search\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/sunnyswag\/e\u2026<\/a><\/p>\n<p>\u4f53\u9a8c APP \u4e0b\u8f7d\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fsunnyswag%2Femoji-search%2Freleases%2Ftag%2Fv1.1.0\" target=\"_blank\" title=\"https:\/\/github.com\/sunnyswag\/emoji-search\/releases\/tag\/v1.1.0\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/sunnyswag\/e\u2026<\/a><\/p>\n<p>License\uff1a<strong>MIT License<\/strong><\/p>\n<h2 data-id=\"heading-1\">\u9879\u76ee\u65f6\u5e8f\u7b80\u4ecb<\/h2>\n<p align=\"center\"> \n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8d67d865119c65a7d5f4bb81dcf884ea.png\" alt=\"emoji-search app \u65f6\u5e8f\u56fe.drawio.png\" \/><\/figure>\n <\/p>\n<p>\u9879\u76ee\u7684\u6784\u5efa\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff0c\u51c6\u5907\u6570\u636e\u548c\u6784\u5efa Android APP\uff0c\u5177\u4f53\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u51c6\u5907\u6570\u636e\n<ul>\n<li>\u7528 Python \u6765\u89e3\u6790\u5e76\u83b7\u53d6\u5230 Emoji \u7684\u6570\u636e<\/li>\n<li>\u5411 OpenAI \u53d1\u9001 POST \u8bf7\u6c42\uff0c\u83b7\u53d6 Emoji \u7684 Embedding \u6570\u636e<\/li>\n<li>\u5c06 Emoji \u6570\u636e\u4fdd\u5b58\u4e3a Json \u683c\u5f0f\u7684\u6587\u4ef6<\/li>\n<li>\u5c06\u6570\u636e\u590d\u5236\u5230 Android APP\uff0c\u5e76\u5c06\u6570\u636e\u8f6c\u6362\u4e3a Protocol Buffers \u7684\u683c\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>\u6784\u5efa Android APP\n<ul>\n<li>\u52a0\u8f7d Emoji \u6570\u636e\u5230\u5185\u5b58<\/li>\n<li>\u5904\u7406\u7528\u6237\u8f93\u5165\uff0c\u62ff\u5230\u7528\u6237\u8f93\u5165\u7684 Embeddings<\/li>\n<li>\u5c06 Embeddings \u548c Emoji \u7684 Embedding \u505a\u70b9\u79ef\u8fd0\u7b97\uff0c\u5f97\u5230\u524d 20 \u4e2a\u6700\u76f8\u5173\u7684 Emoji<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f1a\u6309\u7167\u9879\u76ee\u7684\u6784\u5efa\u6b65\u9aa4\u6765\u4e00\u4e00\u4e86\u89e3\uff0c\u9879\u76ee\u662f\u600e\u4e48\u4e00\u6b65\u4e00\u6b65\u6784\u5efa\u5b8c\u7684\u3002<\/p>\n<h2 data-id=\"heading-2\">\u6570\u636e\u51c6\u5907<\/h2>\n<h3 data-id=\"heading-3\">\u89e3\u6790\u83b7\u53d6 Emoji \u6570\u636e<\/h3>\n<p>Emoji \u7684\u6570\u636e\u6765\u6e90\u6709\u4e24\u4e2a\uff0c\u4e00\u4e2a\u662f <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.unicode.org%2Freports%2Ftr51%2Ftr51-21.html\" target=\"_blank\" title=\"https:\/\/www.unicode.org\/reports\/tr51\/tr51-21.html\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">UniCode \u5b98\u7f51<\/a>\uff0c\u53e6\u5916\u4e00\u4e2a\u662f Python \u7684 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fcarpedm20%2Femoji\" target=\"_blank\" title=\"https:\/\/github.com\/carpedm20\/emoji\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">emoji \u5e93<\/a>\uff0c\u5728\u62ff\u5230\u8fd9\u4e24\u90e8\u5206\u7684\u6570\u636e\u4e4b\u540e\u5bf9 Emoji \u6570\u636e\u8fdb\u884c\u6574\u5408\uff0c\u5f97\u5230\u5982\u4e0b\u683c\u5f0f\u7684\u6570\u636e\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">emojis_full_msg_dedupe = <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-attr\">\"\ud83d\ude04\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"grinning face\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-attr\">\"\ud83d\ude03\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"grinning face with big eyes\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-attr\">\"\ud83d\ude01\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"beaming face\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">\t<span class=\"hljs-comment\">\/\/ other emojis...<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<p>\u5c06\u5982\u4e0a\u7684\u6570\u636e\u518d\u8f6c\u6362\u6210\u81ea\u7136\u8bed\u8a00\u7684\u63cf\u8ff0\uff0c\u4f5c\u4e3a embedding \u7684\u8f93\u5165\u6570\u636e\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">csharp<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-csharp code-block-extension-codeShowNum\" lang=\"csharp\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">The emoji \ud83d\ude04 <span class=\"hljs-keyword\">is<\/span> about grinning face.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">The emoji \ud83d\ude03 <span class=\"hljs-keyword\">is<\/span> about grinning face <span class=\"hljs-keyword\">with<\/span> big eyes.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">The emoji \ud83d\ude01 <span class=\"hljs-keyword\">is<\/span> about beaming face.<\/span>\n<\/code><\/pre>\n<p>\u5982\u4e0a\u89e3\u6790\u64cd\u4f5c\u7684\u4ee3\u7801\u53ef\u4ee5\u67e5\u770b <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fsunnyswag%2Femoji-search%2Fblob%2F2e45020479a98dcde1b7696ce4d3c8baf491451c%2FPython%2Fbuild_emoji_data.py%23L41\" target=\"_blank\" title=\"https:\/\/github.com\/sunnyswag\/emoji-search\/blob\/2e45020479a98dcde1b7696ce4d3c8baf491451c\/Python\/build_emoji_data.py#L41\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">build_emoji_data.py\/extract_emo\u2026<\/a><\/p>\n<h3 data-id=\"heading-4\">\u83b7\u53d6 Emoji \u7684 Embedding \u6570\u636e<\/h3>\n<p>\u83b7\u53d6 Embedding \u6570\u636e\u5176\u5b9e\u4e5f\u6bd4\u8f83\u7b80\u5355\uff0c\u5b9e\u73b0\u8d77\u6765\u5c31\u662f Python \u5bf9 OpenAI API \u7684\u8c03\u7528\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">get_embeddings<\/span>(<span class=\"hljs-params\">inps: <span class=\"hljs-type\">List<\/span>[<span class=\"hljs-built_in\">str<\/span>], batch: <span class=\"hljs-built_in\">int<\/span>=<span class=\"hljs-number\">1000<\/span><\/span>) -&gt; <span class=\"hljs-type\">List<\/span>[<span class=\"hljs-type\">List<\/span>[<span class=\"hljs-built_in\">float<\/span>]]:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    i = <span class=\"hljs-number\">0<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    outputs = []<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-keyword\">while<\/span> i &lt; <span class=\"hljs-built_in\">len<\/span>(inps):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        result = openai.Embedding.create(<span class=\"hljs-built_in\">input<\/span>=inps[i:i+batch], model=EMBEDDING_MODEL)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        outputs += [x[<span class=\"hljs-string\">\"embedding\"<\/span>] <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> result[<span class=\"hljs-string\">'data'<\/span>]]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        i += batch<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    <span class=\"hljs-keyword\">assert<\/span> <span class=\"hljs-built_in\">len<\/span>(outputs) == <span class=\"hljs-built_in\">len<\/span>(inps)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    <span class=\"hljs-keyword\">return<\/span> outputs<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-5\">\u4fdd\u5b58 Emoji \u6570\u636e\u4e3a Json \u683c\u5f0f\u7684\u6587\u4ef6<\/h3>\n<p>\u6700\u540e\u8f93\u51fa\u7684\u6570\u636e\u683c\u5f0f\u4e3a\u5982\u4e0b\uff0c\u4fdd\u5b58\u4e3a json.zip \u683c\u5f0f\u5373\u53ef<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\">\/\/ \u6587\u4ef6\u884c\u6570\u4e3a\uff1a3753<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-comment\">\/\/ embed \u5411\u91cf\u7ef4\u5ea6\u4e3a\uff1a1536<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"emoji\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"ud83eudd47\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"message\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"1st place medal\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"embed\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-number\">-0.018469301983714104<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-number\">-0.004823130089789629<\/span><span class=\"hljs-punctuation\">,<\/span> ...<span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"emoji\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"ud83eudd48\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"message\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"2nd place medal\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"embed\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-number\">-0.023217657580971718<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-number\">-0.0019081177888438106<\/span><span class=\"hljs-punctuation\">,<\/span> ...<span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-6\">\u5c06 Emoji \u6570\u636e\u8f6c\u6362\u4e3a Protocol Buffers \u683c\u5f0f<\/h3>\n<p>\u7531\u4e8e Protocol Buffers \u662f\u4e8c\u8fdb\u5236\u683c\u5f0f\u7684\u6587\u4ef6\uff0c\u6bd4\u57fa\u4e8e\u6587\u672c\u5b58\u50a8\u7684 Json \u6587\u4ef6\u5360\u7528\u7a7a\u95f4\u66f4\u5c0f\uff0c\u8bfb\u53d6\u901f\u5ea6\u4e5f\u66f4\u5feb\u3002\u6240\u4ee5\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\uff0c\u6211\u8fd9\u91cc\u9009\u62e9\u4f7f\u7528 Protocol Buffers \u683c\u5f0f\u8fdb\u884c\u5b58\u50a8\u3002\u5177\u4f53\u7684\u6d4b\u8bd5\u53ca\u5bf9\u6bd4\u7ed3\u679c\uff0c\u53ef\u4ee5\u67e5\u770b\u4e4b\u524d\u5199\u7684 <a href=\"https:\/\/juejin.cn\/post\/7253744712409071673\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7253744712409071673\" rel=\"noopener\">Android \u5f53\u4f60\u9700\u8981\u8bfb\u4e00\u4e2a 47M \u7684 json.gz \u6587\u4ef6<\/a>\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528 Kotlin \u5b9e\u73b0\u4e00\u4e0b Json \u2192 Protocol Buffers \u7684\u8f6c\u6362\uff0cWhy Kotlin?\uff0c\u53ef\u4ee5\u67e5\u770b\u4e00\u4e0b <strong>\u5f85\u4f18\u5316\u53ca\u8e29\u5751\u9879<\/strong>\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-keyword\">val<\/span> pbEntityCollection = mutableListOf&lt;EmojiEmbeddingOuterClass.EmojiEmbedding&gt;()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">override<\/span> <span class=\"hljs-keyword\">suspend<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">process<\/span><span class=\"hljs-params\">(context: <span class=\"hljs-type\">Context<\/span>)<\/span><\/span> = withContext(Dispatchers.IO) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    context.resources.openRawResource(R.raw.emoji_embeddings_json).use { inputStream -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        GZIPInputStream(inputStream).bufferedReader().useLines { lines -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">            lines.forEach { line -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">                <span class=\"hljs-keyword\">val<\/span> entity = gson.fromJson(line, EmojiEmbeddingEntity::<span class=\"hljs-keyword\">class<\/span>.java)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">                <span class=\"hljs-keyword\">val<\/span> pbEntity = EmojiEmbeddingOuterClass.EmojiEmbedding.newBuilder()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">                    .setEmoji(entity.emoji)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">                    .setMessage(entity.message)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">                    .addAllEmbed(entity.embed.toList())<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">                    .build()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">                pbEntityCollection.add(pbEntity)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    saveToProtoBuf(context)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\"><span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">saveToProtoBuf<\/span><span class=\"hljs-params\">(context: <span class=\"hljs-type\">Context<\/span>)<\/span><\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">    <span class=\"hljs-keyword\">val<\/span> fileStream = context.openFileOutput(<span class=\"hljs-string\">\"emoji_embeddings_proto.gz\"<\/span>, Context.MODE_PRIVATE)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">    GZIPOutputStream(fileStream).use { gzipOutputStream -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">        <span class=\"hljs-keyword\">try<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            pbEntityCollection.forEach {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">                it.writeDelimitedTo(gzipOutputStream)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">        } <span class=\"hljs-keyword\">catch<\/span> (e: IOException) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">            e.printStackTrace()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">}<\/span>\n<\/code><\/pre>\n<p>\u8fd9\u91cc\u7684\u4ee3\u7801\u9605\u8bfb\u8d77\u6765\u6211\u60f3\u5e94\u8be5\u662f\u4e0d\u96be\u7684\uff0c\u6bd4\u8f83\u5173\u952e\u7684\u662f <code>writeDelimitedTo<\/code> \u8fd9\u4e2a\u65b9\u6cd5\uff0c\u5b83\u4f1a\u5c06\u5f53\u524d\u5b57\u6bb5\u7684\u957f\u5ea6\u5b58\u50a8\u5728\u5b57\u6bb5\u7684\u5934\u90e8\uff0c\u65b9\u4fbf\u4e4b\u540e\u7684\u8bfb\u53d6\u5de5\u4f5c\u3002<\/p>\n<h2 data-id=\"heading-7\">Android APP \u7684\u6784\u5efa<\/h2>\n<h3 data-id=\"heading-8\">\u52a0\u8f7d Emoji \u6570\u636e<\/h3>\n<p>\u56e0\u4e3a Emoji \u7684\u6570\u636e\u5fc5\u987b APP \u542f\u52a8\u540e\u5c31\u53ef\u4ee5\u8bfb\u53d6\u5230\uff0c\u6240\u4ee5\u6211\u4f7f\u7528\u4e86 Jetpack \u7684 Startup \u6765\u52a0\u8f7d\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">AppInitializer<\/span> : <span class=\"hljs-type\">Initializer<\/span>&lt;<span class=\"hljs-type\">Unit<\/span>&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-keyword\">val<\/span> initializerScope = CoroutineScope(Dispatchers.Default)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-meta\">@OptIn(ExperimentalTime::class)<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-keyword\">override<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">create<\/span><span class=\"hljs-params\">(context: <span class=\"hljs-type\">Context<\/span>)<\/span><\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        initializerScope.launch {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            measureTime { readEmojiEmbeddings(context) }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">\t\t<span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-keyword\">suspend<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">readEmojiEmbeddings<\/span><span class=\"hljs-params\">(context: <span class=\"hljs-type\">Context<\/span>)<\/span><\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        ProcessorFactory.doProcess(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">            context,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">            ProcessorType.PROTOBUF_PROCESSOR,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            listOf(R.raw.emoji_embeddings_proto)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">        )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">}<\/span>\n<\/code><\/pre>\n<p>\u52a0\u8f7d\u8fc7\u7a0b\u4e2d\uff0c\u4f7f\u7528 <code>parseDelimitedFrom<\/code> \uff0c\u8be5\u65b9\u6cd5\u548c <code>writeDelimitedTo<\/code> \u5bf9\u5e94\u8d77\u6765\u4e86\u3002\u8bfb\u53d6\u7684\u539f\u7406\u548c\u5199\u5165\u7684\u76f8\u5bf9\u5e94\uff0c\u5148\u8bfb\u53d6\u5b57\u6bb5\u957f\u5ea6\uff0c\u6839\u636e\u957f\u5ea6\u8bfb\u53d6\u5bf9\u5e94\u7684\u5b57\u6bb5\u5373\u53ef\u3002<\/p>\n<p>\u8fd9\u91cc\u7528\u5230\u4e86\u591a\u7ebf\u7a0b\uff0c\u8bfb\u53d6\u5728 IO \u7ebf\u7a0b\uff0c\u6570\u636e\u89e3\u6790\u5728 Default \u7ebf\u7a0b\u3002<\/p>\n<p>\u89e3\u6790\u7684\u8fc7\u7a0b\uff0c\u4f7f\u7528 <code>flatMapMerge<\/code> \u5f00\u542f\u4e86\u591a\u4e2a\u534f\u7a0b\uff0c\u63d0\u9ad8\u89e3\u6790\u7684\u901f\u5ea6\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-keyword\">var<\/span> index = AtomicInteger(<span class=\"hljs-number\">0<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">override<\/span> <span class=\"hljs-keyword\">suspend<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">process<\/span><span class=\"hljs-params\">(context: <span class=\"hljs-type\">Context<\/span>)<\/span><\/span> = withContext(Dispatchers.Default) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    flow {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        context.resources.openRawResource(R.raw.emoji_embeddings_proto).use { inputStream -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">            GZIPInputStream(inputStream).buffered().use { gzipInputStream -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">                <span class=\"hljs-keyword\">while<\/span> (<span class=\"hljs-literal\">true<\/span>) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">                    EmojiEmbeddingOuterClass.EmojiEmbedding.parseDelimitedFrom(gzipInputStream)?.let {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">                        emit(it)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">                    } ?: <span class=\"hljs-keyword\">break<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">                }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    }.flowOn(Dispatchers.IO)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        .buffer()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        .flatMapMerge { byteArray -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">            flow { emit(readEmojiData(byteArray)) }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">        }.collect {}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><span class=\"hljs-keyword\">private<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">readEmojiData<\/span><span class=\"hljs-params\">(entity: <span class=\"hljs-type\">EmojiEmbeddingOuterClass<\/span>.<span class=\"hljs-type\">EmojiEmbedding<\/span>)<\/span><\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">    <span class=\"hljs-keyword\">val<\/span> currentIdx = index.getAndIncrement()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">    <span class=\"hljs-comment\">\/\/ read data<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">}<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-9\">Compose UI<\/h3>\n<p>\u6574\u4e2a APP \u7684\u754c\u9762\u957f\u8fd9\u6837\uff1a<\/p>\n<p align=\"center\"> \n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/071ff930949076de2e5afbc1fb86abf0.png\" alt=\"daefa893e748159781bc22cb2c77d52.jpg\" \/><\/figure>\n <\/p>\n<p>\u90fd\u662f\u4e00\u4e9b\u975e\u5e38\u7b80\u5355\u7684 Compose UI \u5143\u7d20\u6784\u5efa\uff0c\u6574\u4f53\u5e03\u5c40\u4e3a <code>TextField<\/code> + <code>LazyColumn<\/code> \u7684\u7ec4\u5408\u3002<\/p>\n<p>\u5982\u7bc7\u5934\u7684\u65f6\u5e8f\u56fe\u6240\u793a\uff0c\u7528\u6237\u8f93\u5165\u76f8\u5173\u641c\u7d22\u5185\u5bb9\uff0c\u8bf7\u6c42\u5f97\u5230\u7ed3\u679c\u4e4b\u540e\uff0c\u4f7f\u7528 MVVM\uff0c\u901a\u8fc7 <code>UiState<\/code> \u7684\u65b9\u5f0f\u6765\u66f4\u65b0 UI\u3002\u5b9a\u4e49\u4e86\u5982\u4e0b\u7684 <code>UiState<\/code>\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">sealed<\/span> <span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">UiState<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-keyword\">object<\/span> Loading: UiState()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-keyword\">data<\/span> <span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">Success<\/span>(<span class=\"hljs-keyword\">val<\/span> <span class=\"hljs-keyword\">data<\/span>: List&lt;EmojiInfoEntity&gt;): UiState()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-keyword\">data<\/span> <span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">Error<\/span>(<span class=\"hljs-meta\">@StringRes<\/span> <span class=\"hljs-keyword\">val<\/span> message: <span class=\"hljs-built_in\">Int<\/span>): UiState()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-keyword\">object<\/span> Default: UiState()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">}<\/span>\n<\/code><\/pre>\n<ul>\n<li>\n<p><strong>\u6c89\u6d78\u5f0f\u72b6\u6001\u680f<\/strong><\/p>\n<p>\u4f7f\u7528\u4e86 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fgoogle%2Faccompanist\" target=\"_blank\" title=\"https:\/\/github.com\/google\/accompanist\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">accompanist-systemuicontroller<\/a> \u5e93\uff0c\u5b9e\u73b0\u8d77\u6765\u65e2\u7b80\u5355\u53c8\u65b9\u4fbf\u3002\u5728 Theme \u4e2d\u4e66\u5199\u5982\u4e0b\u4ee3\u7801\uff0c\u5373\u53ef\u5b9e\u73b0\u6c89\u6d78\u6001\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">val<\/span> systemUiController = rememberSystemUiController()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">SideEffect {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    systemUiController.setSystemBarsColor(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        color = colorScheme.background<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<li>\n<p><strong>\u641c\u7d22\u903b\u8f91\u7684\u4e66\u5199<\/strong><\/p>\n<p>Compose \u7684 <code>TextField<\/code> \u4f7f\u7528\u8d77\u6765\u4e5f\u975e\u5e38\u65b9\u4fbf\uff0c\u5982\u679c <code>TextField<\/code> \u662f\u7528\u6765\u505a\u641c\u7d22\uff0c\u90a3\u4e48\u53ea\u9700\u8981\u5982\u4e0b\u5b9a\u4e49\u5373\u53ef\uff0c\u8f6f\u952e\u76d8\u786e\u8ba4\u6309\u94ae\u7684\u4f4d\u7f6e\u4f1a\u53d8\u4e3a\u641c\u7d22\u7684 Button\uff0c\u70b9\u51fb\u540e\u4e5f\u4f1a\u6267\u884c\u76f8\u5bf9\u5e94\u7684\u64cd\u4f5c\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">TextField(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">\t  <span class=\"hljs-comment\">\/\/ other parameters ...<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    keyboardOptions = KeyboardOptions.Default.copy(imeAction = ImeAction.Search),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    keyboardActions = KeyboardActions(onSearch = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        onSearch(searchText.text)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    })<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">)<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3 data-id=\"heading-10\">\u4f7f\u7528 OpenAI API \u53d1\u9001\u7f51\u7edc\u8bf7\u6c42<\/h3>\n<p>\u8c03\u7528\u63a5\u53e3\u83b7\u53d6\u7528\u6237\u8f93\u5165\u6240\u5bf9\u5e94\u7684 Embedding\uff0c\u90fd\u662f\u4e00\u4e9b\u901a\u7528\u7684\u64cd\u4f5c\uff0c\u4e0d\u8fc7\u53c2\u8003\u4e86\u7b2c\u4e09\u65b9 SDK  <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Faallam%2Fopenai-kotlin\" target=\"_blank\" title=\"https:\/\/github.com\/aallam\/openai-kotlin\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/aallam\/open\u2026<\/a> \u7684\u5b9e\u73b0\uff0c\u7f29\u51cf\u4e86\u4e00\u90e8\u5206\u5de5\u4f5c\u91cf\u3002<\/p>\n<p>\u7f51\u7edc\u63a5\u53e3\u4ee3\u7801\u4e5f\u7b80\u5355\u8d34\u4e00\u4e0b\u5427\uff0c<code>API_KEY<\/code> \u653e\u5728\u4e86 <code>BuildConfig<\/code> \u91cc\u8fb9\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">interface<\/span> <span class=\"hljs-title class_\">OpenAIAPI<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-meta\">@Headers(<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        <span class=\"hljs-string\">\"Content-Type:application\/json\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        <span class=\"hljs-string\">\"Authorization:Bearer <span class=\"hljs-subst\">${BuildConfig.API_KEY}<\/span>\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-meta\">@POST(<span class=\"hljs-string\">\"v1\/embeddings\"<\/span>)<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    <span class=\"hljs-keyword\">suspend<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">getEmbedding<\/span><span class=\"hljs-params\">(<span class=\"hljs-meta\">@Body<\/span> request: <span class=\"hljs-type\">EmbeddingRequest<\/span>)<\/span><\/span>: EmbeddingResponse<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">}<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-11\">\u8ba1\u7b97\u5f97\u51fa\u6700\u76f8\u5173\u7684 Emojis<\/h3>\n<p>\u4ece OpenAI API \u62ff\u5230\u7528\u6237\u8f93\u5165\u7684 Embedding \u6570\u636e\u4e4b\u540e\uff0c\u9700\u8981\u548c\u4e4b\u524d\u7684 Protocol Buffers \u683c\u5f0f\u7684 Emojis Embedding \u6570\u636e\u505a\u4e00\u6b21\u77e9\u9635\u70b9\u79ef\u8fd0\u7b97\uff0c\u5f97\u5230\u7684\u70b9\u79ef\u8d8a\u5927\uff0c\u5373\u548c\u7528\u6237\u8f93\u5165\u7684\u76f8\u4f3c\u5ea6\u8d8a\u9ad8(<strong>\u5982\u679c\u4e24\u4e2a\u5411\u91cf\u7684\u70b9\u79ef\u8d8a\u5927\uff0c\u5219\u8868\u660e\u4e24\u4e2a\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u8d8a\u9ad8<\/strong>)\u3002\u5177\u4f53\u53ef\u4ee5\u8868\u793a\u6210\u5982\u4e0b\u516c\u5f0f\u6240\u793a\uff1a<\/p>\n<div class=\"math math-display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mtext mathvariant=\"bold\">A<\/mtext><mo>\u2208<\/mo><msup><mi mathvariant=\"double-struck\">R<\/mi><mrow><mn>3753<\/mn><mo>\u00d7<\/mo><mn>1536<\/mn><\/mrow><\/msup><mo separator=\"true\">,<\/mo><mtext mathvariant=\"bold\">B<\/mtext><mo>\u2208<\/mo><msup><mi mathvariant=\"double-struck\">R<\/mi><mrow><mn>1536<\/mn><mo>\u00d7<\/mo><mn>1<\/mn><\/mrow><\/msup><mo separator=\"true\">,<\/mo><mtext mathvariant=\"bold\">C<\/mtext><mo>\u2208<\/mo><msup><mi mathvariant=\"double-struck\">R<\/mi><mrow><mn>3753<\/mn><mo>\u00d7<\/mo><mn>1<\/mn><\/mrow><\/msup><mspace linebreak=\"newline\"><\/mspace><mtext mathvariant=\"bold\">C<\/mtext><mo>=<\/mo><mtext mathvariant=\"bold\">A<\/mtext><mo>\u22c5<\/mo><mtext mathvariant=\"bold\">B<\/mtext><mo>=<\/mo><mi mathvariant=\"normal\">\u2223<\/mi><mi mathvariant=\"normal\">\u2223<\/mi><mtext mathvariant=\"bold\">A<\/mtext><mi mathvariant=\"normal\">\u2223<\/mi><mi mathvariant=\"normal\">\u2223<\/mi><mtext>\u2009<\/mtext><mi mathvariant=\"normal\">\u2223<\/mi><mi mathvariant=\"normal\">\u2223<\/mi><mtext mathvariant=\"bold\">B<\/mtext><mi mathvariant=\"normal\">\u2223<\/mi><mi mathvariant=\"normal\">\u2223<\/mi><mtext>\u2009<\/mtext><mi>cos<\/mi><mo>\u2061<\/mo><mo stretchy=\"false\">(<\/mo><mtext mathvariant=\"bold\">x<\/mtext><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">textbf{A} in mathbb{R}^{3753 times 1536}, textbf{B} in mathbb{R}^{1536 times 1}, textbf{C} in mathbb{R}^{3753 times 1} \\ textbf{C} = textbf{A} cdot textbf{B} = ||textbf{A}|| , ||textbf{B}|| , cos(textbf{x})<\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.7252em;vertical-align:-0.0391em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">A<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:1.0585em;vertical-align:-0.1944em;\"><\/span><span class=\"mord\"><span class=\"mord mathbb\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.8641em;\"><span style=\"top:-3.113em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">3753<\/span><span class=\"mbin mtight\">\u00d7<\/span><span class=\"mord mtight\">1536<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">B<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:1.0585em;vertical-align:-0.1944em;\"><\/span><span class=\"mord\"><span class=\"mord mathbb\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.8641em;\"><span style=\"top:-3.113em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">1536<\/span><span class=\"mbin mtight\">\u00d7<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">C<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.8641em;\"><\/span><span class=\"mord\"><span class=\"mord mathbb\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.8641em;\"><span style=\"top:-3.113em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">3753<\/span><span class=\"mbin mtight\">\u00d7<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace newline\"><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.6861em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">C<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><span class=\"mrel\">=<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.6861em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">A<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2222em;\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right:0.2222em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.6861em;\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">B<\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><span class=\"mrel\">=<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height:1em;vertical-align:-0.25em;\"><\/span><span class=\"mord\">\u2223\u2223<\/span><span class=\"mord text\"><span class=\"mord textbf\">A<\/span><\/span><span class=\"mord\">\u2223\u2223<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"><\/span><span class=\"mord\">\u2223\u2223<\/span><span class=\"mord text\"><span class=\"mord textbf\">B<\/span><\/span><span class=\"mord\">\u2223\u2223<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"><\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"><\/span><span class=\"mop\">cos<\/span><span class=\"mopen\">(<\/span><span class=\"mord text\"><span class=\"mord textbf\">x<\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/div>\n<p>\u4ee3\u7801\u5b9e\u73b0\u4e0a\uff0c\u5219\u4f7f\u7528\u5230\u4e86 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FKotlin%2Fmultik\" target=\"_blank\" title=\"https:\/\/github.com\/Kotlin\/multik\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/Kotlin\/mult\u2026<\/a> \u8fd9\u4e2a Kotlin \u5b98\u65b9\u7684\u77e9\u9635\u8fd0\u7b97\u5e93\u3002\u4f7f\u7528\u5176\u63d0\u4f9b\u7684\u6570\u636e\u7ed3\u6784\u5b58\u50a8 Embedding \u6570\u636e\u540e\uff0c\u8c03\u7528\u5176 <code>dot<\/code> \u65b9\u6cd5\u5373\u53ef\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">const<\/span> <span class=\"hljs-keyword\">val<\/span> EMOJI_EMBEDDING_SIZE = <span class=\"hljs-number\">3753<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">const<\/span> <span class=\"hljs-keyword\">val<\/span> EMBEDDING_LENGTH_PER_EMOJI = <span class=\"hljs-number\">1536<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">val<\/span> emojiEmbeddings = mk.zeros&lt;<span class=\"hljs-built_in\">Float<\/span>&gt;(EMOJI_EMBEDDING_SIZE, EMBEDDING_LENGTH_PER_EMOJI)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-keyword\">val<\/span> embeddingReshaped = mk.ndarray(embedding).reshape(EMBEDDING_LENGTH_PER_EMOJI, <span class=\"hljs-number\">1<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-keyword\">val<\/span> dotResult = emojiEmbeddings.dot(embeddingReshaped).flatten().toList()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">result = topKIndices(dotResult, topK)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">topKIndices<\/span><span class=\"hljs-params\">(list: <span class=\"hljs-type\">List<\/span>&lt;<span class=\"hljs-type\">Float<\/span>&gt;, k: <span class=\"hljs-type\">Int<\/span>)<\/span><\/span>: List&lt;<span class=\"hljs-built_in\">Int<\/span>&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-keyword\">val<\/span> indices = List(list.size) { index -&gt; index }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-keyword\">return<\/span> indices.sortedByDescending { list[it] }.take(k)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">}<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-12\">\u5f85\u4f18\u5316\u53ca\u8e29\u5751\u9879<\/h2>\n<h3 data-id=\"heading-13\">\u4f7f\u7528\u540e\u7aef\u670d\u52a1\u5668\u505a\u5206\u53d1\uff0c\u5b9e\u73b0\u56fd\u5185\u7684\u76f4\u63a5\u8bbf\u95ee<\/h3>\n<p>\u5f53\u524d\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528 APP \u65f6\uff0c\u9700\u8981\u5f00\u542f\u79d1\u5b66\u4e0a\u7f51\u3002\u5982\u679c\u53ef\u4ee5\u642d\u5efa\u4e00\u4e2a\u56fd\u5916\u670d\u52a1\u5668\u4f5c\u4e3a\u8df3\u677f\u673a\u6765\u8bbf\u95ee OpenAI \u7684 API\uff0c\u90a3\u4e48\u56fd\u5185\u7528\u6237\u5c31\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u4e86\uff0c\u786e\u5b9e\u80fd\u6781\u5927\u7684\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002\u4e8e\u662f\u6211\u53c2\u8003 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F612576046\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/612576046\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u76f8\u5173\u6559\u7a0b<\/a> \uff0c\u5c1d\u8bd5\u4f7f\u7528\u817e\u8baf\u4e91\u51fd\u6570\uff0c\u7528 Python \u7b80\u5355\u642d\u5efa\u4e00\u4e0b\u3002<\/p>\n<p>\u5c1d\u8bd5\u4e86\u7845\u8c37\u548c\u65b0\u52a0\u5761\u7684\u670d\u52a1\u5668\uff0c\u4f7f\u7528\u5982\u4e0b\u547d\u4ee4\u6d4b\u8bd5\uff0c\u6bcf\u6b21\u8bf7\u6c42\u90fd\u662f\u8fd4\u56de 443 Timeout\uff0c\u6839\u672c\u6ca1\u529e\u6cd5\u8bbf\u95ee\uff0c\u8003\u8651\u5230 OpenAI API \u5728\u56fd\u5185\u7684\u8bf8\u591a\u9650\u5236\uff0c\u9042\u653e\u5f03\u4e86\uff0c\u5176\u4ed6\u5bb6\u4f30\u8ba1\u4e5f\u5f88\u96be\u4fdd\u6301\u7a33\u5b9a\u3002<\/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\">curl https:\/\/api.openai.com\/v1\/embeddings <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  -H <span class=\"hljs-string\">\"Content-Type: application\/json\"<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  -H <span class=\"hljs-string\">\"Authorization: Bearer API_KEY\"<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  -d <span class=\"hljs-string\">'{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    \"input\": \"Your text string goes here\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    \"model\": \"text-embedding-ada-002\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">  }'<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-14\">\u4f7f\u7528 Mobile-Bert\uff0c\u5b9e\u73b0\u672c\u5730\u5316\u90e8\u7f72<\/h3>\n<p>\u5b9e\u9645\u4e0a\uff0c\u5b9e\u73b0\u4e00\u4e2a Emoji Search \u7684\u529f\u80fd\uff0c\u5b8c\u5168\u53ef\u4ee5\u81ea\u5df1\u8bad\u7ec3\u4e00\u4e2a Embedding \u6a21\u578b\uff0c\u4e8e\u662f\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u6211\u4e5f\u82b1\u4e86\u5927\u628a\u65f6\u95f4\u8fdb\u884c\u5c1d\u8bd5\u3002<\/p>\n<p>\u60f3\u6cd5\u4e5f\u975e\u5e38\u7b80\u5355\u76f4\u63a5\uff0c\u4f7f\u7528 Mobile-Bert \u6765\u5b9e\u73b0\u672c\u5730\u63a8\u7406\uff0c\u8fd9\u6837\u6211\u5c31\u53ef\u4ee5\u4e0d\u9700\u8981\u8c03\u7528 OpenAI \u7684 API \u4e86\u3002<\/p>\n<p>\u8d76\u7d27\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 Mobile-Bert \u5c1d\u8bd5\u4e86\u4e00\u4e0b\uff0c\u7ed3\u679c\u53d1\u73b0\u4e0d\u7ba1\u6211\u641c\u7d22\u4ec0\u4e48\uff0c\u8f93\u51fa\u7684\u90fd\u662f\u8fd9\u4e9b\u5185\u5bb9\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">less<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-less code-block-extension-codeShowNum\" lang=\"less\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-selector-tag\">get_top_relevant_emojis<\/span>, <span class=\"hljs-selector-tag\">ind<\/span>:  <span class=\"hljs-selector-attr\">[ 661 1529 2221  564 3114]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-selector-tag\">result<\/span>:  <span class=\"hljs-selector-attr\">[    {<span class=\"hljs-string\">'emoji'<\/span>: <span class=\"hljs-string\">'\ud83c\udf9b'<\/span>, <span class=\"hljs-string\">'message'<\/span>: <span class=\"hljs-string\">'Control knobs'<\/span>, <span class=\"hljs-string\">'score'<\/span>: 1.0089411635249676e+16},     {<span class=\"hljs-string\">'emoji'<\/span>: <span class=\"hljs-string\">'\ud83d\udd10'<\/span>, <span class=\"hljs-string\">'message'<\/span>: <span class=\"hljs-string\">'Closed lock with key'<\/span>, <span class=\"hljs-string\">'score'<\/span>: 9776858819601088.0},     {<span class=\"hljs-string\">'emoji'<\/span>: <span class=\"hljs-string\">'\ud83d\udcc2'<\/span>, <span class=\"hljs-string\">'message'<\/span>: <span class=\"hljs-string\">'Open file folder'<\/span>, <span class=\"hljs-string\">'score'<\/span>: 9320027788615100.0},     {<span class=\"hljs-string\">'emoji'<\/span>: <span class=\"hljs-string\">'\ud83d\uddc3'<\/span>, <span class=\"hljs-string\">'message'<\/span>: <span class=\"hljs-string\">'Card file box'<\/span>, <span class=\"hljs-string\">'score'<\/span>: 8816309843148762.0},     {<span class=\"hljs-string\">'emoji'<\/span>: <span class=\"hljs-string\">'\u2122'<\/span>, <span class=\"hljs-string\">'message'<\/span>: <span class=\"hljs-string\">'Trade mark sign'<\/span>, <span class=\"hljs-string\">'score'<\/span>: 8319274302748725.0}]<\/span><\/span>\n<\/code><\/pre>\n<p>\u770b\u4e86\u8fd9\u7bc7<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fstackoverflow.com%2Fquestions%2F69465778%2Femojis-are-regarded-as-unknownunk-in-bert\" target=\"_blank\" title=\"https:\/\/stackoverflow.com\/questions\/69465778\/emojis-are-regarded-as-unknownunk-in-bert\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u89e3\u7b54<\/a>\uff0c\u9884\u8bad\u7ec3\u7684 Bert \u6a21\u578b\uff0c\u5bf9 emoji \u652f\u6301\u5e76\u4e0d\u53cb\u597d\uff0cEmoji \u76f8\u5173\u7684\u6570\u636e\u592a\u5c11\u4e86\u3002\u63a5\u4e0b\u6765\uff0c\u53c8\u5c1d\u8bd5\u4e86\u4e00\u6ce2 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FUKPLab%2Fsentence-transformers%2Fissues%2F1177\" target=\"_blank\" title=\"https:\/\/github.com\/UKPLab\/sentence-transformers\/issues\/1177\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">DistilRoBERTa<\/a>\u3002\u6548\u679c\u4f9d\u65e7\u5f88\u5dee\uff0c\u5982\u679c\u9700\u8981\u5b9e\u73b0\u672c\u5730\u63a8\u7406\u7684\u8bdd\uff0c\u9700\u8981\u81ea\u5df1\u641c\u96c6 Emoji \u6570\u636e\u6765\u8bad\u7ec3\u4e86\u3002\u8003\u8651\u5230\u65f6\u95f4\u6210\u672c\uff0c\u51c6\u5907\u5148\u653e\u5f03\u672c\u5730\u63a8\u7406\u7684\u65b9\u6848\u3002\u4e0d\u8fc7\u4ee5\u540e\u81ea\u5df1\u80af\u5b9a\u9700\u8981\u53bb\u505a\u8fd9\u4e9b\u7684\uff01<\/p>\n<h3 data-id=\"heading-15\">\u964d\u4f4e Embedding \u7684\u7ef4\u5ea6<\/h3>\n<p>\u901a\u8fc7 OpenAI API \u5f97\u5230\u7684 Embedding \u5411\u91cf\u7ef4\u5ea6\u4e3a1536\uff0c\u5176\u5b9e\u9488\u5bf9\u53ea\u6709 3000 \u591a\u6761 Emoji \u6570\u636e\u8fdb\u884c\u641c\u7d22\u7684\u573a\u666f\uff0c1536 \u7ef4\u786e\u5b9e\u6ca1\u6709\u5fc5\u8981\u3002\u4e8e\u662f\u6211\u5c1d\u8bd5\u4f7f\u7528 <code>PCA<\/code> \u7b97\u6cd5\u5bf9 Embedding \u6570\u636e\u5b9e\u73b0\u964d\u7ef4\u64cd\u4f5c\u3002\u53d1\u73b0\u964d\u5230 100 \u7ef4\u7684\u6837\u5b50\uff0c\u80fd\u4fdd\u6301\u76f8\u5bf9\u4e8e\u539f\u59cb\u6570\u636e 0.77650886 \u7684\u51c6\u786e\u7387\u3002\u8fd9\u5bf9\u4e8e\u5f53\u524d\u573a\u666f\u6765\u8bf4\uff0c\u5b8c\u5168\u8db3\u591f\u4e86\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u964d\u7ef4\u4e4b\u540e\uff0c\u6211\u9700\u8981\u4fdd\u5b58\u5e76\u52a0\u8f7d <code>PCA<\/code> \u7684\u76f8\u5173\u6743\u91cd\u6587\u4ef6\uff0c\u867d\u7136\u53ef\u4ee5\u51cf\u5c11\u8f83\u591a\u7684\u5305\u4f53\u79ef\uff0c\u4f46\u662f\u4f1a\u628a\u6570\u636e\u52a0\u8f7d\u7684\u8fc7\u7a0b\u5f04\u5f97\u66f4\u52a0\u590d\u6742\uff0c\u66f4\u96be\u7ef4\u62a4\uff0c\u4e8e\u662f\u5c31\u6ca1\u6709\u5b9e\u9645\u5728 APP \u4e0a\u5b9e\u73b0\u4e86\uff0c\u53ea\u4f7f\u7528 Python \u8fdb\u884c\u4e86\u7b80\u5355\u7684\u6d4b\u8bd5\u3002<\/p>\n<h3 data-id=\"heading-16\">Python \u7aef\u76f4\u63a5\u4fdd\u5b58\u6210 Protocol Buffers \u6587\u4ef6<\/h3>\n<p>\u5728 <strong>\u5c06 Emoji \u6570\u636e\u8f6c\u6362\u4e3a Protocol Buffers \u683c\u5f0f<\/strong> \u90a3\u4e00\u8282\uff0c\u6211\u4f7f\u7528 Kotlin \u5c06 Json \u683c\u5f0f\u7684\u6570\u636e\u8f6c\u6362\u4e3a Protocol Buffers \u683c\u5f0f\u3002\u5176\u5b9e Protocol Buffers \u4f5c\u4e3a\u652f\u6301\u4f17\u591a\u8bed\u8a00\u7684\u4e00\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6\u5b58\u50a8\u534f\u8bae\uff0c\u4f7f\u7528 Python \u8f6c\u6362\uff0cKotlin \u8bfb\u53d6\u4f1a\u66f4\u52a0\u65b9\u4fbf\u3002<\/p>\n<p>\u800c\u8f6c\u6362\u548c\u8bfb\u53d6\u90fd\u4f7f\u7528 Kotlin \u7684\u539f\u56e0\uff0c\u662f\u56e0\u4e3a Python \u7684 <strong><code>float<\/code><\/strong> \u7c7b\u578b\u9ed8\u8ba4\u4e3a\u53cc\u7cbe\u5ea6\u6d6e\u70b9\u6570\uff0c\u5360\u7528 8 \u4e2a Byte\uff0cKotlin \u7684 <strong><code>float<\/code><\/strong> \u662f\u5355\u7cbe\u5ea6\u6d6e\u70b9\u6570\uff0c\u5360\u7528 4 \u5b57\u8282\uff0832 \u4f4d\uff09\u7684\u5185\u5b58\u3002\u4e3e\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<p>\u6709\u5982\u4e0b\u7684\u6570\u636e\u9700\u8981\u4f7f\u7528 Protocol Buffers \u5b58\u50a8<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"embed\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-number\">1.1<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-number\">1.1<\/span><span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<p>\u4f7f\u7528 Python \u5e8f\u5217\u5316\u540e\u5f97\u5230\u7684 Byte \u6570\u7ec4\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\">26, 16, 154, 153, 153, 153, 153, 153, 241, 63, 154, 153, 153, 153, 153, 153, 241, 63<\/span>\n<\/code><\/pre>\n<p>\u4f7f\u7528 Kotlin \u5e8f\u5217\u5316\u540e\u5f97\u5230\u7684 Byte \u6570\u7ec4\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\">26, 8, 205, 204, 140, 63, 205, 204, 140, 63<\/span>\n<\/code><\/pre>\n<p>\u7b2c\u4e00\u4e2a Byte 26 \u8868\u793a\u7684\u662f\u6570\u636e\u7c7b\u578b\uff0c\u7b2c\u4e8c\u4e2a Byte 16 \u548c 8 \u8868\u793a\u6570\u636e\u7684\u957f\u5ea6\uff0c\u7531\u4e8e\u662f 2 \u4e2a Float \u6570\u5b57\uff0c\u6240\u4ee5\u5728 Python \u4e2d\u7684\u5927\u5c0f\u4e3a 16\uff0c\u800c\u5728 Kotlin \u4e2d\u5360\u7528\u7684\u5927\u5c0f\u4e3a 8\u3002<\/p>\n<h3 data-id=\"heading-17\">Android \u7aef\u77e9\u9635\u8fd0\u7b97 SDK \u7684\u9009\u62e9<\/h3>\n<p>\u8fd9\u91cc\u867d\u7136\u4e0d\u662f\u4ec0\u4e48\u5927\u89c4\u6a21\u7684\u77e9\u9635\u8fd0\u7b97\uff0c\u4f46\u662f\u4e3a\u4e86\u63d0\u5347\u77e9\u9635\u8fd0\u7b97\u7684\u901f\u5ea6\uff0c\u8fd8\u662f\u6709\u4e00\u4e9b\u503c\u5f97\u53d6\u820d\u7684\u70b9\u3002<\/p>\n<p>\u662f\u4f7f\u7528 Koltin \u539f\u751f\uff0c\u8fd8\u662f\u4f7f\u7528 Native\uff0c\u4ea6\u6216\u662f\u4f7f\u7528 Pytorch Mobile \u6216\u8005 RenderScript\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u60f3\u7684\u662f\u5148\u4e0d\u8981\u641e\u90a3\u4e48\u590d\u6742\uff0c\u5148\u4e0d\u8003\u8651\u81ea\u5df1\u53bb\u8dd1 Benchmark \u7136\u540e\u51b3\u5b9a\u4f7f\u7528\u54ea\u4e2a\uff0c\u76f4\u63a5\u4f7f\u7528 Kotlin \u5b98\u65b9\u7684\uff0c\u4f7f\u7528 Native \u65b9\u6cd5\u5b9e\u73b0\u7684\u5e93 viktor\u3002RenderScript \u9002\u7528\u4e8e\u56fe\u50cf\u56fe\u50cf\u5904\u7406\uff0c\u89c6\u9891\u7f16\u8f91\u7b49\u3002Pytorch \u9002\u7528\u4e8e\u5927\u89c4\u6a21\u7684\u77e9\u9635\u8fd0\u7b97\uff0c\u800c\u4e14\u4f1a\u589e\u52a0\u5305\u4f53\u79ef\u3002\u5355\u6b21\u7684\u7b80\u5355\u7684\u77e9\u9635\u8fd0\u7b97\uff0c\u6211\u60f3\uff0c\u6211\u60f3\u4f7f\u7528 Native \u65b9\u6cd5\u5b9e\u73b0\u7684  viktor \u5df2\u7ecf\u591f\u7528\u4e86\u3002<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FJetBrains-Research%2Fviktor\" target=\"_blank\" title=\"https:\/\/github.com\/JetBrains-Research\/viktor\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">viktor<\/a> \u7684\u4f7f\u7528<\/p>\n<p align=\"center\"> \n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4bdf8cd08cd9e7ccbed5b40d660d8362.png\" alt=\"Untitled 1.png\" \/><\/figure>\n <\/p>\n<p>\u770b\u5230\u8fd9\u5f20\u56fe\uff0c\u6211\u6574\u4e2a\u4eba\u76f4\u63a5\u6c89\u9ed8\u4e86\uff0cviktor \u5e93\u7684 dot \u65b9\u6cd5\uff0c\u4e0d\u6301\u652f\u591a\u7ef4\u5411\u91cf\uff0c\u53ea\u652f\u6301\u4e00\u7ef4\u5411\u91cf\u548c\u4e00\u7ef4\u5411\u91cf\u4e4b\u95f4\u6c42\u70b9\u79ef\uff01\u53ea\u80fd\u518d\u627e\u627e\u5176\u4ed6\u7684\u4e86\u3002<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FKotlin%2Fmultik\" target=\"_blank\" title=\"https:\/\/github.com\/Kotlin\/multik\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">multik<\/a> \u7684\u4f7f\u7528<\/p>\n<p>\u540c\u6837\u662f Kotlin \u5b98\u65b9\u7684\u5e93\uff0c multik \u6bd4 viktor \u8981\u597d\u5f88\u591a\uff0c\u81f3\u5c11\u652f\u6301\u591a\u7ef4\u5411\u91cf\u7684\u70b9\u79ef\u4e86\u3002\u4f46\u662f\u6ca1\u529e\u6cd5\u7528 Native \u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a Native \u5e93\u8fd8\u6ca1\u6709\u7f16\u8bd1 Windows \u5e73\u53f0\u7684\u3002\u4f7f\u7528\u7684\u662f Kotlin \u539f\u751f\u8fdb\u884c\u8ba1\u7b97\uff0c\u6bcf\u6b21 reshape + dot \u8fd0\u7b97\u5927\u6982\u82b1\u8d39 70ms \u7684\u6837\u5b50\uff0c\u662f\u5b8c\u5168\u53ef\u4ee5\u63a5\u53d7\u7684\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 Kotlin \u4ee3\u7801<\/p>\n<p>\u7b80\u5355\u5b9e\u73b0\u4e86\u4e00\u4e0b Kotlin \u7684\u77e9\u9635\u70b9\u79ef\u64cd\u4f5c\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">val<\/span> emojiEmbeddings = Array(EMOJI_EMBEDDING_SIZE) { FloatArray(EMBEDDING_LENGTH_PER_EMOJI) }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">fun<\/span> <span class=\"hljs-title\">calculateDot<\/span><span class=\"hljs-params\">(embeddings: <span class=\"hljs-type\">Array<\/span>&lt;<span class=\"hljs-type\">FloatArray<\/span>&gt;, resEmbedding: <span class=\"hljs-type\">FloatArray<\/span>)<\/span><\/span>: FloatArray {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-keyword\">val<\/span> result = FloatArray(embeddings.size)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    embeddings.forEachIndexed { index, embedding -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        result[index] = embedding.zip(resEmbedding).fold(<span class=\"hljs-number\">0f<\/span>) { res, cur -&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">            res + cur.first * cur.second<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-keyword\">return<\/span> result<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">}<\/span>\n<\/code><\/pre>\n<p>\u548c multik \u6bd4\u8d77\u6765\uff0c\u5dee\u8ddd\u8fd8\u662f\u86ee\u5927\u7684\uff0cKotlin \u7684\u5b9e\u73b0\u8017\u65f6\u5728 700ms\uff0c\u662f multik \u7684 10 \u500d\u3002<\/p>\n<\/li>\n<\/ul>\n<h2 data-id=\"heading-18\">Reference<\/h2>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.emojisearch.app%2F\" target=\"_blank\" title=\"https:\/\/www.emojisearch.app\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Emoji Search<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Flilianweng%2Femoji-semantic-search\" target=\"_blank\" title=\"https:\/\/github.com\/lilianweng\/emoji-semantic-search\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/lilianweng\/\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.unicode.org%2Freports%2Ftr51%2Ftr51-21.html\" target=\"_blank\" title=\"https:\/\/www.unicode.org\/reports\/tr51\/tr51-21.html\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">UTS #51: Unicode Emoji<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fcarpedm20%2Femoji\" target=\"_blank\" title=\"https:\/\/github.com\/carpedm20\/emoji\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/carpedm20\/e\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Fdraw.io\" target=\"_blank\" title=\"http:\/\/draw.io\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Flowchart Maker &amp; Online Diagram Software<\/a><\/p>\n<p><a href=\"https:\/\/juejin.cn\/post\/7253744712409071673\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7253744712409071673\" rel=\"noopener\">Android \u5f53\u4f60\u9700\u8981\u8bfb\u4e00\u4e2a 47M \u7684 json.gz \u6587\u4ef6 &#8211; \u6398\u91d1<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Faallam%2Fopenai-kotlin\" target=\"_blank\" title=\"https:\/\/github.com\/aallam\/openai-kotlin\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/aallam\/open\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F612576046\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/612576046\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u817e\u8baf\u4e91\u51fd\u65701\u5206\u949f\u642d\u5efa OpenAI \u56fd\u5185\u4ee3\u7406<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FKotlin%2Fmultik\" target=\"_blank\" title=\"https:\/\/github.com\/Kotlin\/multik\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/Kotlin\/mult\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FJetBrains-Research%2Fviktor\" target=\"_blank\" title=\"https:\/\/github.com\/JetBrains-Research\/viktor\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/JetBrains-R\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fzenled%2FEmoji_Browser\" target=\"_blank\" title=\"https:\/\/github.com\/zenled\/Emoji_Browser\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/zenled\/Emoj\u2026<\/a><\/p>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ffonts.google.com%2Ficons\" target=\"_blank\" title=\"https:\/\/fonts.google.com\/icons\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">fonts.google.com\/icons<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u4f7f\u7528 OpenAI API \u7684 Embedding \u6a21\u578b\u5b9e\u73b0 Emoji Search \u7684 Android APP\u3002\u8f93\u5165\u4e00\u6bb5\u4f60\u5bf9\u4e8e\u76f8\u5173 Emoji \u7684\u63cf\u8ff0\uff0c\u6765\u627e\u5230\u5bf9\u5e94\u7684 Emoji \u8868\u60c5<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"EmojiSearch Android\u5f00\u53d1\u5b9e\u6218\uff1a\u4ece0\u52301 - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u672c\u6587\u5206\u4eab\u4e86\u4f5c\u8005\u5f00\u53d1 EmojiSearch Android \u7248\u672c\u7684\u7ecf\u9a8c\uff0c\u4ece\u6570\u636e\u51c6\u5907\u3001APP\u6784\u5efa\u5230\u4f18\u5316\u65b9\u6848\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4f7f\u7528 OpenAI \u548c Protocol Buffers \u7b49\u6280\u672f\u5b9e\u73b0 Emoji \u641c\u7d22\u529f\u80fd\u7684\u8fc7\u7a0b\uff0c\u5e76\u63a2\u8ba8\u4e86\u964d\u7ef4\u3001\u672c\u5730\u5316\u90e8\u7f72\u7b49\u4f18\u5316\u65b9\u5411\u3002","rank_math_focus_keyword":"EmojiSearch, Android \u5f00\u53d1, OpenAI, Embedding, Protocol Buffers","views":"40","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1262","post","type-post","status-publish","format-standard","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1262","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1262"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1262\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1262"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}