{"id":418,"date":"2025-03-25T10:12:30","date_gmt":"2025-03-25T10:12:30","guid":{"rendered":"https:\/\/boochlin.com\/?p=418"},"modified":"2026-09-19T19:17:41","modified_gmt":"2026-09-19T19:17:41","slug":"android-%e7%88%9b%e8%a3%9d%e7%bd%ae%e6%83%b3%e8%b7%91%e4%ba%ba%e8%87%89%e8%be%a8%e8%ad%983-%e8%a8%98%e6%86%b6%e9%ab%94%e5%84%aa%e5%8c%96-zramswapksm%ef%bc%8ezram-%e6%9c%80%e5%a5%bd%e7%94%a8","status":"publish","type":"post","link":"https:\/\/boochlin.com\/?p=418","title":{"rendered":"Android \u721b\u88dd\u7f6e\u60f3\u8dd1\u4eba\u81c9\u8fa8\u8b583 \u2013 \u7cfb\u7d71\u512a\u5316\uff1aZRAM, SWAP, KSM \u64f4\u5f35\u6700\u5927\u503c"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/boochlin.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-22-2025-05_20_38-AM.png\" alt=\"\"><\/p>\n<p>\u4e0a\u4e00\u7bc7\u628a\u9ad8\u901a BSP \u9810\u8f09\u7684\u7121\u7528\u7cfb\u7d71\u670d\u52d9\u4e00\u9663\u4e82\u780d\uff0c\u958b\u6a5f\u5e38\u99d0\u5f9e 1,300MB \u964d\u5230 780MB\uff0c\u597d\u4e0d\u5bb9\u6613\u6436\u56de 520MB \u5be6\u9ad4\u8a18\u61b6\u9ad4\u3002<\/p>\n<p>\u4f46\u73fe\u5834\u7684\u5c0f\u5b78\u6578\u5b78\u984c\u4f9d\u820a\u6b98\u9177\u5f97\u8b93\u4eba\u60f3\u7b11\uff1a<\/p>\n<pre><code class=\"hljs language-plaintext\">  1,900 MB (\u53ef\u7528\u5be6\u9ad4 RAM\uff0c\u5df2\u6263\u9664\u57fa\u983b\u4fdd\u7559\u5340)\n-   780 MB (\u526a\u88c1\u5f8c\u7684 Android 10 \u7cfb\u7d71\u5e38\u99d0)\n-   950 MB (RGB 1080p + ToF \u96d9\u76f8\u6a5f ION\/DMA \u7de9\u885d\u5340)\n------------------------------------------------------\n    170 MB (\u7559\u7d66\u4eba\u81c9\u8fa8\u8b58\u4e3b\u7a0b\u5f0f\u7684\u5168\u90e8\u7a7a\u6c23)<\/code><\/pre>\n<p>170MB \u770b\u4f3c\u5927\u65bc\u96f6\uff0c\u4f46\u5728\u5de5\u696d\u7d1a\u5373\u6642\u8fa8\u8b58\u7cfb\u7d71\u9762\u524d\uff0c\u9019\u9ede\u7a7a\u9593\u6bd4\u514d\u6d17\u7d19\u676f\u9084\u8584\u3002\u4eba\u81c9\u7279\u5fb5\u5eab\u8f09\u5165\u5403 45MB\u3001\u6a21\u578b\u63a8\u8ad6\u6b0a\u91cd\u5403 60MB\u3001\u5e7e\u767e\u500b\u4eba\u81c9\u8ffd\u8e64\u6b77\u53f2\u7d50\u69cb\u9ad4\u518d\u5403\u500b 30MB\uff0c\u8a18\u61b6\u9ad4\u6c34\u4f4d\u77ac\u9593\u63a8\u5230\u61f8\u5d16\u908a\u7de3\u3002\u53ea\u8981\u6f14\u7b97\u6cd5\u5728\u77ac\u6642\u4e26\u884c\u6642\u591a\u8981\u5169\u584a\u81e8\u6642\u7de9\u885d\u5340\uff0cAndroid \u7684\u5e95\u5c64\u5c60\u592b LMKD \u5c31\u6703\u63d0\u8457\u5927\u5200\u885d\u51fa\u4f86\u628a\u4f60\u7684\u4e3b\u7a0b\u5f0f\u7576\u5834\u8655\u6c7a\u3002<\/p>\n<p>\u786c\u9ad4\u710a\u6b7b\u5728 PCB \u677f\u4e0a\uff0c\u8001\u95c6\u4e0d\u53ef\u80fd\u52a0\u9322\u63db 3GB RAM\u3002<\/p>\n<p>\u9019\u6642\u5019\uff0c\u5f88\u591a\u5de5\u7a0b\u5e2b\u8166\u5b50\u88e1\u6703\u6d6e\u73fe\u51fa Linux \u6838\u5fc3\u7684\u4e09\u5927\u64f4\u5f35\u9ed1\u9b54\u6cd5\uff1a<strong>KSM\uff08\u8a18\u61b6\u9ad4\u5408\u4f75\uff09<\/strong>\u3001<strong>\u50b3\u7d71 Flash SWAP\uff08\u786c\u789f\u4ea4\u63db\uff09<\/strong>\u3001\u4ee5\u53ca <strong>ZRAM\uff08\u8a18\u61b6\u9ad4\u58d3\u7e2e\u4ea4\u63db\uff09<\/strong>\u3002<\/p>\n<p>\u5728 4 \u6838\u5fc3\u5f31 CPU \u7684\u5de5\u63a7\u677f\u5b50\u4e0a\uff0c\u4e82\u958b\u6838\u5fc3\u529f\u80fd\u4e0d\u53eb\u6700\u4f73\u5316\uff0c\u53eb\u81ea\u5c0b\u6b7b\u8def\u3002\u9019\u7bc7\u5c31\u4f86\u8a18\u9304\u6211\u5011\u5728 QM215 \u4e0a\u6478\u722c\u6efe\u6253\uff0c\u628a\u9019\u4e09\u5927\u9ed1\u9b54\u6cd5\u7ffb\u500b\u5e95\u671d\u5929\u7684\u73fe\u5834\u771f\u76f8\u3002<\/p>\n<hr>\n<h2>1. \u7269\u7406\u9435\u5f8b\uff1a\u70ba\u4ec0\u9ebc DMA \/ ION \u7de9\u885d\u5340\u78b0\u90fd\u4e0d\u80fd\u78b0\uff1f<\/h2>\n<p>\u5728\u52d5\u6838\u5fc3\u53c3\u6578\u524d\uff0c\u5148\u5efa\u7acb\u4e00\u500b\u4e0d\u53ef\u52d5\u6416\u7684\u7269\u7406\u5e95\u7dda\uff1a<\/p>\n<p>\u5f88\u591a\u65b0\u4eba\u4ee5\u70ba\u958b\u4e86 ZRAM \u6216 SWAP\uff0c\u76f8\u6a5f\u756b\u9762\u548c AI \u6a21\u578b\u7684\u8a18\u61b6\u9ad4\u5c31\u80fd\u8ddf\u8457\u88ab\u58d3\u7e2e\u6536\u7d0d\u3002<strong>\u5728 Linux \u6838\u5fc3\u5c64\uff0c\u9019\u7d14\u5c6c\u5e7b\u60f3\u3002<\/strong><\/p>\n<ul>\n<li><strong>\u786c\u9ad4 DMA \u7684\u672c\u8cea<\/strong>\uff1a\u76f8\u6a5f ISP \u5410\u51fa\u7684 YUV420 \u5f71\u50cf\u3001ToF \u611f\u6e2c\u5668\u7684 RAW12 \u6df1\u5ea6\u5716\uff0c\u90fd\u662f\u76f4\u63a5\u900f\u904e <strong>ION \/ DMA-BUF<\/strong> \u6a5f\u5236\u5411\u5e95\u5c64\u7533\u8acb\u7684\u9023\u7e8c\u5be6\u9ad4\u9801\u9762\uff08Contiguous Physical Pages\uff09\u3002<\/li>\n<li><strong>\u9a45\u52d5\u5c64\u91d8\u6b7b\uff08Pinned Pages\uff09<\/strong>\uff1a\u70ba\u4e86\u8b93 ISP \u8207 GPU \u80fd\u4ee5\u6700\u9ad8\u983b\u5bec\u76f4\u63a5\u5beb\u5165\uff0c\u9a45\u52d5\u5c64\u6703\u628a\u9019\u4e9b\u9801\u9762\u9396\u6b7b\u5728\u5be6\u9ad4\u8a18\u61b6\u9ad4\u4e2d\uff0c\u6a19\u8a18\u70ba\u4e0d\u53ef\u79fb\u52d5\u3001\u4e0d\u53ef\u5206\u9801\u7684 Non-LRU \u9801\u9762\u3002<\/li>\n<li><strong>\u6838\u5fc3\u7121\u6cd5\u4ecb\u5165\u58d3\u7e2e<\/strong>\uff1aLinux \u6838\u5fc3\u7684 Swap\/ZRAM \u6a5f\u5236<strong>\u53ea\u80fd\u8655\u7406\u4f7f\u7528\u8005\u7a7a\u9593\u7684\u533f\u540d\u9801\u9762\uff08Anonymous Pages\uff09<\/strong>\u3002\u6838\u5fc3\u6839\u672c\u6c92\u6709\u6b0a\u9650\u628a\u786c\u9ad4\u9a45\u52d5\u91d8\u6b7b\u7684 DMA-BUF \u6293\u53bb\u58d3\u7e2e\u3002<\/li>\n<\/ul>\n<p>\u9019\u5ba3\u544a\u4e86\u4e00\u689d\u6b7b\u7dda\uff1a<strong>\u96d9\u76f8\u6a5f\u8207 AI \u63a8\u7406\u4f54\u7528\u7684 950MB \u5be6\u9ad4 RAM \u662f\u7269\u7406\u786c\u6210\u672c\uff0c\u96f7\u6253\u4e0d\u52d5\u3002<\/strong><\/p>\n<p>\u6211\u5011\u80fd\u52d5\u624b\u8853\u7684\u76ee\u6a19\uff0c\u6c38\u9060\u53ea\u6709\u65c1\u908a\u90a3\u4e9b Android \u7cfb\u7d71\u80cc\u666f\u670d\u52d9\u7684\u533f\u540d\u9801\u9762\u3002\u6211\u5011\u7684\u6230\u7565\u5f88\u7d14\u7cb9\uff1a<strong>\u7528\u6975\u5fae\u5c0f\u7684 CPU \u4ee3\u50f9\uff0c\u628a\u7cfb\u7d71\u670d\u52d9\u7684\u51b7\u8cc7\u6599\u58d3\u7e2e\u6253\u5305\uff0c\u9a30\u51fa\u7d14\u6de8\u7684\u5be6\u9ad4 RAM \u7559\u7d66 30fps \u4eba\u81c9\u8fa8\u8b58\u6230\u5834\u3002<\/strong><\/p>\n<hr>\n<h2>2. KSM\uff08Kernel Samepage Merging\uff09\uff1a\u76f4\u63a5\u9032\u711a\u5316\u7210<\/h2>\n<p>\u6838\u5fc3\u6709\u53e6\u4e00\u500b\u770b\u4f3c\u751c\u7f8e\u7684\u6280\u8853\u53eb KSM\u3002\u5b83\u900f\u904e\u80cc\u666f\u884c\u7a0b\u6383\u63cf\u533f\u540d\u8a18\u61b6\u9ad4\uff0c\u628a\u5167\u5bb9\u5b8c\u5168\u76f8\u540c\u7684\u8a18\u61b6\u9ad4\u9801\u5408\u4f75\u6210\u4e00\u500b\u552f\u8b80\u9801\u9762\uff08COW\uff09\u3002<\/p>\n<p>\u5728\u677f\u8f09\u50c5 2GB RAM\uff08\u88ab\u76f8\u6a5f Carveout \u8207\u7cfb\u7d71\u5403\u6389\u5f8c\uff0c\u53ef\u7528\u5be6\u9ad4\u7a7a\u9593\u4e0d\u8db3 1GB\uff09\u7684\u9580\u7981\u6a5f\u4e0a\uff0cKSM \u662f\u5fb9\u5e95\u7684\u707d\u96e3\uff1a<\/p>\n<ol>\n<li><strong>CPU \u5077\u7aca\u8005<\/strong>\uff1a<code>ksmd<\/code> \u80cc\u666f\u57f7\u884c\u7dd2\u6bcf\u79d2\u90fd\u5728\u760b\u72c2\u96dc\u6e4a\u8207\u6bd4\u5c0d\u8a18\u61b6\u9ad4\u9801\uff0c\u5728 Cortex-A53 \u56db\u6838\u6676\u7247\u4e0a\uff0c\u5b83\u96a8\u96a8\u4fbf\u4fbf\u5c31\u80fd\u5403\u6389 15%~25% \u7684\u55ae\u6838\u7b97\u529b\u3002<\/li>\n<li><strong>Copy-On-Write \u5ef6\u9072\u5730\u96f7<\/strong>\uff1a\u4e00\u65e6\u88ab\u5408\u4f75\u7684\u9801\u9762\u88ab\u5beb\u5165\uff0c\u7cfb\u7d71\u7acb\u523b\u5f15\u767c Page Fault \u4e26\u914d\u7f6e\u65b0\u9801\u9762\u3002\u5728 30fps \u5373\u6642\u7ba1\u7dda\u65c1\u908a\u767c\u751f\u9019\u7a2e\u4e2d\u65b7\uff0c\u76f8\u6a5f\u5f71\u683c\u76f4\u63a5\u6389\u7d66\u4f60\u770b\u3002<\/li>\n<\/ol>\n<p><strong>\u6c7a\u7b56\uff1a\u6838\u5fc3\u7de8\u8b6f\u76f4\u63a5\u62d4\u9664 <code>CONFIG_KSM<\/code>\uff0c\u9023\u4e00\u884c\u80cc\u666f\u6383\u63cf\u4ee3\u78bc\u90fd\u4e0d\u51c6\u8dd1\u3002<\/strong><\/p>\n<hr>\n<h2>3. SWAP\uff1a\u5728 eMMC \u4e0a\u6316\u5751\u81ea\u711a\u7684\u611a\u8822\u884c\u70ba<\/h2>\n<p>\u4e5f\u6709\u4eba\u554f\uff1a\u300c\u65e2\u7136 RAM \u4e0d\u5920\uff0c\u5728 Android \u5e95\u4e0b\u7684 eMMC \u5206\u5272\u5340\u639b\u4e00\u500b 1GB \u7684 SWAP \u6a94\u4e0d\u5c31\u89e3\u6c7a\u4e86\uff1f\u300d<\/p>\n<p>\u5982\u679c\u4f60\u5acc\u786c\u9ad4\u58fd\u547d\u592a\u9577\uff0c\u53ef\u4ee5\u9019\u9ebc\u505a\uff1a<\/p>\n<ul>\n<li><strong>eMMC \u5beb\u5165\u653e\u5927\u8207\u9583\u5b58\u6b7b\u4ea1<\/strong>\uff1a\u9580\u7981\u6a5f\u7528\u7684\u662f\u5ec9\u50f9 TLC\/QLC eMMC\uff0c\u983b\u7e41\u7684 SWAP \u63db\u9801\u6703\u5728\u4e09\u5230\u516d\u500b\u6708\u5167\u5fb9\u5e95\u71d2\u7a7f\u5feb\u9583\u8a18\u61b6\u9ad4\u5340\u584a\u3002<\/li>\n<li><strong>I\/O \u963b\u585e\u81f4\u6b7b<\/strong>\uff1a\u7576\u7cfb\u7d71\u767c\u751f Page Fault \u53bb eMMC \u8b80\u53d6\u4ea4\u63db\u8cc7\u6599\u6642\uff0cI\/O Wait \u6703\u77ac\u9593\u98c6\u7834 80%\u3002UI \u4ecb\u9762\u5b8c\u5168\u51cd\u7d50\uff0c\u4eba\u81c9\u8fa8\u8b58\u903e\u6642\u5931\u6557\u3002<\/li>\n<\/ul>\n<p><strong>\u5e95\u7dda\uff1a\u975e\u63ee\u767c\u6027\u5132\u5b58\u88dd\u7f6e\u4e0a\u56b4\u7981\u958b\u555f\u4efb\u4f55\u78c1\u789f SWAP\u3002<\/strong><\/p>\n<hr>\n<h2>4. ZRAM\uff1a\u5f31 CPU \u88dd\u7f6e\u4e0a\u7684\u514b\u5236\u85dd\u8853<\/h2>\n<p>\u65e2\u7136\u78c1\u789f\u4e0d\u80fd\u52d5\uff0c\u552f\u4e00\u7684\u89e3\u6cd5\u5c31\u662f <strong>ZRAM<\/strong>\u3002<\/p>\n<p>ZRAM \u662f\u4e00\u584a<strong>\u6838\u5fc3\u865b\u64ec\u51fa\u7684 RAM \u5340\u584a<\/strong>\u3002\u7576\u7cfb\u7d71\u533f\u540d\u9801\u9762\u4e0d\u6d3b\u8e8d\u6642\uff0c\u6838\u5fc3\u6703\u628a\u8cc7\u6599\u300c\u58d3\u7e2e\u300d\u5f8c\u653e\u9032\u9019\u584a\u8a18\u61b6\u9ad4\uff0c\u5c0d\u5916\u507d\u88dd\u6210 SWAP \u88dd\u7f6e\u3002\u7528 CPU \u904b\u7b97\u6642\u9593\u4f86\u63db\u53d6\u5be6\u9ad4\u8a18\u61b6\u9ad4\u7a7a\u9593\u3002<\/p>\n<p>\u4f46\u5728\u5f31 CPU \u88dd\u7f6e\u4e0a\u73a9 ZRAM\uff0c\u95dc\u9375\u5728\u65bc<strong>\u514b\u5236<\/strong>\uff1a<\/p>\n<h3>\u58d3\u7e2e\u6f14\u7b97\u6cd5\uff1a\u975e LZ4 \u83ab\u5c6c<\/h3>\n<ul>\n<li><strong>LZO<\/strong>\uff1a\u58d3\u7e2e\u6bd4\u666e\u901a\uff0cCPU \u8ca0\u8f09\u504f\u9ad8\u3002<\/li>\n<li><strong>ZSTD<\/strong>\uff1a\u58d3\u7e2e\u6bd4\u6975\u9ad8\uff0c\u4f46\u5728\u5f31 CPU \u4e0a\u89e3\u58d3\u7e2e\u958b\u92b7\u904e\u5927\uff0c\u5bb9\u6613\u62d6\u57ae\u4e3b\u57f7\u884c\u7dd2\u3002<\/li>\n<li><strong>LZ4<\/strong>\uff1a\u58d3\u7e2e\u6bd4\u7d04 2.6:1\uff0c\u4f46<strong>\u89e3\u58d3\u7e2e\u901f\u5ea6\u6975\u5feb\u3001\u6307\u4ee4\u958b\u92b7\u6975\u4f4e<\/strong>\u3002\u5c0d\u65bc\u7dad\u6301 30fps \u7684\u7cfb\u7d71\uff0cLZ4 \u662f\u552f\u4e00\u53ca\u683c\u7684\u6f14\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<h3>\u5927\u5c0f\u914d\u7f6e\uff1a256MB \u7684\u9ec3\u91d1\u5e73\u8861<\/h3>\n<p>ZRAM \u4e0d\u662f\u8d8a\u5927\u8d8a\u597d\u3002\u5728\u6263\u9664\u76f8\u6a5f\u8207\u7cfb\u7d71\u786c\u9ad4\u4fdd\u7559\u5340\u5f8c\u3001\u5be6\u9ad4\u53ef\u7528 RAM \u4e0d\u8db3 1GB \u7684\u6a5f\u5668\u4e0a\uff1a<\/p>\n<ul>\n<li>\u8a2d 512MB\uff1a\u58d3\u7e2e\u5f8c\u9700\u8981\u4f54\u7528\u7d04 200MB \u7684\u5be6\u9ad4\u8a18\u61b6\u9ad4\u4f5c\u70ba\u5132\u5b58\u6c60\uff0c\u5be6\u9ad4\u53ef\u7528 RAM \u53cd\u800c\u7e2e\u6c34\uff0c\u5f15\u767c\u983b\u7e41\u63db\u9801\u3002<\/li>\n<li><strong>\u6700\u4f73\u914d\u6bd4\uff1a256MB<\/strong>\u3002\u5b83\u80fd\u70ba\u7cfb\u7d71\u5403\u4e0b\u7d04 600MB \u7684\u51b7\u8cc7\u6599\uff0c\u800c\u58d3\u7e2e\u5f8c\u50c5\u4f54\u7528\u7d04 100MB \u5be6\u9ad4 RAM\u3002<\/li>\n<\/ul>\n<pre><code class=\"hljs language-plaintext\">[ZRAM \u6838\u5fc3\u95dc\u9375\u8a2d\u5b9a]\n\/vendor\/etc\/fstab.qcom:\n\/dev\/block\/zram0 none swap defaults zramsize=268435456\n\n\/init.qcom.rc:\n# \u9748\u9b42\u53c3\u6578\uff1a\u5fb9\u5e95\u95dc\u9589 Swap \u9810\u8b80\uff08RAM \u6c92\u6709\u6a5f\u68b0\u5c0b\u627e\u6642\u9593\uff0c\u9810\u8b80\u53ea\u6703\u589e\u52a0\u7121\u6548\u89e3\u58d3\u7e2e\u8ca0\u64d4\uff09\nwrite \/proc\/sys\/vm\/page-cluster 0\n# \u8a2d\u5b9a\u63db\u51fa\u7a4d\u6975\u5ea6\uff08\u8a2d\u70ba 60\uff0c\u5e73\u8861\u56de\u6536\u8207 CPU \u8ca0\u8f09\uff09\nwrite \/proc\/sys\/vm\/swappiness 60<\/code><\/pre>\n<hr>\n<h2>5. \u5be6\u6e2c\u6230\u679c\u8207\u908a\u754c<\/h2>\n<p>\u5be6\u4f5c\u4e0a\u7dda\u5f8c\uff0c\u900f\u904e <code>adb shell dumpsys meminfo<\/code> \u6293\u53d6\u771f\u5be6\u6578\u64da\uff1a<\/p>\n<ul>\n<li><strong>ZRAM<\/strong>\uff1a256MB \u5be6\u9ad4\u7a7a\u9593\u541e\u9032\u4e86\u7d04 660MB \u7cfb\u7d71\u51b7\u9801\u9762\u3002<\/li>\n<li><strong>Free RAM<\/strong>\uff1a\u5168\u6a5f\u53ef\u7528\u5be6\u9ad4\u8a18\u61b6\u9ad4\u5b89\u5168\u7dad\u6301\u5728 <strong>360MB \u4ee5\u4e0a<\/strong>\u3002<\/li>\n<li><strong>CPU \u958b\u92b7<\/strong>\uff1a\u80cc\u666f\u9592\u7f6e CPU \u4f54\u7528\u4f4e\u65bc 2%\uff0cA53 \u56db\u6838\u5fc3\u5168\u901f\u5f85\u547d\u8655\u7406\u795e\u7d93\u7db2\u8def\u63a8\u8ad6\u3002<\/li>\n<\/ul>\n<p>\u786c\u9ad4\u908a\u754c\u8a8d\u6e05\u4e86\uff0c\u821e\u53f0\u624d\u7b97\u771f\u6b63\u6e05\u4e7e\u6de8\u3002<\/p>\n<p>\u4e0b\u4e00\u7bc7\uff0c\u6211\u5011\u76f4\u9762 Android \u6700\u55dc\u8840\u7684\u770b\u9580\u72d7\uff1a<strong>LMKD\uff08Low Memory Killer Daemon\uff09<\/strong>\u3002\u770b\u770b\u5728\u8a18\u61b6\u9ad4\u898b\u5e95\u7684\u6700\u5f8c\u95dc\u982d\uff0c\u5982\u4f55\u900f\u904e\u5e95\u5c64 PSI \u63a2\u6e2c\u8207 AOSP \u6bba\u624b\u908f\u8f2f\uff0c\u4fdd\u8b49\u4eba\u81c9\u8fa8\u8b58\u4e3b\u7a0b\u5f0f\u6c38\u9060\u514d\u6b7b\u3002<\/p>\n<p>\u611f\u8b1d\u89c0\u770b\uff0c\u6536\u5de5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4efb\u4f55\u7cfb\u7d71\u7684\u8abf\u6821\u90fd\u61c9\u57fa\u65bc\u5be6\u969b\u4f7f\u7528\u5834\u666f\u9032\u884c\u6700\u4f73\u5316\u3002\u91dd\u5c0d\u4eba\u81c9\u8fa8\u8b58\u6a5f\u7684\u61c9\u7528\uff0cAI \u6a21\u578b\u904b\u884c\u6975\u5ea6\u4f9d\u8cf4\u8a18\u61b6\u9ad4\uff0c\u800c\u88dd\u7f6e\u8a18\u61b6\u9ad4\u901a\u5e38\u4e0d\u8db3\u3002\u56e0\u6b64\uff0c\u9996\u8981\u4efb\u52d9\u662f\u78ba\u4fdd\u61c9\u7528\u7a0b\u5f0f\u80fd\u5920\u9806\u5229\u57f7\u884c AI \u6a21\u578b\uff0c\u4e4b\u5f8c\u624d\u6709\u512a\u5316\u57f7\u884c\u901f\u5ea6\u7684\u7a7a\u9593\u3002<\/p>\n<p>\u61c9\u9075\u5faa\u7684\u539f\u5247\uff1a\u300c\u5148\u6c42\u80fd\u904b\u884c\uff0c\u518d\u6c42\u6548\u80fd\u6700\u4f73\u5316\u300d\u3002<\/p>\n","protected":false},"author":1,"featured_media":1256,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[166],"tags":[251,256,296,113],"_links":{"self":[{"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/posts\/418"}],"collection":[{"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/boochlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=418"}],"version-history":[{"count":23,"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/posts\/418\/revisions"}],"predecessor-version":[{"id":1593,"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/posts\/418\/revisions\/1593"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/boochlin.com\/index.php?rest_route=\/wp\/v2\/media\/1256"}],"wp:attachment":[{"href":"https:\/\/boochlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/boochlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/boochlin.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}