{"id":7091,"date":"2026-05-05T09:18:10","date_gmt":"2026-05-05T01:18:10","guid":{"rendered":"https:\/\/t.n-years.com\/?p=7091"},"modified":"2026-05-05T09:18:10","modified_gmt":"2026-05-05T01:18:10","slug":"%e7%85%a7%e7%89%87%e5%8e%bb%e9%87%8d%e6%9c%80%e4%bd%b3%e9%80%89%e6%8b%a9%e6%9e%b6%e6%9e%84%e5%9b%be","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=7091","title":{"rendered":"\u7167\u7247\u53bb\u91cd+\u6700\u4f73\u9009\u62e9\u67b6\u6784\u56fe"},"content":{"rendered":"<p>\u4f60\u8fd9\u4e2a\u9700\u6c42\uff0c\u5982\u679c\u53ea\u662f\u201c\u80fd\u8dd1\u201d\uff0c\u5176\u5b9e\u4e24\u5468\u5c31\u80fd\u505a\u51fa\u6765\uff1b\u4f46\u4f60\u60f3\u505a\u7684\u662f<strong>\u53ef\u89c4\u6a21\u5316\u3001\u53ef\u8fdb\u5316\u3001\u80fd\u957f\u671f\u4f18\u5316\u7684\u80fd\u529b\u5e73\u53f0<\/strong>\uff0c\u90a3\u67b6\u6784\u4e00\u5b9a\u8981\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u5bf9\u3002\u5426\u5219\u540e\u9762\u4e0d\u662f\u6027\u80fd\u70b8\uff0c\u5c31\u662f\u6548\u679c\u4e0a\u4e0d\u53bb\u3002<\/p>\n<p>\u6211\u7ed9\u4f60\u4e00\u7248<strong>\u771f\u6b63\u80fd\u843d\u5730 + \u80fd\u6269\u5c55\u5230 APM \/ AI \u80fd\u529b\u5e73\u53f0\u7684\u67b6\u6784<\/strong>\uff08iOS \/ Android \u901a\u7528\u601d\u8def\uff09\u3002<\/p>\n<hr \/>\n<h1>\u4e00\u3001\u6574\u4f53\u67b6\u6784\uff08\u5206\u5c42\u8bbe\u8ba1\uff09<\/h1>\n<pre><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502        UI \/ \u4e1a\u52a1\u5c42            \u2502\n\u2502 \u76f8\u4f3c\u7167\u7247\u5206\u7ec4 \/ \u63a8\u8350\u6700\u4f73\u7167\u7247    \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n              \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502     Photo Dedup Service       \u2502\n\u2502  \u53bb\u91cd + \u6700\u4f18\u9009\u62e9\u6838\u5fc3\u670d\u52a1\u5c42      \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n              \u2502\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2502            \u2502            \u2502\n\u25bc            \u25bc            \u25bc\n\u7279\u5f81\u63d0\u53d6     \u76f8\u4f3c\u5ea6\u805a\u7c7b     \u8d28\u91cf\u8bc4\u5206\nEmbedding    Clustering     Ranking\n \u2502            \u2502            \u2502\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518\n        \u25bc            \u25bc\n     \u7d22\u5f15\u7cfb\u7edf     \u6a21\u578b\u7ba1\u7406\n (ANN Index)     (Model Hub)\n        \u2502            \u2502\n        \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n             \u25bc\n      \u6570\u636e &amp; \u7f13\u5b58\u5c42<\/code><\/pre>\n<hr \/>\n<h1>\u4e8c\u3001\u6838\u5fc3\u6a21\u5757\u62c6\u89e3\uff08\u5de5\u7a0b\u53ef\u5b9e\u73b0\uff09<\/h1>\n<h2>1\ufe0f\u20e3 \u7279\u5f81\u63d0\u53d6\u5c42\uff08Embedding\uff09<\/h2>\n<h3>iOS<\/h3>\n<ul>\n<li>\n<p>Apple Vision Framework<\/p>\n<ul>\n<li><code>VNGenerateImageFeaturePrintRequest<\/code><\/li>\n<\/ul>\n<\/li>\n<li>Core ML\uff08\u81ea\u5b9a\u4e49\u6a21\u578b\uff09<\/li>\n<\/ul>\n<h3>Android<\/h3>\n<ul>\n<li>TensorFlow Lite<\/li>\n<li>\u6216 MediaPipe<\/li>\n<\/ul>\n<hr \/>\n<h3>\ud83d\udc49 \u8f93\u51fa<\/h3>\n<pre><code class=\"language-text\">image \u2192 128~512 \u7ef4\u5411\u91cf<\/code><\/pre>\n<hr \/>\n<h3>\ud83d\udc49 \u6027\u80fd\u7b56\u7565\uff08\u5173\u952e\uff09<\/h3>\n<ul>\n<li>\u53ea\u505a\u4e00\u6b21\uff08\u7f13\u5b58 embedding\uff09<\/li>\n<li>\u540e\u53f0\u7ebf\u7a0b\u6267\u884c<\/li>\n<li>\u5206\u6279\uff08batch size 16\/32\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2>2\ufe0f\u20e3 \u76f8\u4f3c\u5ea6\u68c0\u7d22\uff08ANN Index\uff09<\/h2>\n<p>\u4f60\u4e0d\u80fd\u66b4\u529b\u4e24\u4e24\u6bd4\uff08N\u00b2 \u4f1a\u70b8\uff09<\/p>\n<h3>\u65b9\u6848\uff1a<\/h3>\n<ul>\n<li>HNSW\uff08\u63a8\u8350\uff09<\/li>\n<li>IVF\uff08Faiss \u601d\u8def\uff09<\/li>\n<\/ul>\n<p>\ud83d\udc49 \u79fb\u52a8\u7aef\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\u8f7b\u91cf ANN\uff08\u81ea\u5df1\u5b9e\u73b0\u7b80\u5316\u7248\uff09<\/li>\n<li>\n<p>\u6216\u964d\u7ea7\uff1a<\/p>\n<ul>\n<li>\u5206\u6876\uff08\u65f6\u95f4 + hash\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\ud83d\udc49 \u7d22\u5f15\u7ed3\u6784<\/h3>\n<pre><code class=\"language-text\">\u65f6\u95f4\u5206\u6876 \u2192 embedding \u2192 ANN\u7d22\u5f15<\/code><\/pre>\n<hr \/>\n<h2>3\ufe0f\u20e3 \u805a\u7c7b\uff08Clustering\uff09<\/h2>\n<h3>\u63a8\u8350\u65b9\u6848\uff08\u79fb\u52a8\u7aef\u6700\u7a33\uff09<\/h3>\n<p><strong>\u65f6\u95f4\u7a97\u53e3 + \u76f8\u4f3c\u5ea6\u9608\u503c<\/strong><\/p>\n<pre><code class=\"language-text\">if |t1 - t2| &lt; 5s AND similarity &gt; 0.9\n  \u2192 same group<\/code><\/pre>\n<p>\ud83d\udc49 \u4e0d\u8981\u4e00\u5f00\u59cb\u4e0a\u590d\u6742\u7b97\u6cd5\uff08DBSCAN\uff09<br \/>\n\ud83d\udc49 \u7b80\u5355\u89c4\u5219 + \u6ed1\u52a8\u7a97\u53e3\u66f4\u7a33<\/p>\n<hr \/>\n<h2>4\ufe0f\u20e3 \u8d28\u91cf\u8bc4\u5206\uff08Ranking Engine\uff09<\/h2>\n<p>\u6838\u5fc3\u662f\u4e00\u4e2a<strong>\u53ef\u6269\u5c55\u6253\u5206\u7cfb\u7edf<\/strong><\/p>\n<hr \/>\n<h3>\u8bc4\u5206\u6a21\u5757\u8bbe\u8ba1<\/h3>\n<pre><code>ScoreEngine\n \u251c\u2500\u2500 SharpnessEvaluator\n \u251c\u2500\u2500 ExposureEvaluator\n \u251c\u2500\u2500 FaceEvaluator\n \u251c\u2500\u2500 AestheticEvaluator\n \u251c\u2500\u2500 UniquenessEvaluator<\/code><\/pre>\n<hr \/>\n<h3>iOS \u80fd\u529b<\/h3>\n<ul>\n<li>Apple Vision Framework\uff08\u4eba\u8138\uff09<\/li>\n<li>CoreImage\uff08\u6e05\u6670\u5ea6 \/ \u66dd\u5149\uff09<\/li>\n<\/ul>\n<hr \/>\n<h3>Android<\/h3>\n<ul>\n<li>ML Kit\uff08\u4eba\u8138\uff09<\/li>\n<li>OpenCV\uff08\u6e05\u6670\u5ea6\uff09<\/li>\n<\/ul>\n<hr \/>\n<h3>\ud83d\udc49 \u8bc4\u5206\u51fd\u6570<\/h3>\n<pre><code class=\"language-text\">score = \u03a3 (wi * feature_i)<\/code><\/pre>\n<hr \/>\n<h3>\ud83d\udc49 \u5173\u952e\u4f18\u5316<\/h3>\n<ul>\n<li>\u6a21\u5757\u53ef\u63d2\u62d4\uff08\u65b9\u4fbf A\/B\uff09<\/li>\n<li>\u6743\u91cd\u53ef\u8fdc\u7a0b\u914d\u7f6e\uff08\u7070\u5ea6\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2>5\ufe0f\u20e3 \u6700\u4f18\u9009\u62e9\uff08Best Pick\uff09<\/h2>\n<pre><code class=\"language-text\">best = argmax(score)<\/code><\/pre>\n<p>\u4f46\u8981\u52a0\u4e00\u4e2a\u73b0\u5b9e\u4f18\u5316\uff1a<\/p>\n<p>\ud83d\udc49 <strong>\u907f\u514d\u8bef\u5220\u7b56\u7565<\/strong><\/p>\n<ul>\n<li>\u4fdd\u7559 Top2\uff08\u4e0d\u662f\u53ea\u75591\u5f20\uff09<\/li>\n<li>\u7528\u6237\u786e\u8ba4\u5220\u9664<\/li>\n<\/ul>\n<hr \/>\n<h1>\u4e09\u3001\u6027\u80fd\u67b6\u6784\uff08\u4f60\u5fc5\u987b\u91cd\u89c6\uff09<\/h1>\n<h2>1\ufe0f\u20e3 \u5206\u9636\u6bb5\u5904\u7406\uff08\u6838\u5fc3\uff09<\/h2>\n<pre><code>Stage 1: \u5feb\u901f\u8fc7\u6ee4\uff08hash + \u65f6\u95f4\uff09\nStage 2: embedding \u76f8\u4f3c\u5ea6\nStage 3: \u7cbe\u7ec6\u8bc4\u5206<\/code><\/pre>\n<p>\ud83d\udc49 \u6bcf\u4e00\u6b65\u90fd\u5728\u201c\u964d\u6570\u636e\u91cf\u201d<\/p>\n<hr \/>\n<h2>2\ufe0f\u20e3 \u8c03\u5ea6\u7cfb\u7edf\uff08\u79fb\u52a8\u7aef\u5173\u952e\uff09<\/h2>\n<h3>iOS<\/h3>\n<ul>\n<li>GCD \/ OperationQueue<\/li>\n<li>BGTaskScheduler\uff08\u540e\u53f0\u8dd1\uff09<\/li>\n<\/ul>\n<h3>Android<\/h3>\n<ul>\n<li>WorkManager<\/li>\n<\/ul>\n<hr \/>\n<h2>3\ufe0f\u20e3 \u7f13\u5b58\u7b56\u7565<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e<\/th>\n<th>\u662f\u5426\u7f13\u5b58<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>embedding<\/td>\n<td>\u2705 \u5fc5\u987b<\/td>\n<\/tr>\n<tr>\n<td>score<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u7ec4\u7ed3\u679c<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>4\ufe0f\u20e3 \u589e\u91cf\u66f4\u65b0\uff08\u5fc5\u987b\u505a\uff09<\/h2>\n<p>\u4e0d\u8981\u5168\u91cf\u626b\u63cf\uff1a<\/p>\n<pre><code>\u65b0\u589e\u7167\u7247 \u2192 \u5c40\u90e8\u8ba1\u7b97 \u2192 \u66f4\u65b0\u7d22\u5f15<\/code><\/pre>\n<hr \/>\n<h1>\u56db\u3001\u6a21\u578b\u7b56\u7565\uff08\u522b\u4e00\u5f00\u59cb\u8d70\u6b6a\uff09<\/h1>\n<h2>MVP\uff08\u6700\u4f18\u6027\u4ef7\u6bd4\uff09<\/h2>\n<ul>\n<li>embedding\uff1aVision \/ MobileNet<\/li>\n<li>\u4e0d\u8bad\u7ec3\u6a21\u578b<\/li>\n<li>\u89c4\u5219\u8bc4\u5206<\/li>\n<\/ul>\n<p>\ud83d\udc49 \u80fd\u505a\u5230 80% iPhone \u6548\u679c<\/p>\n<hr \/>\n<h2>\u8fdb\u9636\u7248<\/h2>\n<ul>\n<li>Aesthetic \u6a21\u578b\uff08\u7f8e\u5b66\u8bc4\u5206\uff09<\/li>\n<li>\u4eba\u8138\u8d28\u91cf\u6a21\u578b\uff08\u95ed\u773c\u68c0\u6d4b\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2>\u9ad8\u9636\u7248\uff08\u4f60\u53ef\u4ee5\u505a\u5dee\u5f02\u5316\uff09<\/h2>\n<ul>\n<li>\u7528\u6237\u504f\u597d\u5b66\u4e60\uff08\u5f3a\u5316\u5b66\u4e60\uff09<\/li>\n<li>\u573a\u666f\u6a21\u578b\uff08\u4eba\u50cf \/ \u98ce\u666f\uff09<\/li>\n<\/ul>\n<hr \/>\n<h1>\u4e94\u3001APM + AI \u5e73\u53f0\u5316\uff08\u91cd\u70b9\uff0c\u62c9\u5f00\u5dee\u8ddd\uff09<\/h1>\n<p>\u4f60\u73b0\u5728\u505a\u7684\u4e0d\u8be5\u53ea\u662f\u201c\u529f\u80fd\u201d\uff0c\u800c\u662f\uff1a<\/p>\n<p>\ud83d\udc49 <strong>\u7aef\u4fa7 AI \u80fd\u529b\u5e73\u53f0<\/strong><\/p>\n<hr \/>\n<h2>\u62bd\u8c61\u4e00\u5c42<\/h2>\n<pre><code>AI Engine\n \u251c\u2500\u2500 Embedding Service\n \u251c\u2500\u2500 Ranking Service\n \u251c\u2500\u2500 Model Manager\n \u251c\u2500\u2500 Feature Store<\/code><\/pre>\n<hr \/>\n<h2>APM \u63a5\u5165\u70b9<\/h2>\n<p>\u4f60\u53ef\u4ee5\u76d1\u63a7\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u8017\u65f6<\/li>\n<li>\u7535\u91cf\u6d88\u8017<\/li>\n<li>\u547d\u4e2d\u7387\uff08\u7528\u6237\u662f\u5426\u63a5\u53d7\u63a8\u8350\uff09<\/li>\n<li>\u5220\u9664\u8f6c\u5316\u7387<\/li>\n<\/ul>\n<hr \/>\n<p>\ud83d\udc49 \u5173\u952e\u6307\u6807\uff1a<\/p>\n<pre><code class=\"language-text\">\u63a8\u8350\u547d\u4e2d\u7387 = \u7528\u6237\u9009\u62e9\u63a8\u8350\u7167\u7247 \/ \u603b\u63a8\u8350\u6570<\/code><\/pre>\n<hr \/>\n<h1>\u516d\u3001\u6570\u636e\u95ed\u73af\uff08\u5f88\u591a\u4eba\u505a\u4e0d\u5230\uff09<\/h1>\n<pre><code>\u7528\u6237\u884c\u4e3a \u2192 \u65e5\u5fd7 \u2192 \u6a21\u578b\u4f18\u5316 \u2192 \u4e0b\u53d1\u6743\u91cd<\/code><\/pre>\n<p>\ud83d\udc49 \u4f60\u53ef\u4ee5\u505a\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u6700\u7ec8\u4fdd\u7559\u54ea\u5f20<\/li>\n<li>\u7528\u6237\u624b\u52a8\u6062\u590d\u54ea\u5f20<\/li>\n<\/ul>\n<p>\u2192 \u53cd\u5411\u8bad\u7ec3 ranking<\/p>\n<hr \/>\n<h1>\u4e03\u3001\u4f60\u8fd9\u5957\u7cfb\u7edf\u7684\u672c\u8d28\uff08\u8bf4\u900f\u4e00\u70b9\uff09<\/h1>\n<p>\u4e0d\u8981\u628a\u5b83\u5f53\u201c\u56fe\u7247\u5904\u7406\u201d\uff1a<\/p>\n<blockquote>\n<p><strong>\u8fd9\u662f\u4e00\u4e2a\uff1a\u7aef\u4fa7\u641c\u7d22 + \u6392\u5e8f + \u63a8\u8350\u7cfb\u7edf<\/strong><\/p>\n<\/blockquote>\n<p>\u548c\u4f60\u505a\uff1a<\/p>\n<ul>\n<li>\u641c\u7d22\u6392\u5e8f<\/li>\n<li>Feed\u6d41\u63a8\u8350<\/li>\n<\/ul>\n<p>\u662f\u4e00\u4e2a\u4e1c\u897f<\/p>\n<hr \/>\n<h1>\u516b\u3001\u7ed9\u4f60\u4e00\u4e2a\u73b0\u5b9e\u5efa\u8bae\uff08\u5f88\u5173\u952e\uff09<\/h1>\n<p>\u4f60\u5982\u679c\u73b0\u5728\u5c31\u60f3\u4e0a\u7ebf\uff1a<\/p>\n<p>\ud83d\udc49 \u522b\u505a\u201c\u6700\u5f3a\u6a21\u578b\u201d\uff0c\u5148\u505a\uff1a<\/p>\n<ul>\n<li>\u65f6\u95f4\u5206\u7ec4<\/li>\n<li>\u6e05\u6670\u5ea6\u8bc4\u5206<\/li>\n<li>\u4eba\u8138\u68c0\u6d4b<\/li>\n<\/ul>\n<p>\u5c31\u5df2\u7ecf\u6bd4 70% App \u5f3a\u4e86<\/p>\n<hr \/>\n<p>\u5982\u679c\u4f60\u613f\u610f\uff0c\u6211\u53ef\u4ee5\u4e0b\u4e00\u6b65\u76f4\u63a5\u5e2e\u4f60\uff1a<\/p>\n<p>\ud83d\udc49 \u753b\u4e00\u7248<strong>iOS Swift \/ Android Kotlin \u7684\u4ee3\u7801\u7ea7\u67b6\u6784\uff08\u7c7b\u56fe + \u63a5\u53e3\u8bbe\u8ba1\uff09<\/strong><br \/>\n\ud83d\udc49 \u6216\u5e2e\u4f60\u8bbe\u8ba1<strong>embedding + score \u7684\u5177\u4f53\u5b9e\u73b0\uff08\u542b\u4f2a\u4ee3\u7801\uff09<\/strong><\/p>\n<p>\u8fd9\u4e00\u6b65\u4f1a\u76f4\u63a5\u4ece\u201c\u67b6\u6784\u201d\u8d70\u5230\u201c\u53ef\u5f00\u53d1\u201d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u8fd9\u4e2a\u9700\u6c42\uff0c\u5982\u679c\u53ea\u662f\u201c\u80fd\u8dd1\u201d\uff0c\u5176\u5b9e\u4e24\u5468\u5c31\u80fd\u505a\u51fa\u6765\uff1b\u4f46\u4f60\u60f3\u505a\u7684\u662f\u53ef\u89c4\u6a21\u5316\u3001\u53ef\u8fdb\u5316\u3001\u80fd\u957f\u671f\u4f18\u5316\u7684\u80fd\u529b\u5e73\u53f0\uff0c\u90a3\u67b6\u6784\u4e00&#8230; <\/p>\n<div class=\"read-more navbutton\"><a href=\"https:\/\/t.n-years.com\/?p=7091\">\u9605\u8bfb\u66f4\u591a<i class=\"fa 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