{"id":450,"date":"2026-06-26T13:56:38","date_gmt":"2026-06-26T05:56:38","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=450"},"modified":"2026-06-26T13:56:38","modified_gmt":"2026-06-26T05:56:38","slug":"flaml-diaoyoutixigoujianyu-openclaw-zhinengbianpailuodefangan","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/450\/","title":{"rendered":"FLAML \u8c03\u4f18\u4f53\u7cfb\u6784\u5efa\u4e0e OpenClaw \u667a\u80fd\u7f16\u6392\u843d\u5730\u65b9\u6848"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u98ce\u63a7\u5efa\u6a21\u7684\u5de5\u7a0b\u5316\u75db\u70b9\u4e0e\u81ea\u52a8\u5316\u9700\u6c42<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u4fe1\u8d37\u98ce\u63a7\u5efa\u6a21\u957f\u671f\u5b58\u5728\u6548\u7387\u4e0e\u6807\u51c6\u5316\u7684\u53cc\u91cd\u74f6\u9888\uff1a\u8d85\u53c2\u8c03\u4f18\u9ad8\u5ea6\u4f9d\u8d56\u7b97\u6cd5\u4eba\u5458\u7ecf\u9a8c\uff0c\u5355\u6b21\u5168\u6d41\u7a0b\u5efa\u6a21\u5f80\u5f80\u8017\u65f6 1-2 \u5929\uff1b\u5efa\u6a21\u6d41\u7a0b\u788e\u7247\u5316\uff0c\u6570\u636e\u62c9\u53d6\u3001\u7279\u5f81\u5904\u7406\u3001\u8bad\u7ec3\u8bc4\u4f30\u3001\u7248\u672c\u5f52\u6863\u5206\u6563\u5728\u72ec\u7acb\u811a\u672c\u4e2d\uff0c\u590d\u7528\u6027\u5dee\u4e14\u6613\u51fa\u73b0\u4eba\u5de5\u8bef\u5dee\uff1b\u6a21\u578b\u8fed\u4ee3\u88ab\u52a8\uff0c\u901a\u5e38\u5f85\u4e1a\u52a1\u7aef\u53cd\u9988\u6548\u679c\u4e0b\u6ed1\u540e\u624d\u542f\u52a8\u91cd\u8bad\uff0c\u98ce\u9669\u54cd\u5e94\u6ede\u540e\uff1b\u591a\u5ba2\u7fa4\u5b50\u6a21\u578b\u5206\u6563\u7ba1\u7406\uff0c\u7248\u672c\u8ffd\u6eaf\u4e0e\u6548\u679c\u5bf9\u6bd4\u7f3a\u4e4f\u7edf\u4e00\u6807\u51c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u57fa\u4e8e FLAML \u6784\u5efa\u81ea\u52a8\u5316\u53c2\u6570\u5bfb\u4f18\u4f53\u7cfb\u53ef\u89e3\u51b3\u5355\u6a21\u578b\u8bad\u7ec3\u6548\u7387\u95ee\u9898\uff0c\u518d\u7ed3\u5408\u667a\u80fd\u7f16\u6392\u6846\u67b6\u5b9e\u73b0\u5168\u6d41\u7a0b\u5de5\u7a0b\u5316\u843d\u5730\uff0c\u662f\u98ce\u63a7\u5efa\u6a21\u4ece \u201c\u624b\u5de5\u4f5c\u574a\u5f0f\u201d \u5411 \u201c\u6807\u51c6\u5316\u81ea\u52a8\u5316\u201d \u5347\u7ea7\u7684\u6838\u5fc3\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u57fa\u4e8e FLAML \u7684\u98ce\u63a7\u81ea\u52a8\u5316\u5efa\u6a21\u6838\u5fc3\u5b9e\u73b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u65b9\u6848\u4ee5\u4e8c\u624b\u8f66\u4fe1\u8d37\u8bc4\u5206\u5361\u573a\u666f\u4e3a\u57fa\u7840\uff0c\u6784\u5efa\u8986\u76d6\u6570\u636e\u5207\u5206\u3001\u7279\u5f81\u7b5b\u9009\u3001\u81ea\u52a8\u8c03\u53c2\u3001\u591a\u7ef4\u5ea6\u9a8c\u8bc1\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u5efa\u6a21\u4f53\u7cfb\uff0c\u6838\u5fc3\u56f4\u7ed5\u98ce\u63a7\u6838\u5fc3\u6307\u6807 KS \u505a\u4f18\u5316\u76ee\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u65f6\u95f4\u7a97\u53e3\u5212\u5206\u4e0e\u6570\u636e\u9884\u5904\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u907f\u514d\u6570\u636e\u6cc4\u9732\u3001\u4fdd\u969c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff0c\u4e25\u683c\u6309\u7167\u5ba2\u6237\u8d77\u79df\u65f6\u95f4\u5212\u5206\u591a\u7ec4\u6837\u672c\u96c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u96c6\uff1a\u8986\u76d6 2024 \u5e74 1-9 \u6708\u7533\u8bf7\u5ba2\u6237\uff0c\u7528\u4e8e\u6a21\u578b\u62df\u5408<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u96c6\uff1a\u8986\u76d6 2024 \u5e74 10-12 \u6708\u5ba2\u6237\uff0c\u7528\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u9a8c\u8bc1<\/li>\n\n\n\n<li>\u65f6\u95f4\u5916\u9a8c\u8bc1\u96c6\uff08OOT\uff09\uff1a\u8986\u76d6 2025 \u5e74 1-2 \u6708\u5ba2\u6237\uff0c\u68c0\u9a8c\u8de8\u5468\u671f\u7a33\u5b9a\u6027<\/li>\n\n\n\n<li>\u8de8\u671f\u5ef6\u4f38\u9a8c\u8bc1\u96c6\uff1a\u8986\u76d6 2025 \u5e74 3-4 \u6708\u5ba2\u6237\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u957f\u671f\u6548\u679c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9884\u5904\u7406\u73af\u8282\u6267\u884c\u6807\u51c6\u5316\u64cd\u4f5c\uff1a\u91c7\u7528\u4f17\u6570\u586b\u5145\u7f3a\u5931\u503c\uff0c\u5bf9\u7c7b\u522b\u578b\u53d8\u91cf\u505a LabelEncoder \u7f16\u7801\uff1b\u901a\u8fc7\u63cf\u8ff0\u6027\u7edf\u8ba1\u5254\u9664\u6807\u51c6\u5dee\u4e3a 0 \u7684\u65e0\u533a\u5206\u5ea6\u7279\u5f81\uff0c\u4fdd\u7559\u6709\u6548\u6570\u503c\u53d8\u91cf\u7528\u4e8e\u540e\u7eed\u5206\u7bb1\u4e0e\u5efa\u6a21\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u591a\u7ef4\u5ea6\u7279\u5f81\u7b5b\u9009\u673a\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4fdd\u8bc1\u7279\u5f81\u6709\u6548\u6027\u4e0e\u6a21\u578b\u7b80\u6d01\u6027\uff0c\u8bbe\u7f6e\u56db\u5c42\u7b5b\u9009\u89c4\u5219\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>IV \u503c\u7b5b\u9009<\/strong>\uff1a\u5254\u9664 IV \u503c\u4f4e\u4e8e 0.02 \u7684\u5f31\u533a\u5206\u5ea6\u7279\u5f81<\/li>\n\n\n\n<li><strong>\u4e0e\u76ee\u6807\u76f8\u5173\u6027\u7b5b\u9009<\/strong>\uff1a\u5254\u9664\u4e0e\u76ee\u6807\u53d8\u91cf\u65af\u76ae\u5c14\u66fc\u76f8\u5173\u7cfb\u6570\u4f4e\u4e8e 0.02 \u7684\u7279\u5f81<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u95f4\u5171\u7ebf\u6027\u7b5b\u9009<\/strong>\uff1a\u7279\u5f81\u95f4\u76f8\u5173\u7cfb\u6570\u9ad8\u4e8e 0.7 \u7684\u505a\u53bb\u91cd\u5904\u7406\uff0c\u540c\u65f6\u901a\u8fc7 VIF \u9608\u503c\uff08\u226410\uff09\u5254\u9664\u591a\u91cd\u5171\u7ebf\u6027\u53d8\u91cf<\/li>\n\n\n\n<li><strong>\u5206\u7bb1\u7ea6\u675f<\/strong>\uff1a\u8bbe\u7f6e\u6700\u5927\u5206\u7bb1\u6570 8\u3001\u6700\u5c0f\u5206\u7bb1\u5360\u6bd4 3%\uff0c\u4fdd\u8bc1\u5206\u7bb1\u7ed3\u679c\u4e1a\u52a1\u53ef\u89e3\u91ca<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b5b\u9009\u5b8c\u6210\u540e\u8f93\u51fa\u7279\u5f81\u660e\u7ec6\u3001\u76f8\u5173\u6027\u77e9\u9635\u7b49\u7ed3\u679c\u6587\u4ef6\uff0c\u4f5c\u4e3a\u5efa\u6a21\u4e0e\u540e\u7eed\u7b56\u7565\u5206\u6790\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u81ea\u5b9a\u4e49\u76ee\u6807\u7684 FLAML \u81ea\u52a8\u8c03\u53c2\u5b9e\u73b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u98ce\u63a7\u573a\u666f\u4e2d KS \u662f\u6838\u5fc3\u533a\u5206\u5ea6\u6307\u6807\uff0c\u56e0\u6b64\u57fa\u4e8e FLAML \u81ea\u5b9a\u4e49\u8bc4\u4ef7\u51fd\u6570\uff0c\u5c06 KS \u4f5c\u4e3a\u4f18\u5316\u76ee\u6807\uff0c\u805a\u7126 LGBM \u5355\u6a21\u578b\u505a\u6df1\u5ea6\u5bfb\u4f18\uff0c\u907f\u514d\u591a\u6a21\u578b\u5206\u6563\u8c03\u53c2\u7b97\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u5b9e\u73b0\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nfrom sklearn.metrics import roc_curve\nfrom flaml import AutoML\n\n# \u81ea\u5b9a\u4e49KS\u8bc4\u4ef7\u6307\u6807\uff1aFLAML\u9ed8\u8ba4\u4f18\u5316loss\uff0c\u56e0\u6b64\u8fd4\u56de 1-KS\ndef custom_ks_metric(X_val, y_val, estimator, labels, X_train, y_train,\n                    weight_val=None, weight_train=None, config=None,\n                    groups_val=None, groups_train=None):\n    try:\n        y_pred = estimator.predict_proba(X_val)&#91;:, 1]\n    except:\n        return 1.0, {\"ks\": 0.0}\n    fpr, tpr, _ = roc_curve(y_val, y_pred)\n    ks = np.max(tpr - fpr)\n    return 1 - ks, {\"ks\": ks}\n\n# FLAML\u8bad\u7ec3\u914d\u7f6e\nautoml_settings = {\n    \"task\": \"classification\",\n    \"metric\": custom_ks_metric,\n    \"time_budget\": 1800,  # 30\u5206\u949f\u8c03\u53c2\u9884\u7b97\n    \"estimator_list\": &#91;\"lgbm\"],  # \u805a\u7126LGBM\u6df1\u5ea6\u5bfb\u4f18\n    \"eval_method\": \"holdout\",\n    \"seed\": 42,\n    \"early_stop\": True,\n    \"retrain_full\": True,\n    \"n_jobs\": -1\n}\n\n# \u542f\u52a8\u81ea\u52a8\u8bad\u7ec3\nautoml.fit(\n    X_train=traindf&#91;selected_features],\n    y_train=traindf&#91;'9pd30'],\n    X_val=testood&#91;selected_features],\n    y_val=testood&#91;'9pd30'],\n    **automl_settings\n)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u5b8c\u6210\u540e\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u91cd\u8981\u6027\u3001\u4fdd\u5b58\u6700\u4f18\u6a21\u578b\u4e0e\u53c2\u6570\u914d\u7f6e\uff0c\u8f93\u51fa\u6700\u4f18\u6a21\u578b\u7ed3\u6784\u4e0e\u8d85\u53c2\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u591a\u7ef4\u5ea6\u6a21\u578b\u6548\u679c\u9a8c\u8bc1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u533a\u5206\u5ea6\u3001\u6392\u5e8f\u6027\u3001\u7a33\u5b9a\u6027\u4e09\u4e2a\u7ef4\u5ea6\u5b8c\u6210\u5168\u91cf\u9a8c\u8bc1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u533a\u5206\u5ea6\u9a8c\u8bc1<\/strong>\uff1a\u8ba1\u7b97\u8bad\u7ec3\u3001\u6d4b\u8bd5\u3001OOT\u3001\u8de8\u671f\u9a8c\u8bc1\u56db\u7ec4\u6837\u672c\u7684 AUC \u4e0e KS \u503c\uff0c\u5bf9\u6bd4\u5404\u6570\u636e\u96c6\u8870\u51cf\u5e45\u5ea6<\/li>\n\n\n\n<li><strong>\u6392\u5e8f\u6027\u9a8c\u8bc1<\/strong>\uff1a\u5206\u522b\u505a\u7b49\u9891\u3001\u7b49\u8ddd\u8bc4\u5206\u5206\u7bb1\uff0c\u68c0\u9a8c\u574f\u7387\u5355\u8c03\u6027\uff0c\u8f93\u51fa\u5206\u7bb1\u660e\u7ec6\u6587\u4ef6<\/li>\n\n\n\n<li><strong>\u7a33\u5b9a\u6027\u9a8c\u8bc1<\/strong>\uff1a\u8ba1\u7b97\u6d4b\u8bd5\u96c6\u3001OOT \u96c6\u76f8\u5bf9\u8bad\u7ec3\u96c6\u7684 PSI \u503c\uff0c\u8bc4\u4f30\u6a21\u578b\u8de8\u5468\u671f\u7a33\u5b9a\u6027<\/li>\n\n\n\n<li><strong>\u53ef\u89c6\u5316\u8f93\u51fa<\/strong>\uff1a\u81ea\u52a8\u751f\u6210 KS \u66f2\u7ebf\u3001ROC \u66f2\u7ebf\u3001\u8bc4\u5206\u5206\u5e03\u56fe\u3001\u6df7\u6dc6\u77e9\u9635\u7b49\u56fe\u8868\uff0c\u914d\u5957\u5b58\u5165\u5bf9\u5e94\u76ee\u5f55<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001OpenClaw \u667a\u80fd\u6846\u67b6\u7684\u843d\u5730\u5b9e\u73b0\u8def\u5f84<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355\u811a\u672c\u7684 FLAML \u81ea\u52a8\u5316\u4ec5\u89e3\u51b3\u4e86 \u201c\u8bad\u7ec3\u8c03\u53c2\u201d \u73af\u8282\u7684\u6548\u7387\u95ee\u9898\uff0c\u8981\u5b9e\u73b0\u5168\u94fe\u8def\u5de5\u7a0b\u5316\uff0c\u9700\u57fa\u4e8e\u5f00\u6e90\u667a\u80fd\u7f16\u6392\u6846\u67b6 OpenClaw \u5b8c\u6210\u6d41\u7a0b\u6807\u51c6\u5316\u3001\u89e6\u53d1\u81ea\u52a8\u5316\u3001\u7ba1\u7406\u4f53\u7cfb\u5316\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u843d\u5730\u6838\u5fc3\u601d\u8def<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5 OpenClaw \u4f5c\u4e3a\u8c03\u5ea6\u7f16\u6392\u6838\u5fc3\uff0c\u5c06\u6570\u636e\u63a5\u5165\u3001\u7279\u5f81\u5904\u7406\u3001FLAML \u8bad\u7ec3\u3001\u6a21\u578b\u8bc4\u4f30\u3001\u5f52\u6863\u4e0a\u7ebf\u4e94\u4e2a\u73af\u8282\u62c6\u89e3\u4e3a\u53ef\u63d2\u62d4\u7684\u6807\u51c6\u5316\u8282\u70b9\uff0c\u5b9e\u73b0 \u201c\u914d\u7f6e\u5316\u89e6\u53d1\u3001\u81ea\u52a8\u5316\u8fd0\u884c\u3001\u53ef\u89c6\u5316\u8ffd\u6eaf\u201d \u7684\u5168\u94fe\u8def\u7ba1\u7406\uff0c\u66ff\u4ee3\u96f6\u6563\u7684\u4eba\u5de5\u811a\u672c\u64cd\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5206\u9636\u6bb5\u843d\u5730\u65b9\u6848<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u9636\u6bb5\u4e00\uff1a\u5efa\u6a21\u6d41\u7a0b\u8282\u70b9\u5316\u6539\u9020<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u539f\u6709\u5355\u4f53 Python \u811a\u672c\u62c6\u89e3\u4e3a 5 \u4e2a\u72ec\u7acb\u53ef\u590d\u7528\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u5b9a\u4e49\u6807\u51c6\u5316\u8f93\u5165\u8f93\u51fa\u63a5\u53e3\uff0c\u901a\u8fc7 OpenClaw \u7684\u5de5\u4f5c\u6d41\u5f15\u64ce\u4e32\u8054\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u62c9\u53d6\u8282\u70b9\uff1a\u5bf9\u63a5\u6570\u4ed3\u63a5\u53e3\uff0c\u6309\u914d\u7f6e\u7684\u65f6\u95f4\u8303\u56f4\u81ea\u52a8\u62c9\u53d6\u5efa\u6a21\u6837\u672c<\/li>\n\n\n\n<li>\u7279\u5f81\u9884\u5904\u7406\u8282\u70b9\uff1a\u6267\u884c\u7f3a\u5931\u503c\u586b\u5145\u3001\u7f16\u7801\u3001\u591a\u7ef4\u5ea6\u7279\u5f81\u7b5b\u9009\uff0c\u8f93\u51fa\u7279\u5f81\u6e05\u5355<\/li>\n\n\n\n<li>FLAML \u8bad\u7ec3\u8282\u70b9\uff1a\u52a0\u8f7d\u914d\u7f6e\u53c2\u6570\uff0c\u6267\u884c\u81ea\u52a8\u8c03\u53c2\uff0c\u8f93\u51fa\u6700\u4f18\u6a21\u578b\u6587\u4ef6<\/li>\n\n\n\n<li>\u6548\u679c\u8bc4\u4f30\u8282\u70b9\uff1a\u81ea\u52a8\u8ba1\u7b97 KS\u3001AUC\u3001PSI \u7b49\u6307\u6807\uff0c\u751f\u6210\u53ef\u89c6\u5316\u62a5\u544a<\/li>\n\n\n\n<li>\u5f52\u6863\u8f93\u51fa\u8282\u70b9\uff1a\u7edf\u4e00\u5b58\u50a8\u6a21\u578b\u6587\u4ef6\u3001\u53c2\u6570\u3001\u62a5\u544a\uff0c\u8bb0\u5f55\u7248\u672c\u4fe1\u606f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8282\u70b9\u652f\u6301\u5355\u72ec\u8c03\u8bd5\u4e0e\u5168\u6d41\u7a0b\u590d\u7528\uff0c\u4e0d\u540c\u5ba2\u7fa4\u7684\u5efa\u6a21\u9700\u6c42\u4ec5\u9700\u4fee\u6539\u914d\u7f6e\u6587\u4ef6\uff0c\u65e0\u9700\u91cd\u590d\u5f00\u53d1\u4ee3\u7801\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u9636\u6bb5\u4e8c\uff1a\u81ea\u52a8\u5316\u89e6\u53d1\u4e0e\u8fed\u4ee3\u673a\u5236<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e OpenClaw \u7684\u8c03\u5ea6\u80fd\u529b\uff0c\u642d\u5efa\u4e24\u79cd\u81ea\u52a8\u89e6\u53d1\u6a21\u5f0f\uff0c\u5b9e\u73b0\u6a21\u578b\u4e3b\u52a8\u8fed\u4ee3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u65f6\u5468\u671f\u89e6\u53d1<\/strong>\uff1a\u6309\u6708 \/ \u5b63\u5ea6\u81ea\u52a8\u62c9\u53d6\u6700\u65b0\u6570\u636e\uff0c\u6267\u884c\u5168\u91cf\u91cd\u8bad\uff0c\u8f93\u51fa\u65b0\u7248\u6a21\u578b\u4e0e\u6548\u679c\u62a5\u544a\uff0c\u63a8\u9001\u81f3\u98ce\u63a7\u7b56\u7565\u56e2\u961f<\/li>\n\n\n\n<li><strong>\u9608\u503c\u544a\u8b66\u89e6\u53d1<\/strong>\uff1a\u5bf9\u63a5\u7ebf\u4e0a\u6a21\u578b\u76d1\u63a7\u6570\u636e\uff0c\u5f53\u7ebf\u4e0a PSI \u8d85\u8fc7 0.25\u3001KS \u503c\u8f83\u4e0a\u7ebf\u65f6\u4e0b\u964d\u8d85\u8fc7 0.03 \u65f6\uff0c\u81ea\u52a8\u89e6\u53d1 FLAML \u589e\u91cf\u91cd\u8bad\uff0c\u5b8c\u6210\u53c2\u6570\u66f4\u65b0\u4e0e\u6548\u679c\u9a8c\u8bc1\uff0c\u786e\u8ba4\u8fbe\u6807\u540e\u81ea\u52a8\u540c\u6b65\u81f3\u51b3\u7b56\u5f15\u64ce<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u9636\u6bb5\u4e09\uff1a\u591a\u6a21\u578b\u7edf\u4e00\u7ba1\u7406\u4f53\u7cfb<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f9d\u6258 OpenClaw \u7684\u63d2\u4ef6\u5316\u80fd\u529b\uff0c\u6784\u5efa\u591a\u5ba2\u7fa4\u5b50\u6a21\u578b\u7ba1\u7406\u4f53\u7cfb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e8c\u624b\u8f66\u5206\u671f\u3001\u9ad8\u53cd\u5ba2\u7fa4\u7b49\u4e0d\u540c\u4e1a\u52a1\u7ebf\u5efa\u7acb\u72ec\u7acb\u5efa\u6a21\u914d\u7f6e\u6a21\u677f\uff0c\u7edf\u4e00\u6d41\u7a0b\u903b\u8f91\u3001\u5dee\u5f02\u5316\u4e1a\u52a1\u53c2\u6570<\/li>\n\n\n\n<li>\u5168\u91cf\u6a21\u578b\u7248\u672c\u7edf\u4e00\u5f52\u6863\uff0c\u8bb0\u5f55\u8bad\u7ec3\u65f6\u95f4\u3001\u6837\u672c\u8303\u56f4\u3001\u6838\u5fc3\u6307\u6807\uff0c\u652f\u6301\u4e00\u952e\u56de\u6eaf\u5386\u53f2\u7248\u672c\u4e0e\u6548\u679c\u5bf9\u6bd4<\/li>\n\n\n\n<li>\u5efa\u7acb\u6a21\u578b\u4e0a\u7ebf\u5ba1\u6279\u6d41\uff0c\u8bad\u7ec3\u5b8c\u6210\u7684\u6a21\u578b\u9700\u7ecf\u6548\u679c\u6821\u9a8c\u540e\u81ea\u52a8\u63a8\u5165\u4e0a\u7ebf\u961f\u5217\uff0c\u6ee1\u8db3\u98ce\u63a7\u5408\u89c4\u8981\u6c42<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u9636\u6bb5\u56db\uff1a\u4e1a\u52a1\u7aef\u81ea\u52a8\u534f\u540c<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u901a\u5efa\u6a21\u4f53\u7cfb\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u7684\u8854\u63a5\u94fe\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u901a\u8fc7\u7684\u6a21\u578b\u81ea\u52a8\u8f6c\u6362\u4e3a\u6807\u51c6\u5316\u8bc4\u5206\u63a5\u53e3\uff0c\u540c\u6b65\u81f3\u98ce\u63a7\u51b3\u7b56\u5f15\u64ce<\/li>\n\n\n\n<li>\u81ea\u52a8\u751f\u6210\u6807\u51c6\u5316\u5efa\u6a21\u62a5\u544a\uff0c\u5305\u542b\u7279\u5f81\u6e05\u5355\u3001\u6548\u679c\u6307\u6807\u3001\u5206\u7bb1\u7ed3\u679c\uff0c\u66ff\u4ee3\u4eba\u5de5\u6574\u7406<\/li>\n\n\n\n<li>\u6a21\u578b\u6548\u679c\u76d1\u63a7\u6570\u636e\u81ea\u52a8\u540c\u6b65\u81f3\u4e1a\u52a1\u770b\u677f\uff0c\u5b9e\u73b0\u5168\u5468\u671f\u900f\u660e\u53ef\u67e5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u843d\u5730\u9884\u671f\u6536\u76ca<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355\u6b21\u5efa\u6a21\u5168\u6d41\u7a0b\u8017\u65f6\u4ece\u4eba\u5de5\u64cd\u4f5c\u7684 1-2 \u5929\u7f29\u77ed\u81f3 2 \u5c0f\u65f6\u5185\uff1b\u6a21\u578b\u8fed\u4ee3\u54cd\u5e94\u901f\u5ea6\u63d0\u5347 80%\uff1b\u591a\u6a21\u578b\u7ba1\u7406\u6210\u672c\u964d\u4f4e 60%\uff1b\u540c\u65f6\u6807\u51c6\u5316\u6d41\u7a0b\u53ef\u6709\u6548\u964d\u4f4e\u4eba\u5de5\u64cd\u4f5c\u5e26\u6765\u7684\u53c2\u6570\u9057\u6f0f\u3001\u6570\u636e\u6cc4\u9732\u7b49\u98ce\u9669\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u591a\u7ef4\u5ea6 AI \u667a\u80fd\u65b9\u5411\u7684\u914d\u5957\u843d\u5730\u5ef6\u4f38<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u81ea\u52a8\u5316\u5efa\u6a21\u4f53\u7cfb\u7684\u57fa\u7840\u4e0a\uff0c\u53ef\u9010\u6b65\u62d3\u5c55\u591a\u7c7b AI \u80fd\u529b\uff0c\u5f62\u6210 \u201c\u79bb\u7ebf\u5efa\u6a21 + \u5b9e\u65f6\u51b3\u7b56 + \u667a\u80fd\u8fd0\u8425\u201d \u7684\u5b8c\u6574\u98ce\u63a7 AI \u77e9\u9635\uff0c\u5404\u65b9\u5411\u5747\u5177\u5907\u660e\u786e\u7684\u843d\u5730\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5927\u6a21\u578b\u8f85\u52a9\u7279\u5f81\u4e0e\u89c4\u5219\u751f\u6210<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u843d\u5730\u8def\u5f84<\/strong>\uff1a\u63a5\u5165\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u89e3\u6790\u903e\u671f\u5ba2\u6237\u7684\u5ba2\u670d\u6c9f\u901a\u8bb0\u5f55\u3001\u5f81\u4fe1\u5907\u6ce8\u3001\u7533\u8bf7\u8bf4\u660e\u7b49\u975e\u7ed3\u6784\u5316\u6587\u672c\uff0c\u63d0\u53d6\u98ce\u9669\u5173\u952e\u8bcd\u4e0e\u884c\u4e3a\u6a21\u5f0f\uff0c\u751f\u6210\u7ed3\u6784\u5316\u884d\u751f\u7279\u5f81\uff0c\u8865\u5145\u5230 FLAML \u7684\u7279\u5f81\u6c60\u4e2d\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u8f6f\u4fe1\u606f\u7684\u6355\u6349\u80fd\u529b<\/li>\n\n\n\n<li><strong>\u5b9e\u73b0\u65b9\u5f0f<\/strong>\uff1a\u4ee5\u63d2\u4ef6\u8282\u70b9\u5f62\u5f0f\u63a5\u5165 OpenClaw \u5de5\u4f5c\u6d41\uff0c\u5728\u6570\u636e\u9884\u5904\u7406\u9636\u6bb5\u6279\u91cf\u5904\u7406\u6587\u672c\u6570\u636e\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u7279\u5f81\u81ea\u52a8\u6c47\u5165\u5efa\u6a21\u6570\u636e\u96c6\uff1b\u540c\u65f6\u53ef\u57fa\u4e8e\u5927\u6a21\u578b\u89e3\u6790\u5386\u53f2\u903e\u671f\u6848\u4f8b\uff0c\u81ea\u52a8\u751f\u6210\u98ce\u63a7\u89c4\u5219\u5efa\u8bae\uff0c\u8f85\u52a9\u7b56\u7565\u4eba\u5458\u4f18\u5316\u89c4\u5219\u4f53\u7cfb<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u591a\u6a21\u6001\u53cd\u6b3a\u8bc8\u6838\u9a8c\u80fd\u529b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u843d\u5730\u8def\u5f84<\/strong>\uff1a\u96c6\u6210 OCR+CV 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class=\"wp-block-list\">\n<li><strong>\u843d\u5730\u8def\u5f84<\/strong>\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u7ed3\u5408\u4e1a\u52a1\u901a\u8fc7\u7387\u3001\u574f\u8d26\u7387\u3001\u8425\u6536\u7b49\u591a\u76ee\u6807\uff0c\u81ea\u52a8\u4f18\u5316\u8bc4\u5206\u9608\u503c\u4e0e\u7b56\u7565\u89c4\u5219\uff0c\u66ff\u4ee3\u4eba\u5de5\u53cd\u590d\u8c03\u8bd5\u9608\u503c\u7684\u4f20\u7edf\u6a21\u5f0f<\/li>\n\n\n\n<li><strong>\u534f\u540c\u673a\u5236<\/strong>\uff1a\u4e0e FLAML \u6a21\u578b\u8fed\u4ee3\u8054\u52a8\uff0c\u6bcf\u5f53\u6a21\u578b\u66f4\u65b0\u540e\u81ea\u52a8\u89e6\u53d1\u7b56\u7565\u4f18\u5316\uff0c\u8f93\u51fa\u591a\u5957\u9608\u503c\u65b9\u6848\u4f9b\u7b56\u7565\u56e2\u961f\u9009\u62e9\uff0c\u7f29\u77ed\u6a21\u578b\u4e0a\u7ebf\u5230\u7b56\u7565\u843d\u5730\u7684\u5468\u671f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u8d37\u540e\u667a\u80fd\u5206\u6848\u4e0e\u8fd0\u8425<\/h3>\n\n\n\n<ul 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