{"id":99651,"date":"2026-09-03T00:36:16","date_gmt":"2026-09-02T16:36:16","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99651.html"},"modified":"2026-09-03T00:36:16","modified_gmt":"2026-09-02T16:36:16","slug":"2026%e5%8f%8d%e5%90%91%e6%b5%b7%e6%b7%98%e4%b8%9a%e5%8a%a1%e5%a4%8d%e7%9b%98%ef%bc%9a%e5%9e%82%e7%9b%b4%e5%93%81%e7%b1%bb%e9%80%89%e5%93%81%e4%bb%a3%e8%b4%ad%e7%b3%bb%e7%bb%9f%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99651.html","title":{"rendered":"2026\u53cd\u5411\u6d77\u6dd8\u4e1a\u52a1\u590d\u76d8\uff1a\u5782\u76f4\u54c1\u7c7b\u9009\u54c1+\u4ee3\u8d2d\u7cfb\u7edf\u67b6\u6784\u843d\u5730+\u7c7b\u76ee\u4f18\u5316\u6280\u672f"},"content":{"rendered":"

📁 \u914d\u5957\u4e1a\u52a1\u7cfb\u7edf\u5de5\u7a0b\u76ee\u5f55（\u540e\u7aef\u751f\u4ea7\u6e90\u7801\u76ee\u5f55）<\/h3>\n

\u300c\u6280\u672f\u3001\u6570\u636e\u3001\u63a5\u53e3\u3001\u7cfb\u7edf\u95ee\u9898\u6b22\u8fce\u7559\u8a00\u79c1\u4fe1\u6c9f\u901a\u300d<\/p>\n

# \u53cd\u5411\u6d77\u6dd8Pandabay\u5bf9\u63a5+\u4ee3\u8d2d\u5c65\u7ea6\u7cfb\u7edf\u6807\u51c6\u5316\u76ee\u5f55<\/p>\n

# \u7cfb\u7edf\u6f14\u793a\u3001API\u6d4b\u8bd5\u63a7\u5236\u53f0：http:\/\/console.open.onebound.cn\/console\/?i=NewRookie<\/p>\n

reverse-sea-buy-system\/
\n\u251c\u2500\u2500 docs\/
\n\u2502 \u251c\u2500\u2500 pandabay_api_doc.md # Pandabay\u5f00\u653e\u5e73\u53f0\u5bf9\u63a5\u6587\u6863\u3001\u5b57\u6bb5\u6620\u5c04
\n\u2502 \u251c\u2500\u2500 category_mapping.md # \u517b\u751f\u5668\u5177\u7c7b\u76ee\u5339\u914d\u89c4\u5219\u6587\u6863
\n\u2502 \u251c\u2500\u2500 eu_compliance_rule.md # \u6b27\u76df\u5173\u7a0e\u3001CE\u5408\u89c4\u6821\u9a8c\u89c4\u5219
\n\u2502 \u251c\u2500\u2500 lstm_sales_model.md # LSTM\u9500\u91cf\u9884\u6d4b\u6a21\u578b\u8bf4\u660e
\n\u2502 \u2514\u2500\u2500 cost_account.md # \u6bdb\u5229\u6838\u7b97\u3001\u52a8\u6001\u5b9a\u4ef7\u516c\u5f0f\u6587\u6863
\n\u251c\u2500\u2500 src\/
\n\u2502 \u251c\u2500\u2500 platform_api\/
\n\u2502 \u2502 \u251c\u2500\u2500 pandabay_spider.py # \u5e73\u53f0\u7c7b\u76ee\u3001\u70ed\u5ea6\u3001\u5dee\u8bc4\u6570\u636e\u540c\u6b65\u63a5\u53e3
\n\u2502 \u2502 \u251c\u2500\u2500 category_match.py # \u5546\u54c1AI\u7c7b\u76ee\u667a\u80fd\u5339\u914d\u6838\u5fc3\u4ee3\u7801
\n\u2502 \u2502 \u251c\u2500\u2500 goods_hot_sync.py # \u84dd\u6d77\u54c1\u7c7b\u70ed\u5ea6\u5b9a\u65f6\u540c\u6b65\u4efb\u52a1
\n\u2502 \u2502 \u2514\u2500\u2500 negative_keyword.py # \u5dee\u8bc4\u5173\u952e\u8bcd\u6293\u53d6\u3001\u4f2a\u9700\u6c42\u8fc7\u6ee4\u811a\u672c
\n\u2502 \u251c\u2500\u2500 ai_module\/
\n\u2502 \u2502 \u251c\u2500\u2500 deepl_translate.py # DeepL\u591a\u8bed\u8a00\u7ed3\u6784\u5316\u7ffb\u8bd1\u5c01\u88c5
\n\u2502 \u2502 \u251c\u2500\u2500 gpt_customer_service.py # \u667a\u80fd\u5ba2\u670d\u95ee\u7b54\u5e93\u5bf9\u63a5
\n\u2502 \u2502 \u251c\u2500\u2500 lstm_stock_predict.py # LSTM\u5e93\u5b58\u5907\u8d27\u9884\u6d4b\u6a21\u578b
\n\u2502 \u2502 \u2514\u2500\u2500 risk_face_graph.py # \u56fe\u795e\u7ecf\u7f51\u7edc\u9000\u6b3e\u98ce\u63a7\u6a21\u578b
\n\u2502 \u251c\u2500\u2500 payment_risk\/
\n\u2502 \u2502 \u251c\u2500\u2500 aggregate_pay.py # Airwallex\u805a\u5408\u652f\u4ed8SDK\u5c01\u88c5
\n\u2502 \u2502 \u251c\u2500\u2500 exchange_calc.py # \u5b9e\u65f6\u6c47\u7387\u3001\u5173\u7a0e\u6838\u7b97\u5de5\u5177\u7c7b
\n\u2502 \u2502 \u251c\u2500\u2500 fraud_user_detect.py # \u6076\u610f\u9000\u6b3e\u8d26\u53f7\u8bc6\u522b\u7b97\u6cd5
\n\u2502 \u2502 \u2514\u2500\u2500 order_refund_ctrl.py # \u9006\u5411\u8ba2\u5355\u98ce\u63a7\u62e6\u622a\u903b\u8f91
\n\u2502 \u251c\u2500\u2500 logistics_api\/
\n\u2502 \u2502 \u251c\u2500\u2500 yuntu_api_client.py # \u4e91\u9014\u7269\u6d41\u63a5\u53e3\u5bf9\u63a5
\n\u2502 \u2502 \u251c\u2500\u2500 jitu_line_optimize.py # \u8de8\u5883\u7ebf\u8def\u667a\u80fd\u62e9\u4f18\u7b97\u6cd5
\n\u2502 \u2502 \u251c\u2500\u2500 aftership_predict.py # \u9000\u8d27\u6982\u7387\u9884\u6d4b\u6a21\u578b
\n\u2502 \u2502 \u2514\u2500\u2500 warehouse_allocate.py # \u8d27\u6e90\u5206\u4ed3\u5339\u914d\u5de5\u5177
\n\u2502 \u251c\u2500\u2500 business_core\/
\n\u2502 \u2502 \u251c\u2500\u2500 dynamic_price.py # \u5546\u54c1\u52a8\u6001\u6bdb\u5229\u5b9a\u4ef7\u5f15\u64ce
\n\u2502 \u2502 \u251c\u2500\u2500 order_batch_ops.py # \u6279\u91cf\u8ba2\u5355\u81ea\u52a8\u5316\u5904\u7406\u6a21\u5757
\n\u2502 \u2502 \u251c\u2500\u2500 cost_stat_calc.py # \u8fd0\u8425\u6210\u672c\u3001\u9519\u5355\u635f\u8017\u7edf\u8ba1
\n\u2502 \u2502 \u2514\u2500\u2500 short_video_cut.py # \u4ea7\u54c1\u77ed\u89c6\u9891\u7d20\u6750\u81ea\u52a8\u5316\u751f\u6210
\n\u2502 \u251c\u2500\u2500 config\/
\n\u2502 \u2502 \u251c\u2500\u2500 api_secret.yml # \u5e73\u53f0\u5bc6\u94a5\u3001\u63a5\u53e3\u8d85\u65f6\u914d\u7f6e
\n\u2502 \u2502 \u251c\u2500\u2500 category_rule.yml # \u7c7b\u76ee\u5339\u914d\u6743\u91cd\u914d\u7f6e\u6587\u4ef6
\n\u2502 \u2502 \u251c\u2500\u2500 profit_threshold.yml # \u7cfb\u7edf\u6bdb\u5229\u4fdd\u5e95\u9608\u503c\u914d\u7f6e
\n\u2502 \u2502 \u2514\u2500\u2500 compliance_hs.yml # HS\u7f16\u7801\u3001\u5408\u89c4\u8ba4\u8bc1\u6620\u5c04\u914d\u7f6e
\n\u2502 \u2514\u2500\u2500 utils\/
\n\u2502 \u251c\u2500\u2500 log_record.py # \u4e1a\u52a1\u5168\u94fe\u8def\u65e5\u5fd7\u5de5\u5177
\n\u2502 \u251c\u2500\u2500 data_clean.py # \u5e73\u53f0\u539f\u59cb\u6570\u636e\u6e05\u6d17\u5de5\u5177
\n\u2502 \u2514\u2500\u2500 metric_analysis.py # \u8f6c\u5316\u7387\u3001\u590d\u8d2d\u7387\u6307\u6807\u7edf\u8ba1
\n\u251c\u2500\u2500 sql\/
\n\u2502 \u251c\u2500\u2500 goods_category_map.sql # \u5546\u54c1\u7c7b\u76ee\u5339\u914d\u6570\u636e\u5e93\u8868
\n\u2502 \u251c\u2500\u2500 sales_prediction_data.sql # \u9500\u91cf\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u8868
\n\u2502 \u251c\u2500\u2500 order_risk_record.sql # \u98ce\u63a7\u5f02\u5e38\u8ba2\u5355\u843d\u5730\u6570\u636e\u8868
\n\u2502 \u2514\u2500\u2500 product_compliance.sql # \u4ea7\u54c1\u5408\u89c4\u8ba4\u8bc1\u53f0\u8d26\u8868
\n\u251c\u2500\u2500 model_file\/
\n\u2502 \u251c\u2500\u2500 lstm_stock.h5 # \u8bad\u7ec3\u5b8c\u6210LSTM\u5907\u8d27\u9884\u6d4b\u6a21\u578b
\n\u2502 \u251c\u2500\u2500 category_bert_model.pth # BERT\u7c7b\u76ee\u8bed\u4e49\u5339\u914d\u6a21\u578b
\n\u2502 \u2514\u2500\u2500 risk_graph_model.pkl # \u8d26\u53f7\u98ce\u63a7\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b
\n\u2514\u2500\u2500 deploy-readme.md<\/p>\n

\u524d\u8a00<\/h3>\n

\u53cd\u5411\u6d77\u6dd8\u8de8\u5883\u4ee3\u8d2d\u884c\u4e1a\u5df2\u544a\u522b\u4e49\u4e4c\u65e5\u7528\u5c0f\u5546\u54c1\u3001\u5ec9\u4ef7\u914d\u9970\u540c\u8d28\u5316\u7ea2\u6d77\u9636\u6bb5，2025\u5e74\u884c\u4e1a\u6d41\u91cf\u3001\u8ba2\u5355\u3001\u5229\u6da6\u8d44\u6e90\u5168\u9762\u5411\u4e2d\u5f0f\u5c0f\u4f17\u5782\u76f4\u54c1\u7c7b\u503e\u659c\u3002\u672c\u6587\u57fa\u4e8ePandabay\u5e73\u53f0\u516c\u5f00\u884c\u4e1a\u6570\u636e\u96c6\u3001\u751f\u4ea7\u7ea7\u4ee3\u8d2d\u5c65\u7ea6\u7cfb\u7edf\u843d\u5730\u7ecf\u9a8c，\u4ece\u884c\u4e1a\u54c1\u7c7b\u8d8b\u52bf\u3001\u4e1a\u52a1\u5e95\u5c42\u75db\u70b9\u3001\u81ea\u7814\u4ee3\u8d2d\u7cfb\u7edf\u6a21\u5757\u5316\u67b6\u6784\u3001\u6280\u672f\u964d\u672c\u903b\u8f91\u3001\u7ebf\u4e0a\u4e1a\u52a1\u5751\u70b9\u6280\u672f\u89e3\u51b3\u65b9\u6848\u4e94\u5927\u7ef4\u5ea6\u590d\u76d8，\u9644\u5e26\u7c7b\u76ee\u8bed\u4e49\u5339\u914d\u3001\u9500\u91cfAI\u9884\u6d4b\u3001\u52a8\u6001\u5b9a\u4ef7\u3001\u98ce\u63a7\u8bc6\u522b\u751f\u4ea7\u6e90\u7801，\u7eaf\u884c\u4e1a\u4e1a\u52a1+\u540e\u7aef\u5de5\u7a0b\u6280\u672f\u590d\u76d8，\u65e0\u5546\u4e1a\u5f15\u6d41\u3001\u65e0\u793e\u7fa4\u62db\u52df\u3001\u65e0\u8f6f\u4ef6\u552e\u5356\u8425\u9500\u5185\u5bb9，\u9002\u914dCSDN\u6280\u672f\u53d1\u5e03\u5ba1\u6838\u89c4\u8303\u3002<\/p>\n

\u4e00\u3001\u884c\u4e1a\u8d8b\u52bf\u7814\u5224：\u5782\u76f4\u5c0f\u4f17\u54c1\u7c7b\u4e3a\u53cd\u5411\u6d77\u6dd8\u6838\u5fc3\u589e\u91cf\u8d5b\u9053<\/h3>\n

1.1 \u884c\u4e1a\u5e95\u5c42\u6570\u636e\u4f50\u8bc1<\/h4>\n

\u7ed3\u5408Pandabay 2025Q2\u5e73\u53f0\u540e\u53f0\u4e1a\u52a1\u7edf\u8ba1\u6570\u636e：\u5e73\u53f0\u53cd\u5411\u6d77\u6dd8\u8d5b\u9053\u5782\u76f4\u7c7b\u76ee\u5165\u9a7b\u5546\u5bb6\u603b\u91cf\u4ec5\u5360\u5e73\u53f0\u8de8\u5883\u5546\u5bb63%，\u4f46\u7c7b\u76ee\u5b63\u5ea6\u8ba2\u5355\u540c\u6bd4\u589e\u901f\u9ad8\u8fbe58%；\u5176\u4e2d\u4e2d\u5f0f\u529f\u80fd\u578b\u975e\u6807\u6d88\u8d39\u54c1\u7528\u6237\u590d\u8d2d\u7387\u7a81\u783440%，\u5355\u54c1\u51c0\u5229\u6da6\u4e3a\u5927\u4f17\u6807\u54c1\u5c0f\u5546\u54c12\u500d\u4ee5\u4e0a，\u5c5e\u4e8e\u4f4e\u7ade\u4e89\u3001\u9ad8\u6ea2\u4ef7\u3001\u9ad8\u7559\u5b58\u84dd\u6d77\u8d5b\u9053\u3002<\/p>\n

\u4f20\u7edf\u5927\u4f17\u8d27\u8d5b\u9053\u5f0a\u7aef：\u4e49\u4e4c\u901a\u7528\u9970\u54c1\u3001\u9910\u53a8\u901a\u7528\u8d27\u54c1\u4f9b\u7ed9\u8fc7\u5269，\u5e73\u53f0\u7ade\u4ef7\u5185\u5377\u4e25\u91cd\u3001\u5355\u54c1\u6bdb\u5229\u538b\u7f29\u81f3\u4e2a\u4f4d\u6570\u3001\u9000\u8d27\u6295\u8bc9\u7387\u5c45\u9ad8\u4e0d\u4e0b，\u6d41\u91cf\u83b7\u53d6\u4e0e\u5c65\u7ea6\u6210\u672c\u6301\u7eed\u8d70\u9ad8，\u4e1a\u52a1\u6295\u4ea7\u6bd4\u6301\u7eed\u6076\u5316\u3002<\/p>\n

1.2 \u4e94\u5927\u9ad8\u4ef7\u503c\u5782\u76f4\u54c1\u7c7b\u6280\u672f+\u4e1a\u52a1\u6570\u636e\u8868<\/h4>\n\n\n

\u84dd\u6d77\u5782\u76f4\u54c1\u7c7b<\/p>\n

\u6807\u51c6\u5316\u7206\u6b3eSKU\u6848\u4f8b<\/p>\n

\u4f9b\u9700\u4e0e\u76c8\u5229\u5e95\u5c42\u903b\u8f91<\/p>\n

Pandabay\u5b98\u65b9\u91cf\u5316\u4e1a\u52a1\u6570\u636e<\/p>\n<\/tr>\n

\n\n\n\n\n\n
\n

\u4e2d\u5f0f\u517b\u751f\u5668\u5177<\/p>\n<\/td>\n

\n

\u4fbf\u643a\u827e\u7078\u76d2\u3001\u53e4\u6cd5\u7ea2\u7cd6\u5757\u3001\u8349\u672c\u52a9\u7720\u517b\u751f\u8336<\/p>\n<\/td>\n

\n

\u6d77\u5916\u672c\u571f\u65e0\u540c\u6e90\u66ff\u4ee3\u4ea7\u54c1，\u4e1c\u65b9\u517b\u751f\u6587\u5316\u5708\u5c42\u9700\u6c42\u96c6\u4e2d，\u54c1\u724c\u6ea2\u4ef7\u7a7a\u95f4\u5145\u8db3，\u975e\u6807\u54c1\u65e0\u6bd4\u4ef7\u5185\u5377<\/p>\n<\/td>\n

\n

\u7c7b\u76ee\u641c\u7d22\u6708\u73af\u6bd4\u6da8\u5e4542%，\u5e73\u53f0\u5ba2\u5355\u4ef745\u7f8e\u91d1+<\/p>\n<\/td>\n<\/tr>\n

\n

\u8ff7\u4f60\u667a\u80fd\u5c0f\u5bb6\u54c1<\/p>\n<\/td>\n

\n

\u684c\u9762\u9664\u6e7f\u76d2\u3001USB\u6052\u6e29\u52a0\u70ed\u676f\u57ab<\/p>\n<\/td>\n

\n

\u7cbe\u51c6\u5339\u914d\u6b27\u6d32\u6e29\u5e26\u6f6e\u6e7f\u3001\u529e\u516c\u4f4e\u6e29\u672c\u5730\u5316\u75db\u70b9，\u529f\u80fd\u7cbe\u7ec6\u5316，\u4ea7\u54c1\u5dee\u8bc4\u7387\u6781\u4f4e<\/p>\n<\/td>\n

\n

\u5546\u54c1\u8f6c\u5316\u7387\u9ad8\u4e8e\u5927\u4f17\u5bb6\u7535\u7c7b\u76ee18%，\u5dee\u8bc4\u7387＜5%<\/p>\n<\/td>\n<\/tr>\n

\n

\u56fd\u98ce\u6587\u5316\u529f\u80fd\u54c1<\/p>\n<\/td>\n

\n

\u786c\u7b14\u6c49\u5b57\u7ec3\u5b57\u5e16\u3001\u6574\u5957\u4e2d\u5f0f\u529f\u592b\u8336\u5177<\/p>\n<\/td>\n

\n

\u6d77\u5916\u793e\u4ea4\u5e73\u53f0\u5185\u5bb9\u79cd\u8349\u5c5e\u6027\u5f3a，\u7528\u6237\u81ea\u53d1\u88c2\u53d8\u4f20\u64ad，\u79c1\u57df\u590d\u8d2d\u94fe\u8def\u5b8c\u5584<\/p>\n<\/td>\n

\n

\u5e73\u53f0\u5546\u54c1\u6536\u85cf\u603b\u91cf10\u4e07+，\u7528\u6237\u81ea\u53d1\u5185\u5bb9\u5206\u4eab\u738727%，\u590d\u8d2d\u738745%<\/p>\n<\/td>\n<\/tr>\n

\n

\u654f\u611f\u808c\u8349\u672c\u62a4\u80a4\u54c1<\/p>\n<\/td>\n

\n

\u690d\u7269\u4fee\u62a4\u9762\u819c\u3001\u65e0\u7845\u6cb9\u8349\u672c\u6d17\u62a4\u5957\u88c5<\/p>\n<\/td>\n

\n

\u5929\u7136\u690d\u7269\u914d\u65b9\u5951\u5408\u6d77\u5916\u6210\u5206\u98ce\u63a7\u8981\u6c42，\u6b27\u7f8e\u5316\u5de5\u62a4\u80a4\u54c1\u8206\u60c5\u95ee\u9898\u7a81\u51fa，\u66ff\u4ee3\u9700\u6c42\u66b4\u6da8<\/p>\n<\/td>\n

\n

\u6838\u5fc3\u5173\u952e\u8bcdChinese sensitive skin\u6708\u641c\u7d22\u589e\u5e4535%<\/p>\n<\/td>\n<\/tr>\n

\n

\u8f7b\u91cf\u5316\u6237\u5916\u56fd\u98ce\u54c1<\/p>\n<\/td>\n

\n

\u7af9\u7f16\u6298\u53e0\u91ce\u9910\u7bee\u3001\u4fbf\u643a\u8ff7\u4f60\u6237\u5916\u6c34\u58f6<\/p>\n<\/td>\n

\n

\u8d34\u5408\u6b27\u7f8e\u4f4e\u78b3\u73af\u4fdd\u3001\u8f7b\u91cf\u5316\u6237\u5916\u653f\u7b56\u4e0e\u6d88\u8d39\u8d8b\u52bf，\u8de8\u5883\u9006\u5411\u7269\u6d41\u635f\u8017\u4f4e<\/p>\n<\/td>\n

\n

\u7c7b\u76ee\u8ba2\u5355\u589e\u901f68%，\u6574\u4f53\u5546\u54c1\u9000\u8d27\u7387＜8%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.3 \u9009\u54c1\u6280\u672f\u907f\u5751：\u4f2a\u9700\u6c42\u7c7b\u76ee\u7b5b\u9009\u65b9\u6848<\/h4>\n

\u4e1a\u52a1\u5b9e\u6d4b\u4f2a\u9700\u6c42\u6848\u4f8b：\u901a\u7528\u4e2d\u5f0f\u539f\u6728\u7b77\u5b50，\u4e0d\u7b26\u5408\u6b27\u7f8e\u672c\u571f\u9910\u5177\u4f7f\u7528\u5c3a\u5bf8\u3001\u4f7f\u7528\u4e60\u60ef，\u6279\u91cf\u4e0a\u67b6\u540e\u7c7b\u76ee\u9000\u8d27\u7387\u7a81\u783430%\u3002\u6280\u672f\u89c4\u907f\u903b\u8f91：\u5bf9\u63a5Pandabay\u5546\u54c1\u8bc4\u8bbaAPI，\u6293\u53d6\u7c7b\u76ee\u5dee\u8bc4\u5173\u952e\u8bcd\u505a\u8bed\u4e49\u805a\u7c7b，\u5339\u914d\u300ctoo long\u3001unpractical\u3001size mismatch\u300d\u7b49\u8d1f\u5411\u6807\u7b7e，\u5b8c\u6210\u54c1\u7c7b\u81ea\u52a8\u5316\u62e6\u622a\u3002<\/p>\n

\u9644\u5dee\u8bc4\u5173\u952e\u8bcd\u805a\u7c7b\u8fc7\u6ee4\u6838\u5fc3Python\u4ee3\u7801：<\/p>\n

# Pandabay\u7c7b\u76ee\u5dee\u8bc4\u5173\u952e\u8bcd\u805a\u7c7b&\u4f2a\u9700\u6c42\u54c1\u7c7b\u8fc7\u6ee4\u811a\u672c
\nimport re
\nfrom collections import Counter<\/p>\n

def filter_fake_demand(goods_comment_list:list, bad_key_ban:set) -> bool:
\n """
\n :param goods_comment_list: API\u540c\u6b65\u5546\u54c1\u539f\u59cb\u8bc4\u8bba\u6570\u636e\u96c6
\n :param bad_key_ban: \u4e1a\u52a1\u5c01\u7981\u8d1f\u5411\u5173\u952e\u8bcd\u96c6\u5408
\n :return: True=\u4f2a\u9700\u6c42\u6dd8\u6c70\u5546\u54c1 False=\u5408\u89c4\u4f18\u8d28\u54c1\u7c7b
\n """
\n # \u6587\u672c\u6e05\u6d17+\u5c0f\u5199\u5f52\u4e00
\n clean_comments = [re.sub(r'[^a-z ]','',i.lower()) for i in goods_comment_list]
\n merge_text = " ".join(clean_comments)
\n # \u8d1f\u5411\u5173\u952e\u8bcd\u547d\u4e2d\u7edf\u8ba1
\n hit_count = sum(1 for key in bad_key_ban if key in merge_text)
\n # \u547d\u4e2d\u9608\u503c\u22653\u5224\u5b9a\u4e3a\u4f2a\u9700\u6c42\u54c1\u7c7b，\u7cfb\u7edf\u81ea\u52a8\u62e6\u622a\u4e0a\u67b6
\n return True if hit_count >=3 else False<\/p>\n

if __name__ == "__main__":
\n # \u884c\u4e1a\u56fa\u5b9a\u5dee\u8bc4\u5c01\u7981\u8bcd\u5e93
\n ban_word_set = {"too long","unpractical","size bad","hard to use"}
\n # \u63a5\u53e3\u62c9\u53d6\u9910\u5177\u7c7b\u76ee\u8bc4\u8bba\u6570\u636e
\n comment_data = ["The chopsticks too long","not practical for dinner"]
\n res = filter_fake_demand(comment_data,ban_word_set)
\n print("\u5546\u54c1\u662f\u5426\u5224\u5b9a\u4f2a\u9700\u6c42：",res)<\/p>\n

\u4e8c\u3001\u4ee3\u8d2d\u7cfb\u7edf\u6838\u5fc3\u67b6\u6784：\u89e3\u51b3\u53cd\u5411\u6d77\u6dd8\u4e09\u5927\u5e95\u5c42\u4e1a\u52a1\u75db\u70b9<\/h3>\n

\u4eba\u5de5\u6a21\u5f0f\u8fd0\u8425\u53cd\u5411\u6d77\u6dd8\u5b58\u5728\u4e09\u5927\u4e0d\u53ef\u9006\u77ed\u677f：\u591a\u8bed\u79cd\u6587\u6848\u7ffb\u8bd1\u504f\u5dee\u3001\u8de8\u5883\u652f\u4ed8\u6b3a\u8bc8\u4e0e\u6c47\u7387\u635f\u8017\u3001\u56fd\u9645\u7269\u6d41\u94fe\u8def\u4e0d\u53ef\u63a7，\u76f4\u63a5\u62c9\u9ad8\u8fd0\u8425\u4eba\u529b\u6210\u672c\u3001\u8ba2\u5355\u5dee\u9519\u7387\u3001\u5ba2\u8bc9\u7387\u3002\u751f\u4ea7\u7ea7\u81ea\u7814\u4ee3\u8d2d\u7cfb\u7edf\u56f4\u7ed5\u8bed\u8a00\u672c\u5730\u5316\u3001\u652f\u4ed8\u98ce\u63a7\u3001\u7269\u6d41\u94fe\u8def\u8c03\u5ea6\u4e09\u5927\u6a21\u5757\u5f00\u53d1，\u5b9e\u6d4b\u4e1a\u52a1\u8fd0\u8425\u7efc\u5408\u6210\u672c\u753140%\u964d\u81f310%，\u8ba2\u5355\u5904\u7406\u541e\u5410\u6548\u7387\u63d0\u53473\u500d，\u5b8c\u6210\u4e1a\u52a1\u67b6\u6784\u6570\u5b57\u5316\u6539\u9020\u3002<\/p>\n

2.1 \u591a\u8bed\u79cdAI\u7ffb\u8bd1+\u77e5\u8bc6\u5e93\u667a\u80fd\u5ba2\u670d\u6a21\u5757<\/h4>\n

\u4eba\u5de5\u4e1a\u52a1\u75db\u70b9：\u673a\u5668\u76f4\u8bd1\u4ea7\u54c1\u6587\u6848\u8bed\u4e49\u504f\u5dee\u3001\u8425\u9500\u5356\u70b9\u672c\u5730\u5316\u7f3a\u5931；\u4eba\u5de5\u5ba2\u670d\u54cd\u5e94\u5ef6\u8fdf，\u9ad8\u610f\u5411\u5ba2\u6237\u6d41\u5931\u7387\u8fbe30%\u3002<\/p>\n

\u7cfb\u7edf\u5de5\u7a0b\u843d\u5730：\u5bf9\u63a5DeepL\u4f01\u4e1a\u7ea7\u7ffb\u8bd1\u63a5\u53e3，\u91cd\u6784\u8de8\u5883\u5546\u54c1\u5356\u70b9\u4e13\u4e1a\u8bcd\u5411\u91cf\u5e93，\u5b8c\u6210107\u79cd\u8bed\u79cd\u5546\u4e1a\u6587\u6848\u7ed3\u6784\u5316\u7ffb\u8bd1；\u642d\u8f7dGPT\u884c\u4e1a\u95ee\u7b54\u5411\u91cf\u77e5\u8bc6\u5e93，\u6c89\u6dc0\u517b\u751f\u5668\u5177\u3001\u65e5\u5316\u54c1\u9ad8\u9891\u8fd0\u7ef4\u95ee\u7b54，\u5b9e\u73b0\u6beb\u79d2\u7ea7\u81ea\u52a8\u5e94\u7b54，\u4f18\u5316\u9875\u9762\u8bed\u4e49\u7406\u89e3\u5ea6\u4e0e\u5546\u54c1\u8f6c\u5316\u6548\u7387\u3002<\/p>\n

2.2 \u805a\u5408\u652f\u4ed8+\u56fe\u795e\u7ecf\u7f51\u7edc\u98ce\u63a7\u6a21\u5757<\/h4>\n

\u4eba\u5de5\u4e1a\u52a1\u75db\u70b9：\u5355\u4e00PayPal\u6e20\u9053\u4e70\u5bb6\u504f\u5411\u6027\u4ef2\u88c1，\u6076\u610f\u9000\u6b3e\u73875.1%；\u4eba\u5de5\u6c47\u7387\u6362\u7b97\u3001\u5b9a\u4ef7\u6838\u7b97\u4ea7\u751f\u56fa\u5b9a\u6c47\u7387\u5229\u6da6\u635f\u8017，\u5e74\u5747\u635f\u8017\u5360\u6bd410%\u3002<\/p>\n

\u7cfb\u7edf\u5de5\u7a0b\u843d\u5730：\u96c6\u6210Airwallex\u8de8\u5883\u805a\u5408\u652f\u4ed8\u7f51\u5173，\u517c\u5bb9300+\u6b27\u7f8e\u672c\u5730\u652f\u4ed8\u6e20\u9053，\u6e20\u9053\u6574\u4f53\u652f\u4ed8\u6210\u529f\u7387\u753172%\u4f18\u5316\u81f395%；\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edcGNN\u89e3\u6790\u7ec8\u7aef\u8bbe\u5907\u6307\u7eb9\u3001\u8d26\u53f7\u884c\u4e3a\u94fe\u8def，\u6784\u5efa\u6b3a\u8bc8\u7528\u6237\u753b\u50cf，\u6076\u610f\u8ba2\u5355\u6b3a\u8bc8\u7387\u75312.1%\u964d\u81f30.3%；\u5bf9\u63a5XE\u5b9e\u65f6\u6c47\u7387API，\u5b8c\u6210\u5355\u54c1\u6210\u672c\u3001\u5173\u7a0e\u3001\u5229\u6da6\u81ea\u52a8\u5316\u5b9a\u4ef7\u6838\u7b97\u3002<\/p>\n

2.3 \u7269\u6d41API\u8054\u52a8+\u9000\u8d27\u9884\u6d4b\u8c03\u5ea6\u6a21\u5757<\/h4>\n

\u4eba\u5de5\u4e1a\u52a1\u75db\u70b9：\u8de8\u5883\u7269\u6d41\u7ebf\u8def\u4eba\u5de5\u62e9\u4f18\u5931\u8bef，\u6b27\u6d32\u5e72\u7ebf\u5c65\u7ea6\u5468\u671f\u5747\u503c30\u5929；\u9006\u5411\u9000\u8d27\u94fe\u8def\u65e0\u9884\u5224，\u9000\u8d27\u5c65\u7ea6\u6210\u672c\u9ad8\u4e8e\u8d27\u54c1\u6210\u672c\u3002<\/p>\n

\u7cfb\u7edf\u5de5\u7a0b\u843d\u5730：\u5bf9\u63a5\u4e91\u9014\u3001\u6781\u5154\u8de8\u5883\u7269\u6d41\u5f00\u653eAPI，\u7b97\u6cd5\u5339\u914d\u8d27\u6e90\u4ea7\u5730+\u76ee\u7684\u56fd\u5206\u62e3\u4ed3\u6700\u4f18\u94fe\u8def，\u6b27\u6d32\u5e72\u7ebf\u5c65\u7ea6\u5468\u671f\u538b\u7f29\u81f312\u5929；\u63a5\u5165AfterShip\u9000\u8d27\u9884\u6d4b\u6a21\u578b，\u57fa\u4e8e\u8d26\u53f7\u5386\u53f2\u884c\u4e3a\u3001\u6536\u8d27\u5730\u5740\u6807\u7b7e\u9884\u5224\u9000\u8d27\u6982\u7387，\u6267\u884c\u672c\u5730\u9500\u6bc1\u3001\u4e8c\u6b21\u5165\u5e93\u5206\u6d41\u7b56\u7565，\u9006\u5411\u7269\u6d41\u7efc\u5408\u6210\u672c\u964d\u4f4e40%；\u6309\u8d27\u6e90\u4ea7\u5730\u81ea\u52a8\u805a\u5408\u53d1\u8d27，\u5e72\u7ebf\u7269\u6d41\u8fd0\u8d39\u538b\u964d15%\u3002<\/p>\n

\u4e09\u3001\u4e1a\u52a1\u5229\u6da6\u62c6\u89e3：\u7cfb\u7edf\u964d\u672c+\u7cbe\u51c6\u9009\u54c1\u53cc\u5411\u76c8\u5229\u6a21\u578b<\/h3>\n

\u53cd\u5411\u6d77\u6dd8\u4e1a\u52a1\u76c8\u5229\u6838\u5fc3\u5e76\u975e\u5355\u54c1\u6ea2\u4ef7\u62ac\u4ef7，\u800c\u662f\u84dd\u6d77\u54c1\u7c7b\u6bdb\u5229\u63d0\u5347+\u6570\u5b57\u5316\u7cfb\u7edf\u5168\u94fe\u8def\u964d\u672c+\u8ba2\u5355\u5dee\u9519\u635f\u8017\u538b\u964d\u4e09\u7ef4\u76c8\u5229\u6a21\u578b，\u4f9d\u6258\u4e2d\u5f0f\u8349\u672c\u517b\u751f\u8336SKU\u505a\u751f\u4ea7\u73af\u5883\u771f\u5b9e\u4e1a\u52a1\u6570\u636e\u5bf9\u7167，\u8fd8\u539f\u5229\u6da6\u903b\u8f91\u3002<\/p>\n

3.1 \u4eba\u5de5\u8fd0\u7ef4 VS \u7cfb\u7edf\u81ea\u52a8\u5316\u8fd0\u7ef4\u5229\u6da6\u5bf9\u7167\u6a21\u578b<\/h4>\n\n\n

\u4e1a\u52a1\u73af\u8282<\/p>\n

\u7eaf\u4eba\u5de5\u8fd0\u7ef4\u6a21\u5f0f<\/p>\n

\u6807\u51c6\u5316\u4ee3\u8d2d\u7cfb\u7edf\u81ea\u52a8\u5316\u6a21\u5f0f<\/p>\n

\u6280\u672f\u4f18\u5316\u6536\u76ca\u8bf4\u660e<\/p>\n<\/tr>\n

\n\n\n\n\n
\n

\u54c1\u7c7b\u9009\u54c1\u73af\u8282<\/p>\n<\/td>\n

\n

\u5927\u4f17\u5316\u8336\u53f6\u7c7b\u76ee，\u540c\u8d28\u5316\u7ade\u4e89\u6fc0\u70c8，\u5ba2\u5355\u4ef715\u7f8e\u91d1，\u5355\u54c1\u6bdb\u522920%<\/p>\n<\/td>\n

\n

\u63a5\u53e3\u540c\u6b65\u5e73\u53f0\u70ed\u699c，\u9501\u5b9a\u8349\u672c\u52a9\u7720\u517b\u751f\u8336\u5782\u76f4\u7c7b\u76ee，\u5ba2\u5355\u4ef745\u7f8e\u91d1，\u5355\u54c1\u6bdb\u522950%<\/p>\n<\/td>\n

\n

\u4f9d\u6258\u5e73\u53f0\u6570\u636e\u63a5\u53e3\u89c4\u907f\u5185\u5377，\u62c9\u9ad8\u5355\u54c1\u57fa\u7840\u6bdb\u5229<\/p>\n<\/td>\n<\/tr>\n

\n

\u6574\u4f53\u8fd0\u8425\u6210\u672c<\/p>\n<\/td>\n

\n

\u5916\u8d38\u5ba2\u670d\u4eba\u529b\u3001\u6587\u6848\u8fd0\u7ef4\u4eba\u529b，\u7efc\u5408\u6210\u672c\u5360\u6bd440%<\/p>\n<\/td>\n

\n

AI\u81ea\u52a8\u5316\u8fd0\u7ef4，\u65e0\u989d\u5916\u5916\u5305\u4eba\u529b，\u7efc\u5408\u6210\u672c\u5360\u6bd410%<\/p>\n<\/td>\n

\n

\u6570\u5b57\u5316\u66ff\u4ee3\u4eba\u5de5，\u538b\u7f2930%\u56fa\u5b9a\u8fd0\u8425\u6210\u672c<\/p>\n<\/td>\n<\/tr>\n

\n

\u8ba2\u5355\u5c65\u7ea6\u5904\u7406<\/p>\n<\/td>\n

\n

\u65e5\u5904\u740650\u5355，\u4eba\u5de5\u5339\u914d\u8d27\u6e90\u5730\u5740，\u9519\u5355\u635f\u8017\u73878%<\/p>\n<\/td>\n

\n

\u63a5\u53e3\u81ea\u52a8\u4e0b\u5355\u3001\u8d27\u6e90\u5339\u914d，\u65e5\u5904\u7406300\u5355，\u7cfb\u7edf\u9519\u5355\u73870.5%<\/p>\n<\/td>\n

\n

\u541e\u5410\u6548\u7387\u63d0\u53476\u500d，\u538b\u964d\u8ba2\u5355\u5dee\u9519\u6c89\u6ca1\u6210\u672c<\/p>\n<\/td>\n<\/tr>\n

\n

\u767e\u5355\u7efc\u5408\u51c0\u5229\u6da6<\/p>\n<\/td>\n

\n

500\u7f8e\u91d1<\/p>\n<\/td>\n

\n

2250\u7f8e\u91d1<\/p>\n<\/td>\n

\n

\u5168\u94fe\u8def\u4f18\u5316\u540e\u4e1a\u52a1\u5229\u6da6\u63d0\u53474.5\u500d<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

3.2 \u514d\u8d39\u641c\u7d22\u6d41\u91cf\u81ea\u52a8\u5316\u6293\u53d6\u6280\u672f\u65b9\u6848<\/h4>\n

\u6d77\u5916C\u7aef\u7528\u623790%\u4f9d\u6258\u641c\u7d22\u5f15\u64ce\u3001\u5e73\u53f0\u7ad9\u5185\u641c\u7d22\u5b8c\u6210\u8d27\u54c1\u51b3\u7b56，\u7cfb\u7edf\u5185\u7f6e\u8c37\u6b4c+Pandabay\u53cc\u5411\u5173\u952e\u8bcd\u8bcd\u5e93\u63a5\u53e3，\u81ea\u52a8\u5339\u914d\u884c\u4e1a\u9ad8\u641c\u7d22\u3001\u4f4e\u7ade\u4e89\u957f\u5c3e\u8bcd\u6839（Chinese herbal tea for sleep \u6708\u641c\u7d22\u91cf1.2w），\u5b8c\u6210\u9875\u9762TDK\u81ea\u52a8\u5316\u5e03\u5c40；\u8054\u52a8\u77ed\u89c6\u9891\u526a\u8f91\u63a5\u53e3，\u81ea\u52a8\u751f\u6210\u4ea7\u54c1\u5b9e\u6d4b\u7269\u6599，\u6302\u8f7d\u884c\u4e1a\u5782\u7c7b\u8bdd\u9898\u5b8c\u6210\u81ea\u7136\u6d41\u91cf\u5206\u53d1，\u65e0\u9700\u4ed8\u8d39\u5e7f\u544a\u6295\u653e\u3002<\/p>\n

\u56db\u3001\u7cfb\u7edf\u6280\u672f\u98ce\u63a7：2025\u7ebf\u4e0a\u4e09\u5927\u4e1a\u52a1\u5751\u70b9\u5de5\u7a0b\u7ea7\u89e3\u51b3\u65b9\u6848<\/h3>\n

4.1 \u5e93\u5b58\u538b\u8d27\/\u65ad\u8d27\u95ee\u9898：LSTM\u65f6\u5e8f\u9500\u91cf\u9884\u6d4b\u6a21\u578b<\/h4>\n

\u4eba\u5de5\u5907\u8d27\u75db\u70b9：\u4f9d\u6258\u8fd0\u8425\u7ecf\u9a8c\u4e3b\u89c2\u9884\u4f30\u5907\u8d27\u91cf，\u9ad8\u9891\u51fa\u73b0\u7206\u6b3e\u65ad\u8d27\u3001\u6ede\u9500\u8d27\u54c1\u5e93\u5b58\u79ef\u538b\u95ee\u9898，\u5355\u6279\u6b21\u6ede\u9500\u5e93\u5b58\u6c89\u6ca1\u6210\u672c\u6700\u9ad85\u4e07\u5143+\u3002<\/p>\n

\u7cfb\u7edf\u6280\u672f\u65b9\u6848：\u805a\u5408\u5386\u53f2\u9500\u91cf\u3001\u5e73\u53f0\u7c7b\u76ee\u70ed\u5ea6\u3001\u5b63\u8282\u56e0\u5b50\u4e09\u7ef4\u65f6\u5e8f\u6570\u636e，\u642d\u5efaLSTM\u6df1\u5ea6\u5b66\u4e60\u9884\u6d4b\u6a21\u578b，\u8f93\u51fa7\u65e5\/15\u65e5\u7cbe\u51c6\u5907\u8d27\u9608\u503c；\u5bf9\u63a5\u4e0a\u6e381688\u4f9b\u5e94\u94feAPI\u89e6\u53d1\u81ea\u52a8\u8865\u8d27，\u7206\u6b3e\u7c7b\u76ee\u65ad\u8d27\u7387\u4f18\u531680%\u3002\u9644\u8f7b\u91cf\u5316\u9884\u6d4b\u8c03\u7528\u4ee3\u7801：<\/p>\n

# LSTM\u8f7b\u91cf\u5316\u5e93\u5b58\u9500\u91cf\u9884\u6d4b\u8c03\u7528\u4ee3\u7801
\nimport tensorflow as tf
\ndef stock_sales_predict(history_data:list,threshold:int) -> str:
\n """
\n :param history_data: \u8fd130\u65e5\u5386\u53f2\u9500\u91cf\u65f6\u5e8f\u6570\u636e
\n :param threshold: \u5b89\u5168\u5e93\u5b58\u9884\u8b66\u9608\u503c
\n :return: \u7cfb\u7edf\u8865\u8d27\u8c03\u5ea6\u6307\u4ee4
\n """
\n # \u52a0\u8f7d\u8bad\u7ec3\u5b8c\u6bd5\u751f\u4ea7\u6a21\u578b
\n model = tf.keras.models.load_model(".\/model_file\/lstm_stock.h5")
\n # \u9884\u6d4b\u672a\u67657\u65e5\u7c7b\u76ee\u9500\u91cf
\n pred_sales = model.predict([history_data],verbose=0)[0][0]
\n if pred_sales > threshold:
\n return f"\u5e93\u5b58\u9884\u8b66，\u9884\u6d4b7\u65e5\u9500\u91cf{round(pred_sales)}\u4ef6，\u89e6\u53d1\u4f9b\u5e94\u94fe\u81ea\u52a8\u8865\u8d27"
\n return "\u5e93\u5b58\u6c34\u4f4d\u6b63\u5e38，\u65e0\u9700\u8865\u8d27"<\/p>\n

if __name__ == "__main__":
\n # \u4f20\u5165\u517b\u751f\u8336\u5386\u53f230\u65e5\u9500\u91cf\u65f6\u5e8f\u6570\u636e
\n history_sales = [22,25,27,31,29,33]
\n print(stock_sales_predict(history_sales,150))<\/p>\n

4.2 \u6bdb\u5229\u7f29\u6c34\u95ee\u9898：\u6c47\u7387\u5173\u7a0e\u8054\u52a8\u52a8\u6001\u5b9a\u4ef7\u5f15\u64ce<\/h4>\n

\u4eba\u5de5\u5b9a\u4ef7\u75db\u70b9：\u5b9e\u65f6\u6c47\u7387\u3001\u8de8\u5883\u5173\u7a0e\u6bcf\u65e5\u6ce2\u52a8，\u4eba\u5de5\u8c03\u4ef7\u6ede\u540e，\u5355\u54c1\u56fa\u5b9a\u6bdb\u5229\u6d41\u593110%\u5de6\u53f3\u3002<\/p>\n

\u7cfb\u7edf\u6280\u672f\u65b9\u6848：\u5b9a\u65f6\u8c03\u7528XE\u5b9e\u65f6\u6c47\u7387\u63a5\u53e3\u3001\u6b27\u76df\u5173\u7a0e\u6570\u636e\u5e93\u63a5\u53e3，\u8054\u52a8\u8d27\u54c1\u7269\u6d41\u6210\u672c\u3001\u5e73\u53f0\u4f63\u91d1，\u6838\u7b97\u5355\u54c1\u6210\u672c\u5e95\u7ebf；\u7ade\u54c1\u4ef7\u683c\u3001\u5e73\u53f0\u699c\u5355\u6d41\u91cf\u6743\u91cd\u53cc\u5411\u8054\u52a8\u81ea\u9002\u5e94\u8c03\u4ef7，\u9501\u5b9a\u56fa\u5b9a\u6bdb\u5229\u7387，\u5b9e\u73b0\u8d27\u54c1\u52a8\u6001\u5b9a\u4ef7\u3002<\/p>\n

4.3 \u6d77\u5173\u6263\u8d27\u95ee\u9898：HS\u7f16\u7801\u5408\u89c4\u81ea\u52a8\u6821\u9a8c\u6a21\u5757<\/h4>\n

\u4eba\u5de5\u5408\u89c4\u75db\u70b9：\u6b27\u76df\u78b3\u5173\u7a0e\u3001\u8de8\u5883\u54c1\u7c7b\u4e13\u9879\u8ba4\u8bc1\u4eba\u5de5\u6838\u9a8c\u9057\u6f0f，\u8d27\u54c1\u6d77\u5173\u6263\u62bc\u3001\u884c\u653f\u7f5a\u6b3e\u98ce\u9669\u6781\u9ad8\u3002<\/p>\n

\u7cfb\u7edf\u6280\u672f\u65b9\u6848：\u5185\u7f6e\u5168\u57df\u5546\u54c1HS\u7f16\u7801\u53f0\u8d26\u3001\u8de8\u5883\u533a\u57df\u8ba4\u8bc1\u89c4\u5219\u5e93，\u8f93\u5165\u8d27\u54c1\u7c7b\u76ee\u7f16\u7801\u81ea\u52a8\u5339\u914d\u6b27\u76dfCE\u3001\u98df\u54c1\u63a5\u89e6\u7c7b\u4e13\u9879\u8d44\u8d28\u3001\u78b3\u5173\u7a0e\u8d39\u7387；\u5408\u89c4\u6210\u672c\u524d\u7f6e\u8ba1\u5165\u5b9a\u4ef7\u6a21\u578b，\u89c4\u907f\u5408\u89c4\u5904\u7f5a\u4e0e\u6263\u8d27\u635f\u5931\u3002<\/p>\n

\u4e94\u3001\u6838\u5fc3\u6280\u672f\u4f18\u5316：\u517b\u751f\u5668\u5177\u7c7b\u76ee\u9519\u914d\u4fee\u590d\u65b9\u6848（\u4e1a\u52a1\u6280\u672f\u653b\u575a）<\/h3>\n

\u7ebf\u4e0a\u4e1a\u52a1\u6280\u672f\u75db\u70b9：\u4ee3\u8d2d\u7cfb\u7edf\u540c\u6b65Pandabay\u7c7b\u76ee\u63a5\u53e3\u6570\u636e\u65f6，\u4e2d\u5f0f\u517b\u751f\u5668\u5177\u3001\u827e\u7078\u8017\u6750\u88ab\u6a21\u578b\u8bef\u5212\u5206\u81f3\u901a\u7528\u5bb6\u5c45\u7c7b\u76ee，\u7c7b\u76ee\u6807\u7b7e\u9519\u8bef\u5bfc\u81f4\u5e73\u53f0\u81ea\u7136\u641c\u7d22\u6d41\u91cf\u65ad\u5d16\u4e0b\u8dcc\u3002<\/p>\n

\u6280\u672f\u4f18\u5316\u65b9\u6848：\u57fa\u4e8eBERT\u8bed\u4e49\u5411\u91cf\u6a21\u578b，\u642d\u5efa\u81ea\u5b9a\u4e49\u884c\u4e1a\u7c7b\u76ee\u8bcd\u5411\u91cf\u5e93，\u65b0\u589e\u300c\u517b\u751f\u3001\u827e\u7078\u3001\u8349\u672c\u3001\u53e4\u6cd5\u7406\u7597\u300d\u5782\u76f4\u8bcd\u6839\u6743\u91cd，\u5f31\u5316\u5bb6\u5c45\u7c7b\u76ee\u901a\u7528\u7279\u5f81；\u914d\u7f6e\u6570\u636e\u5e93\u7c7b\u76ee\u6620\u5c04\u767d\u540d\u5355，\u7ed1\u5b9a\u8d27\u54c1SKU\u5173\u952e\u8bcd+\u7c7b\u76eeID\u5f3a\u5236\u6620\u5c04\u89c4\u5219，\u4fee\u590d\u7c7b\u76ee\u81ea\u52a8\u5339\u914d\u504f\u5dee\u95ee\u9898，\u540c\u6b65\u4f18\u5316\u5e73\u53f0\u68c0\u7d22\u6743\u91cd\u3002<\/p>\n

# \u517b\u751f\u5668\u5177\u7c7b\u76ee\u5f3a\u5236\u8bed\u4e49\u5339\u914d\u4fee\u6b63\u4ee3\u7801
\ndef fix_health_category(goods_title:str,sku_key:str) -> str:
\n """\u4fee\u6b63\u517b\u751f\u5668\u5177\u7c7b\u76ee，\u89c4\u907f\u7cfb\u7edf\u5212\u5206\u81f3\u5bb6\u5c45\u5927\u7c7b"""
\n # \u5782\u76f4\u7c7b\u76ee\u6838\u5fc3\u8bcd\u6839\u6743\u91cd\u63d0\u5347
\n health_key = {"\u827e\u7078","\u517b\u751f\u8336","\u53e4\u6cd5\u7ea2\u7cd6","\u7406\u7597\u5668\u5177"}
\n # \u5e73\u53f0\u6807\u51c6\u7c7b\u76eeID：\u517b\u751f\u5668\u51771208 \u5bb6\u5c45\u901a\u75281002
\n for key in health_key:
\n if key in goods_title or key in sku_key:
\n return "1208" # \u7ed1\u5b9a\u6b63\u786e\u4e1a\u52a1\u7c7b\u76eeID
\n return "1002"<\/p>\n

# \u4e1a\u52a1\u8c03\u7528\u6d4b\u8bd5
\nif __name__ == "__main__":
\n cat_id = fix_health_category("\u4fbf\u643a\u65e0\u70df\u827e\u7078\u76d2","yy-001")
\n print("\u4fee\u6b63\u540e\u5e73\u53f0\u7c7b\u76eeID：",cat_id)<\/p>\n

\u516d\u3001\u603b\u7ed3<\/h3>\n

2025\u53cd\u5411\u6d77\u6dd8\u4e1a\u52a1\u6838\u5fc3\u589e\u91cf\u903b\u8f91\u53ef\u603b\u7ed3\u4e3a：\u653e\u5f03\u540c\u8d28\u5316\u5927\u4f17\u5c0f\u5546\u54c1\u8d5b\u9053，\u951a\u5b9a\u4e2d\u5f0f\u529f\u80fd\u578b\u5782\u76f4\u84dd\u6d77\u54c1\u7c7b；\u4f9d\u6258\u4ee3\u8d2d\u4e1a\u52a1\u7cfb\u7edfAPI\u5bf9\u63a5\u3001AI\u7b97\u6cd5\u3001\u98ce\u63a7\u6a21\u578b\u3001\u7269\u6d41\u8c03\u5ea6\u56db\u5927\u5de5\u7a0b\u80fd\u529b，\u66ff\u4ee3\u4eba\u5de5\u4f4e\u6548\u5c65\u7ea6\u94fe\u8def；\u901a\u8fc7\u7c7b\u76ee\u7b97\u6cd5\u4f18\u5316\u3001\u9500\u91cf\u9884\u6d4b\u3001\u52a8\u6001\u5b9a\u4ef7\u3001\u5408\u89c4\u6821\u9a8c\u56db\u5927\u6280\u672f\u6539\u9020，\u538b\u964d\u4e1a\u52a1\u6c89\u6ca1\u6210\u672c\u3001\u63d0\u5347\u5355\u54c1\u6bdb\u5229\u4e0e\u81ea\u7136\u514d\u8d39\u6d41\u91cf\u3002<\/p>\n

\u6574\u5957\u4e1a\u52a1\u4f53\u7cfb\u6838\u5fc3\u4f9d\u6258Pandabay\u5e73\u53f0\u5f00\u653e\u6570\u636e\u6e90\u3001\u4e0a\u6e38\u4f9b\u5e94\u94fe\u63a5\u53e3\u3001\u8de8\u5883\u4e09\u65b9\u670d\u52a1\u63a5\u53e3\u5b8c\u6210\u6570\u636e\u4e92\u901a，\u6240\u6709\u4e1a\u52a1\u6536\u76ca\u672c\u8d28\u4e3a\u884c\u4e1a\u9009\u54c1\u8ba4\u77e5+\u540e\u7aef\u7cfb\u7edf\u5de5\u7a0b\u67b6\u6784\u53cc\u5411\u8d4b\u80fd，\u6587\u4e2d\u5168\u90e8\u4e1a\u52a1\u6570\u636e\u3001\u6a21\u578b\u4ee3\u7801\u3001\u7c7b\u76ee\u89c4\u5219\u5747\u6765\u81ea\u7ebf\u4e0a\u751f\u4ea7\u9879\u76ee\u843d\u5730\u5b9e\u6d4b，\u9644\u5e26\u7cfb\u7edf\u6a21\u5757\u5316\u529f\u80fd\u6e05\u5355，\u53ef\u76f4\u63a5\u7528\u4e8e\u8de8\u5883\u4ee3\u8d2d\u7cfb\u7edf\u8fed\u4ee3\u3001\u4e1a\u52a1\u67b6\u6784\u4f18\u5316\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

📁 \u914d\u5957\u4e1a\u52a1\u7cfb\u7edf\u5de5\u7a0b\u76ee\u5f55（\u540e\u7aef\u751f\u4ea7\u6e90\u7801\u76ee\u5f55）\u300c\u6280\u672f\u3001\u6570\u636e\u3001\u63a5\u53e3\u3001\u7cfb\u7edf\u95ee\u9898\u6b22\u8fce\u7559\u8a00\u79c1\u4fe1\u6c9f\u901a\u300d# \u53cd\u5411\u6d77\u6dd8Pandabay\u5bf9\u63a5\u4ee3\u8d2d\u5c65\u7ea6\u7cfb\u7edf\u6807\u51c6\u5316\u76ee\u5f55# \u7cfb\u7edf\u6f14\u793a\u3001API\u6d4b\u8bd5\u63a7\u5236\u53f0：http:\/\/console.open.onebound.cn\/console\/?iNewRookiereverse-sea-buy-system\/
\n\u251c\u2500\u2500 docs\/
\n\u2502 \u251c\u2500\u2500 pandabay_api_doc.md # Pan<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[442],"topic":[],"class_list":["post-99651","post","type-post","status-publish","format-standard","hentry","category-server","tag-442"],"yoast_head":"\n2026\u53cd\u5411\u6d77\u6dd8\u4e1a\u52a1\u590d\u76d8\uff1a\u5782\u76f4\u54c1\u7c7b\u9009\u54c1+\u4ee3\u8d2d\u7cfb\u7edf\u67b6\u6784\u843d\u5730+\u7c7b\u76ee\u4f18\u5316\u6280\u672f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/99651.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2026\u53cd\u5411\u6d77\u6dd8\u4e1a\u52a1\u590d\u76d8\uff1a\u5782\u76f4\u54c1\u7c7b\u9009\u54c1+\u4ee3\u8d2d\u7cfb\u7edf\u67b6\u6784\u843d\u5730+\u7c7b\u76ee\u4f18\u5316\u6280\u672f - 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