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\u76ee\u524d\u8fd9\u4e24\u90e8\u5206\u5de5\u4f5c\u90fd\u662f\u6211\u81ea\u5df1\u505a\uff0c\u6240\u4ee5\u4efb\u4f55\u52b3\u52a8\u529b\u7684\u589e\u52a0\u90fd\u7b97\u589e\u76ca\u3002

\u6211\u4eec\u6709\u529e\u516c\u5ba4\uff0c\u4f46\u662f\u6211\u76ee\u524d\u4e5f\u662f\u5c45\u5bb6\u529e\u516c\uff0c\u5927\u90e8\u5206\u7684\u4e8b\u60c5\u8fdc\u7a0b\u89e3\u51b3\u3002

\u4e4b\u6240\u4ee5\u60f3\u62db\u517c\u804c\uff0c\u6211\u7684\u60f3\u6cd5\u662f\uff1a\u5de5\u4f5c\u91cf\u4e0d\u591f\u5168\u804c\u5c97\u4f4d\uff0c\u60f3\u8c61\u4e2d\u517c\u804c\u5bf9\u4f01\u4e1a\u6765\u8bf4\u6548\u7387\u66f4\u9ad8

\u6211\u5e7b\u60f3\u7740\u80fd\u627e\u5230\u5168\u804c\u7238\u7238\u6216\u5168\u804c\u5988\u5988\uff0c\u8ba1\u5212\u5728\u7167\u987e\u5bb6\u5ead\u7684\u7a7a\u6863\u56de\u5230\u5de5\u4f5c\u7684\u3002\u4e00\u662f\u6211\u8ba4\u4e3a\u8fd9\u6837\u7684\u7238\u7238\u5988\u5988\u66f4\u6709\u8d23\u4efb\u5fc3\uff0c\u4e14\u884c\u4e1a\u76f8\u5173\uff0c\u80fd\u8ddf\u54c1\u724c\u4ef7\u503c\u89c2\u5339\u914d\uff0c\u4e8c\u662f\u5982\u679c\u751f\u5b69\u5b50\u524d\u662f\u5168\u804c\u5de5\u4f5c\u7684\uff0c\u5de5\u4f5c\u80fd\u529b\u548c\u793e\u4f1a\u8ba4\u77e5\u6709\u4e00\u5b9a\u4fdd\u969c\u3002

\u60f3\u8bf7\u6559\u4e00\u4e0b\uff0c\u662f\u5426\u6709\u5408\u9002\u7684\u6e20\u9053\u62db\u8058\u5230\u5339\u914d\u7684\u517c\u804c\uff1f\n\u6216\u8005\u8bf4\uff0c\u6211\u8fd9\u6837\u7684\u60f3\u6cd5\u662f\u4e0d\u662f\u7eaf\u7cb9\u9760\u8499\uff0c\u4e0d\u5207\u5b9e\u9645\uff1f

\u63d0\u524d\u8c22\u8c22\u5927\u5bb6\u5206\u4eab\u7ecf\u9a8c\u548c\u610f\u89c1\u3002

\u6700\u8fd1\u5728\u505a\u4e00\u4e2a\u81ea\u52a8\u5316\u53d1\u5e03\u811a\u672c\uff0c\u76ee\u6807\u662f\u7528 Python + Selenium \u5b9e\u73b0\u4eca\u65e5\u5934\u6761\u540e\u53f0\u7684\u81ea\u52a8\u53d1\u6587\u6d41\u7a0b\u3002\u6574\u4f53\u6d41\u7a0b\u5305\u62ec\u767b\u5f55\u3001\u586b\u5199\u6807\u9898\u548c\u6b63\u6587\u3001\u70b9\u51fb\u201c\u53d1\u5e03\u201d\u6309\u94ae\u3002

\u95ee\u9898\u662f\uff1a\u5728 Selenium \u63a7\u5236\u7684\u6d4f\u89c8\u5668\u4e2d\u70b9\u51fb\u201c\u53d1\u5e03\u201d\u4f1a\u63d0\u793a\u201c\u53d1\u5e03\u5931\u8d25\u201d\uff0c\u4f46\u7528\u540c\u6837\u7684\u8d26\u53f7\u5728\u624b\u52a8\u6d4f\u89c8\u5668\u64cd\u4f5c\u5374\u53ef\u4ee5\u6b63\u5e38\u53d1\u5e03\u3002

\u6211\u5df2\u7ecf\u6392\u67e5\u4e86\u4ee5\u4e0b\u51e0\u70b9\uff1a

\n
• \u767b\u5f55\u72b6\u6001\u662f\u6709\u6548\u7684\uff0c\u9875\u9762\u8df3\u8f6c\u548c\u5185\u5bb9\u586b\u5199\u90fd\u6ca1\u95ee\u9898\uff1b
\n
• \u53d1\u5e03\u6309\u94ae\u662f\u53ef\u70b9\u51fb\u7684\uff0c\u4e5f\u505a\u4e86\u663e\u5f0f\u7b49\u5f85\uff1b
\n
• \u586b\u5199\u5185\u5bb9\u6ca1\u6709\u8fdd\u89c4\u8bcd\u6216\u683c\u5f0f\u95ee\u9898\uff1b
\n
• \u9875\u9762\u52a0\u8f7d\u4e5f\u505a\u4e86\u5ef6\u8fdf\u5904\u7406\uff1b
\n

\u6000\u7591\u662f\u4eca\u65e5\u5934\u6761\u5bf9\u81ea\u52a8\u5316\u884c\u4e3a\u505a\u4e86\u8bc6\u522b\uff0c\u6bd4\u5982\uff1a

\n
• navigator.webdriver = true \u88ab\u68c0\u6d4b\uff1b
\n
• \u6d4f\u89c8\u5668\u6307\u7eb9\u5f02\u5e38\uff1b
\n
• \u7f3a\u5c11\u771f\u5b9e\u7528\u6237\u884c\u4e3a\uff08\u9f20\u6807\u79fb\u52a8\u3001\u6eda\u52a8\u7b49\uff09\uff1b
\n
• Cookie/session \u4e0d\u5b8c\u6574\uff1b
\n
• \u8bf7\u6c42\u5934\u6216 token \u6821\u9a8c\u5931\u8d25\u3002
\n

\u6211\u5c1d\u8bd5\u8fc7\u4f7f\u7528 undetected-chromedriver \u548c\u4fee\u6539\u542f\u52a8\u53c2\u6570\u6765\u89c4\u907f\u81ea\u52a8\u5316\u6807\u5fd7\uff0c\u4f46\u53d1\u5e03\u4ecd\u7136\u5931\u8d25\u3002

\u6709\u6ca1\u6709\u4eba\u9047\u5230\u8fc7\u7c7b\u4f3c\u95ee\u9898\u5417\uff1f\u5927\u4f6c\u53ef\u4ee5\u5e2e\u5fd9\u6307\u70b9\u4e0b\u5417\uff1f

\u81ea\u8eab\u60c5\u51b5

\u5148\u8bf4\u8bf4 op \u7684\u60c5\u51b5,\u5916\u5730\u4eba\u5728\u4e00\u7ebf\u6253\u5de5,\u76ee\u524d\u7684\u85aa\u8d44\u65e0\u6cd5\u627f\u62c5\u4e70\u623f\u7684\u91cd\u62c5

\u5bf9\u81ea\u5df1\u6765\u5927\u57ce\u5e02\u7684\u76ee\u6807\u8fd8\u7b97\u660e\u786e,\u5c31\u662f\u6323\u70b9\u5c0f\u94b1

\u81f3\u4e8e\u4ee5\u540e\u662f\u4e0d\u662f\u56de\u8001\u5bb6\u8fd8\u6ca1\u60f3\u597d,\u4f46\u4ec5\u4ece\u7ecf\u6d4e\u4e0a\u770b\u56de\u8001\u5bb6\u7684\u6982\u7387\u4f1a\u5927\u4e00\u4e9b

\u8eab\u8fb9\u7684\u51e0\u4e2a\u670b\u53cb(\u5916\u5730\u7684)

\u6709\u6210\u5bb6\u7684,\u4e5f\u6709\u6ca1\u6210\u5bb6\u7684.\u7b80\u800c\u8a00\u4e4b,\u4e00\u534a\u591a\u5df2\u7ecf\u9009\u62e9\u6216\u8005\u8ba1\u5212\u5728\u5927\u57ce\u5e02\u957f\u4e45\u53d1\u5c55

\u9009\u62e9\u5728\u5927\u57ce\u5e02\u53d1\u5c55\u7684\u8fd9\u4e9b\u4eba\u4e2d,\u6709\u90e8\u5206\u80cc\u4e0a\u4e86\u5927\u57ce\u5e02\u6216\u8005\u5927\u57ce\u5e02\u5468\u8fb9\u57ce\u5e02\u7684\u623f\u8d37,\u5269\u4f59\u7684\u9009\u62e9\u73b0\u9636\u6bb5\u79df\u623f,\u5b9e\u529b\u5141\u8bb8\u7684\u8bdd\u4e5f\u8bb8\u4f1a\u9009\u62e9\u4e70\u623f

\u4e3a\u4ec0\u4e48\u9009\u62e9\u5728\u5927\u57ce\u5e02

\n
1. \u8001\u5bb6\u5c97\u4f4d\u5c11
\n
2. \u85aa\u8d44\u4f4e
\n

\u8fd9\u4e24\u4e2a\u662f op \u542c\u5230\u4e3b\u8981\u539f\u56e0

\u6211\u770b\u5230\u7684\u8001\u5bb6

\n
1. \u8001\u5bb6\u5c97\u4f4d\u786e\u5b9e\u5c11,\u5404\u65b9\u9762\u6765\u8bf4
\n
2. \u85aa\u6c34\u6bd4\u4e0d\u4e86\u5927\u57ce\u5e02
\n
3. \u6709\u4e00\u4e9b\u6210\u5bb6\u6709\u5b69\u5b50\u7684\u7537\u6027\u9009\u62e9\u56de\u8001\u5bb6(tip: \u4e3a\u4ec0\u4e48\u53ea\u8bf4\u7537\u6027,\u662f\u56e0\u4e3a op \u7684\u804c\u4e1a\u7537\u6027\u6bd4\u8f83\u591a,\u5f88\u5c11\u5973\u6027,\u6ca1\u6709\u6837\u672c\u6570\u636e)
\n
4. \u8001\u5bb6\u7684\u4e00\u4e9b\u5c97\u4f4d\u5e76\u4e0d\u4e00\u5b9a\u4f1a\u6bd4\u5927\u57ce\u5e02\u66f4\u8f7b\u677e.\u53cd\u800c,\u4e5f\u53ef\u80fd\u4f1a\u9047\u5230\u53ea\u7f34\u7eb3\u4e94\u9669,\u5355\u4f11,\u65e0\u507f\u52a0\u73ed\u8fd8\u4f4e\u85aa\u7684\u5de5\u4f5c
\n

\u6323\u624e

\n
1. op \u5982\u679c\u4e0d\u7ed3\u5a5a\u7684\u8bdd,\u65e0\u8bba\u662f\u5728\u8001\u5bb6\u8fd8\u662f\u5927\u57ce\u5e02,\u90fd\u4e0d\u4f1a\u8003\u8651\u4e70\u623f\u7ed9\u81ea\u5df1\u4e0a\u6760\u6746. op \u4e0d\u89c9\u5f97\u5927\u57ce\u5e02\u7684\u623f\u5b50\u662f\u5f52\u5bbf,\u4f46\u6ca1\u6709\u7684\u8bdd\u4f1a\u8ba4\u4e3a\u81ea\u5df1\u6ca1\u6709\u80fd\u529b\u5728\u8fd9\u4e2a\u57ce\u5e02\u4e2d\u957f\u4e45\u7acb\u8db3(\u5927\u57ce\u5e02\u6709\u4e00\u4e9b\u8d44\u6e90\u548c\u623f\u7684\u5173\u7cfb\u6bd4\u8f83\u91cd)
\n
2. \u4e0a\u4e2a\u6708\u6709\u5237\u5230\u51e0\u4e2a\u5e74\u8fd1 30 \u7684\u8001\u54e5\u56de\u8001\u5bb6\u7684\u5e16\u5b50.\u60f3\u7740\u81ea\u5df1\u4e5f\u4e0d\u5c0f\u4e86,\u5373\u4f7f\u73b0\u5728\u4e0d\u7528\u8003\u8651,\u4e0d\u4e45\u7684\u672a\u6765\u4e5f\u9700\u8981\u62c5\u5fe7\u4ee5\u540e\u7684\u53bb\u5904
\n

\u95ee

\u5927\u4f19\u662f\u600e\u4e48\u9762\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684

\u4e00\u4e2a\u4f18\u96c5\u7684 GitHub \u8d8b\u52bf\u9879\u76ee\u5c55\u793a\u7f51\u7ad9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u53d1\u73b0\u6700\u70ed\u95e8\u7684\u5f00\u6e90\u9879\u76ee\u548c\u6280\u672f\u8d8b\u52bf\u3002

\u2728 \u7279\u6027

\n
• \ud83d\udd25 \u5b9e\u65f6\u5c55\u793a GitHub \u70ed\u95e8\u4ed3\u5e93
\n
• \ud83d\udcca \u591a\u7ef4\u5ea6\u6570\u636e\u5206\u6790\uff08\u661f\u6807\u3001\u5206\u652f\u3001\u62c9\u53d6\u8bf7\u6c42\uff09
\n
• \ud83c\udf0d \u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7b5b\u9009
\n
• \ud83d\udcc5 \u7075\u6d3b\u7684\u65f6\u95f4\u5468\u671f\u9009\u62e9
\n
• \ud83d\udcf1 \u54cd\u5e94\u5f0f\u8bbe\u8ba1\uff0c\u652f\u6301\u5404\u79cd\u8bbe\u5907
\n
• \ud83c\udfa8 \u4f18\u96c5\u7684 UI \u8bbe\u8ba1\u548c\u4ea4\u4e92\u4f53\u9a8c\nhttps://trend.quickso.cn/
\n

\u603b\u611f\u89c9\u4e0d\u8e0f\u5b9e\u3002\n\u81f3\u5c11\u6211\u6d4b\u8bd5\u4e86 lark \u90ae\u7bb1\u7684\u516c\u5171\u90ae\u7bb1\u662f\u4f1a\u6f0f\u6536 linkedin \u6ce8\u518c\u90ae\u4ef6\uff0c\u800c\u4e14\u540e\u53f0\u7684\u6536\u53d1\u8bb0\u5f55\u91cc\u4e5f\u6ca1\u6709\u3002

\u5fae\u8f6f\uff1aWindows 10 \u652f\u63f4\u5c07\u65bc 2025 \u5e74 10 \u6708 14 \u65e5\u7d42\u6b62\u3002

win10 \u7684\u5f3a\u5236\u66f4\u65b0\u5f04\u5f97\u6211\u5f88\u591a\u6b21\u641e\u4e00\u534a\uff0c\u7535\u8111\u5f00\u59cb\u8f6c\u5708\u5708\u5347\u7ea7\u66f4\u65b0\u91cd\u542f

\u4ee5\u540e\u7ec8\u4e8e\u4e0d\u7528\u5f3a\u5236\u5347\u7ea7\u4e86

Win11 \u7528\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u4e0d\u4e60\u60ef\uff0c\u8fd8\u662f Win 10 \u7528\u7684\u987a\u624b

\u4e00\u76f4\u559c\u6b22\u628a Win 10 \u4efb\u52a1\u680f\u7f6e\u9876\u4f7f\u7528\uff0c\u5230\u73b0\u5728 Win 11 \u90fd\u4e0d\u652f\u6301\uff0c\u5fae\u8f6f\u8fd9\u4e48\u591a\u5927\u725b\uff0c\u8fd9\u4e48\u4e2a\u529f\u80fd\u7f51\u53cb\u547c\u5524\u4e86\u597d\u51e0\u5e74\uff0c\u90fd\u505a\u4e0d\u51fa\u6765\u4e48

\u5b57\u8282\u7684\u4e00\u4e2a\u90e8\u95e8\uff0c\u4e09\u9910\u514d\u8d39\uff0c\u5065\u8eab\u623f\u514d\u8d39\uff0c\u4e0b\u5348\u8336\u6c34\u679c\u575a\u679c\u7b49\u7b49\u798f\u5229\u3002

\u6709\u770b\u673a\u4f1a\u7684\u540c\u5b66\u6b22\u8fce\u54a8\u8be2\uff0c\u6211\u662f\u65b9\u5411\u8d1f\u8d23\u4eba\u548c\u9762\u8bd5\u5b98\u4e4b\u4e00\uff0c\u548c\u6211\u804a\u80fd\u786e\u8ba4\u5f88\u591a\u4e1c\u897f\uff1b

\u5b9e\u4e60\u300126 \u5e74\u6821\u62db\u3001\u793e\u62db\u90fd\u53ef\u4ee5\uff1b

vx\uff1aeGhheTQx==

\u4e3b\u8981\u662f\u7ed9\u89c6\u9891\u6dfb\u52a0\u5b57\u5e55\u4ee5\u53ca\u8fdb\u884c\u591a\u8bed\u79cd\u7ffb\u8bd1

\u6dfb\u52a0\u4e86\u9879\u76ee\u7ba1\u7406\u7684\u529f\u80fd\uff0c\u4ee5\u53ca\u6dfb\u52a0\u4e86\u5b57\u5e55\u7f16\u8f91\u548c\u5bfc\u51fa\u7684\u529f\u80fd

\u540e\u7eed\u51c6\u5907\u6dfb\u5b57\u5e55\u538b\u5236\u529f\u80fd\u6765\u5bf9\u7f16\u8f91\u7ed3\u679c\u8fdb\u884c\u538b\u5236\u5230\u89c6\u9891\u4e2d\uff0c\u65b9\u4fbf\u5fae\u8c03\u540e\u5bfc\u51fa\u3002

\u7531\u4e8e\u662f vibe code \u4f5c\u54c1\uff0c \u5f88\u591a\u7ec6\u8282\u8fd8\u8981\u5b8c\u5584\uff0c \u6709\u610f\u89c1\u6216\u8005\u5efa\u8bae\uff0c \u8bf7\u52a1\u5fc5\u63d0\u51fa\u6765\u3002 \u8c22\u8c22\u5404\u4f4d

https://echosub.space/

\u8fd9\u662f\u7f51\u7ad9\u5730\u5740\uff0c\u8bf7\u968f\u610f\u4f7f\u7528\u3002

\u7236\u6bcd\u6709\u6d59\u7701\u67d0\u5e02\u57ce\u4e61\u533b\u4fdd\u3002\u5728\u672c\u5730\u53ef\u4ee5\u95e8\u8bca\uff0c\u6709\u989d\u5ea6\u9650\u5236\u3002\u5728\u7701\u5185\u5916\u5730\uff0c\u65e0\u95e8\u8bca\u53ef\u4ee5\u62a5\u9500\u3002\n\u73b0\u5728\u60f3\u7740\u80fd\u5426\u6709\u4e92\u8054\u7f51\u8865\u5145\u4fdd\u9669\uff0c\u53ef\u4ee5\u505a\u4e00\u4e9b\u95e8\u8bca\u62a5\u9500\u8865\u5145\u3002\n\u5927\u5bb6\u6709\u77e5\u9053\u7684\uff0c\u53ef\u4ee5\u63a8\u8350\u7ed9\u6211\u3002\u8c22\u8c22

\u6700\u8fd1\u56e0\u4e3a\u957f\u671f\u4f7f\u7528\u7684 litellm \u56e0\u4e3a\u4f5c\u8005\u8feb\u4e8e\u76c8\u5229\u538b\u529b\uff0c\u628a\u5f88\u591a\u539f\u672c\u5c5e\u4e8e\u9ad8\u9891\u5e38\u7528\u7684\u529f\u80fd\u5217\u4e3a\u4e86\u4f01\u4e1a\u7248\u672c\u4e13\u5c5e\u7279\u6027\uff0c\u6b63\u597d\u56fd\u5e86\u7684\u65f6\u5019\u95f2\u4e0b\u6765\u4e86\uff0c\u5c31\u5199\u4e86\u4e00\u6b3e\u57fa\u4e8e Portkey Gateway \u5b9e\u73b0\u7684 LLM \u805a\u5408\u7f51\u5173\uff0c\u672c\u6765\u5c31\u60f3\u968f\u624b\u4e00\u5199\u6ee1\u8db3\u81ea\u5df1\u7684\u9700\u6c42\u7684\uff0c\u4f46\u662f\u540e\u6765\u53d1\u73b0\u5468\u56f4\u7684\u670b\u53cb\u8bc4\u4ef7\u90fd\u633a\u597d\uff0c\u5c31\u6253\u7b97\u5b8c\u5584\u4e00\u4e0b\u6b63\u5f0f\u53d1\u5e03\u51fa\u6765\uff0c\u4e3b\u8981\u9762\u5411\u7528\u6237\uff1a

\u81ea\u5efa\u670d\u52a1\u7528\u6237\uff0c\u6211\u5c06\u6c38\u8fdc\u4e0d\u4f1a\u505a\u4f01\u4e1a\u7248\uff0c\u4e5f\u4e0d\u4f1a\u5f00\u901a\u6253\u8d4f\u7b49\u529f\u80fd\n\u9879\u76ee\u7531\u4e8e\u8fd8\u662f\u5c5e\u4e8e\u6211\u4e3b\u8981\u5728\u7ef4\u62a4\u548c\u4f7f\u7528\uff0c\u76ee\u524d\u4e0d\u4f1a\u52a0\u5165\u4f8b\u5982\u7ec4\u7ec7\u7b49\u529f\u80fd\n\u76ee\u524d\u5148\u5b8c\u5584\u57fa\u7840\u7684 LLM \u7684\u805a\u5408\u529f\u80fd\uff0cMCP \u548c Claude \u534f\u8bae\u540e\u7eed\u4f1a\u6839\u636e\n\u6211\u7684\u9879\u76ee\u5730\u5740\uff1a https://github.com/sxueck/llm-gateway\n\u9879\u76ee Demo\uff1a http://demo-api.sxueck.com:3000/ demo / demo1234

\u540c\u65f6\u6211\u4e5f\u662f xiaoxhao/lvory \u7684\u4f5c\u8005\uff0c\u8be5\u9879\u76ee\u76ee\u524d\u4e0b\u8f7d\u91cf\u5df2\u8fbe 960 \u6b21\uff0c\u8fed\u4ee3\u8fd1 20 \u4e2a\u7248\u672c\uff0c\u7ef4\u62a4\u5468\u671f\u5927\u5bb6\u5e94\u8be5\u662f\u53ef\u4ee5\u653e\u5fc3\u7684

\u521d\u604b\uff0c\u4e4b\u524d\u6ca1\u8c08\u8fc7\uff0c\u95ee\u95ee\u6709\u7ecf\u9a8c\u7684\u5404\u4f4d\u3002

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\u6211\u81ea\u5df1\u5355\u8eab\u7684\u65f6\u5019\u4e2a\u4eba\u5f00\u9500\u5728\u6bcf\u6708 3000-6000 \u3002\u8c08\u4e86\u5bf9\u8c61\u540e\uff0c\u57fa\u672c\u4e0a\u5728 7000 \u4ee5\u4e0a\uff0c\u4e00\u822c\u5728 7000-10000 \u3002

\u73b0\u5728\u5df2\u7ecf 10 \u6708\u4e2d\u65ec\u4e86\uff0c\u4e00\u8d77\u82b1\u4e86\u63a5\u8fd1 8w5 \u5de6\u53f3\uff0c\u9884\u8ba1\u5e74\u5e95\u8fd8\u6709\u6ce2\u8282\u65e5\u51fa\u6e38\uff0c\u5927\u6982\u4eca\u5e74\u5f00\u9500\u5728 10w \u4e86\u3002

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\u95ee\u95ee\u5404\u4f4d\u8001\u54e5\uff0c\u8fd9\u4e2a\u5f00\u9500\u6b63\u5e38\u5417\uff1f\u5927\u5bb6\u8c08\u604b\u7231\u7684\u65f6\u5019\uff0c\u5f00\u9500\u53c8\u662f\u591a\u5c11\u5462\uff1f

\u63d2\u4ef6\u540d\u79f0\uff1abean-copy-helper

\u63d2\u4ef6\u5730\u5740\uff1ahttps://plugins.jetbrains.com/plugin/28686-bean-copy-helper
\n\u6e90\u7801\u5730\u5740\uff1ahttps://github.com/Aresxue/bean-copy-helper

\u5b89\u88c5\u65b9\u5f0f\uff1a\u5728 Settings -> Plugins -> Marketplace \u4e2d\u8f93\u5165 bean-copy-helper \u68c0\u7d22\u5373\u53ef\u627e\u5230\u8be5\u63d2\u4ef6

\u8fd9\u4e2a\u63d2\u4ef6\u4e00\u5f00\u59cb\u4e3b\u8981\u662f\u5199\u7ed9\u81ea\u5df1\u7528\u7684\uff0c\u5728\u9605\u8bfb\u4ee3\u7801\u548c\u6392\u67e5 bug \u7684\u65f6\u5019\u53d1\u73b0\u6709\u5f88\u591a\u9879\u76ee\u4f7f\u7528\u4e86 Bean Copy \uff0cBean Copy \u6709\u65f6\u5019\u786e\u5b9e\u5f88\u597d\u7528\uff0c \u4f46\u662f\u5b83\u4e5f\u4f1a\u5e26\u6765\u4e00\u4e9b\u56f0\u6270\u6bd4\u5982\u6e90\u5bf9\u8c61\u901a\u8fc7 Bean Copy \u8d4b\u503c\u7ed9\u76ee\u6807\u5bf9\u8c61\u4ee5\u540e\u901a\u8fc7 IDEA \u7684\u5f15\u7528\u662f\u627e\u4e0d\u5230\u5b57\u6bb5\u8bfb\u53d6\u548c\u5199\u5165\uff08 Bean Copy \uff09\u7684\u5730\u65b9\u7684\uff0c\u8fd9\u4e2a\u63d2\u4ef6\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898

\n
\n

\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u53ef\u4ee5\u5bf9\u4e8eGetter/Setter \u65b9\u6cd5\u6216\u8005\u5b57\u6bb5\u4f7f\u7528\u5c5e\u6027\u590d\u5236\u8303\u56f4\u67e5\u627e\uff0c\u4f1a\u8ba4\u4e3a\u4e00\u6b21 Bean Copy \u662f\u5bf9\u6e90\u5bf9\u8c61\u548c\u76ee\u6807\u5bf9\u8c61\u540c\u540d\u4e14\u540c\u7c7b\u578b\u7684\u5b57\u6bb5\u8bfb\u53d6\u548c\u5199\u5165\uff08\u5bf9\u4e8e\u6e90\u5bf9\u8c61\u6765\u8bf4\u662f\u8bfb\u53d6\u5bf9\u4e8e\u76ee\u6807\u5bf9\u8c61\u6765\u8bf4\u662f\u5199\u5165\uff09

\u4e3a\u4e86\u907f\u514d\u5bf9\u539f\u6709\u65b9\u6cd5\u5f15\u7528\u7684\u6c61\u67d3\u6240\u4ee5\u91c7\u7528\u7c7b\u4f3cFind Usages\u7684\u65b9\u5f0f\uff0c\u8fd9\u6837\u5728\u8ddf\u8e2a\u67d0\u4e2a\u5b57\u6bb5\u7684\u8bfb\u53d6/\u5199\u5165\u65f6\u518d\u4e5f\u4e0d\u4f1a\u56e0\u4e3a Bean Copy \u800c\u88ab\u963b\u65ad\u4e86\uff01\uff01\uff01

\u9664\u6b64\u4e4b\u5916 Bean Copy \u8fd8\u7ecf\u5e38\u88ab\u8bef\u7528\uff0c\u8fd9\u91cc\u4e5f\u4f1a\u5bf9\u5176\u505a\u4e00\u4e9b\u98ce\u9669\u8bc6\u522b

\n
\n
\n

\u6700\u5178\u578b\u7684\u573a\u666f\u5c31\u662f\u540c\u540d\u5b57\u6bb5\u7c7b\u578b\u4e0d\u4e00\u81f4\uff0c\u5b9e\u9645\u4e0a\u8fd9\u4e2a\u5b57\u6bb5\u662f\u6ca1\u6cd5\u88ab Copy \u8fc7\u53bb\u7684\uff01\uff01\uff01

\u9664\u6b64\u4e4b\u5916\u8fd8\u96c6\u6210\u4e86\u5176\u5b83\u4e00\u4e9b\u529f\u80fd

\u53ef\u4ee5\u9884\u89c8\u6e90\u7c7b\u548c\u76ee\u6807\u7c7b\u5c5e\u6027\u7684\u5bf9\u6bd4\u5e76\u751f\u6210\u76f8\u5e94\u6ce8\u91ca
\n

\u9884\u89c8\u751f\u6210\u5c5e\u6027\u590d\u5236\u5bf9\u5e94\u7684Getter/Setter \u4ee3\u7801

\n

\u53ef\u4ee5\u9884\u89c8\u6e90\u7c7b\u548c\u76ee\u6807\u7c7b\u590d\u5236\u6210\u529f\u7684\u5c5e\u6027\u5e76\u751f\u6210\u76f8\u5e94\u6ce8\u91ca

\n

\u800c\u4e14\u4f7f\u7528\u4e2d\u6211\u5e38\u5e38\u53d1\u73b0\u5b57\u4f53\u65f6\u5927\u65f6\u5c0f\u6709\u65f6\u5019\u51e0\u4e4e\u65e0\u6cd5\u89c2\u770b\uff0c\u6240\u4ee5\u5f00\u653e\u4e86\u5b57\u4f53\u5927\u5c0f\u81ea\u5b9a\u4e49\u5927\u5bb6\u53ef\u81ea\u884c\u4fee\u6539

\u672c\u63d2\u4ef6\u6c38\u4e45\u514d\u8d39\uff0c\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34\u81ea\u53d6\u3002

\u516c\u53f8\u6269\u62db\uff0c\u6b22\u8fce\u8054\u7cfb\uff0c\u5e2e\u5fd9\u5185\u63a8\u3002\u8bf7\u5728\u6295\u9012\u524d\uff0c\u786e\u8ba4\u4e0b\u6211\u4eec\u7684\u82f1\u6587\u8981\u6c42\u3002

\u82f1\u8bed\u8981\u6c42

\u8bfb\u5199\u6d41\u7545\uff0c\u53e3\u8bed\u7b80\u5355\u4ea4\u6d41\uff0c\u6700\u597d\u82f1\u8bed\u8fc7\u4e86\u7ea7\u3002

JDs

\u85aa\u6c34\u8bf7\u5230 boss \u4e3b\u9875\u81ea\u884c\u67e5\u8be2

\n
• .Net: https://everymatrix.teamtailor.com/jobs/6004566-middle-net-developer
\n
• QA: https://everymatrix.teamtailor.com/jobs/6455236-qa-tester
\n
• Frontend: https://everymatrix.teamtailor.com/jobs/6360615-front-end-developer
\n

\u516c\u53f8\u4fe1\u606f

\n
• BOSS \u4e3b\u9875\uff1a\u957f\u6c99\u535a\u8d5b\u8f6f\u4ef6
\n
• \u4e0a\u73ed\u65f6\u95f4\uff1a12:30 - 20:30
\n
• \u529e\u516c\u5730\u5740\uff1a\u957f\u6c99\u5e02\u5cb3\u9e93\u533a\u91d1\u878d\u4e2d\u5fc3-\u8336\u5b50\u5c71\u7ad9 \uff08\u53ef\u89c2\u6c5f\u666f\uff09
\n

\u516c\u53f8\u798f\u5229

\n
• \u5e74\u5047\uff1a22 \u5929\uff0c\u5de5\u9f84\u6bcf\u591a\u4e00\u5e74\u52a0 2 \u5929\uff0c\u5c01\u9876 34 \u5929\u3002
\n
• \u75c5\u5047\uff1a\u6bcf\u6708\u4e24\u5929\uff0c\u65e0\u9700\u8bc1\u660e
\n
• \u9910\u8865
\n
• \u5168\u989d\u516c\u79ef\u91d1
\n
• \u6bcf\u5468\u4e09\u6c34\u679c\u65e5
\n
• \u6bcf\u5468\u56db\u6309\u6469\u65e5
\n
• \u5065\u8eab\u623f
\n
• \u771f\u4eba\u53e3\u8bed\u57f9\u8bad
\n
• Udemy & Oreilay \u5b66\u4e60\u8d26\u53f7
\n
• \u5e74\u5ea6\u65c5\u6e38
\n

\u4e00\u4e9b\u6d3b\u52a8

\n
• \u6bcf\u5468\u5168\u516c\u53f8\u5b9a\u671f\u5206\u4eab
\n
• \u8282\u5047\u65e5\u6d3b\u52a8\uff08\u5143\u5bb5\u8282/.../\u7a0b\u5e8f\u5458\u8282/\u6280\u672f\u6c99\u9f99\uff09
\n

\u8054\u7cfb\u65b9\u5f0f

\n
• wechat: bWF0Y2xvdWQ=
\n
• email: amludG9uZy5saXVAb3V0bG9vay5jb20=
\n

\u4e0d\u652f\u6301\u8fdc\u7a0b\uff0c\u8bf7\u770b\u6e05\u695a\uff01

\u5144\u5f1f\u6211\u4e09\u5341\u591a\u4e86\uff0c\u4e00\u76f4\u5317\u6f02\u4ece\u4e8b\u8f6f\u4ef6\u5f00\u53d1\uff0c\u5e74\u7eaa\u5927\u4e86\u4e0d\u60f3\u7ee7\u7eed\u6f02\u4e86\uff0c\u4e5f\u4e0d\u592a\u60f3\u5728\u4ece\u4e8b\u8f6f\u5f00\u53d1\uff0c\u8001\u5bb6\u5c0f\u53bf\u57ce\u6709\u70b9\u5236\u9020\u4e1a\u57fa\u7840\uff0c\u673a\u5e8a\uff0c\u673a\u68b0\u8bbe\u5907\u7b49\uff0c\u6709\u62db\u8058 plc \u76f8\u5173\u5c97\u4f4d\uff0c\u60f3\u4e86\u89e3\u4e00\u4e0b\u8fd9\u4e2a\u65b9\u5411\u7684\u4e00\u4e9b\u60c5\u51b5\uff0c\u671b\u4e0d\u541d\u8d50\u6559

\u6982\u8ff0

\u6700\u8fd1\u5728\u68b3\u7406 iterator \uff0c\u4e0d\u5f97\u4e0d\u8bf4\uff0c \u5373\u4f7f\u81ea\u5df1\u5199\u4e86\u5f88\u591a\u5e74\u7684\u4ee3\u7801\uff0c\u6211\u4ecd\u7136\u6ca1\u6709\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u770b\u5230\u81ea\u5b9a\u4e49\u7684\u8fed\u4ee3\u5668\u3002\u5373\u4f7f\u8bfb\u4e86\u5f88\u591a\u4e66\uff0c\u4f46\u662f\u8fd9\u4e9b\u4e66\u4e2d\u7684\u793a\u4f8b\u5927\u591a\u662f\u6ee5\u7afd\u5145\u6570\uff0c\u4e0d\u5177\u5907\u5b9e\u9645\u5e94\u7528\u610f\u4e49\u3002\u6240\u4ee5\u987a\u7740\u7f51\u7ebf\u722c\u4e0a V \u7ad9\u8bf7\u6559\u5404\u4f4d\u3002

\u53ef\u8fed\u4ee3\u5bf9\u8c61 & \u8fed\u4ee3\u5668\u5b9a\u4e49

\u53ef\u8fed\u4ee3\u5bf9\u8c61

\n

\u5982\u679c\u4e00\u4e2a\u5bf9\u8c61\u5b9a\u4e49\u4e86 __iter__() \u65b9\u6cd5\u6216\u5b9a\u4e49\u4e86 __getitem__() \u65b9\u6cd5\uff0c\u90a3\u4e48\u8fd9\u6837\u7684\u5bf9\u8c61\u79f0\u4e3a\u53ef\u8fed\u4ee3\u5bf9\u8c61(iterable)\u3002

\n

\u8fed\u4ee3\u5668

\n

\u5982\u679c\u4e00\u4e2a\u5bf9\u8c61\u5b9a\u4e49\u4e86 __iter__() \u65b9\u6cd5\u548c __next__() \u65b9\u6cd5\uff0c\u90a3\u4e48\u8fd9\u6837\u7684\u5bf9\u8c61\u79f0\u4e3a\u8fed\u4ee3\u5668(iterator)\u3002

\n

\u6ce8\uff1a

1.\u540e\u7eed\u7684\u8ba8\u8bba\u90fd\u662f\u57fa\u4e8e\u4ee5\u4e0a\u4e24\u4e2a\u5b9a\u4e49\u3002

2.\u56e0\u8fed\u4ee3\u5668\u5e38\u548c\u53ef\u8fed\u4ee3\u5bf9\u8c61\u7ed3\u5408\u4f7f\u7528\uff0c\u6545\u5f15\u5982\u53ef\u8fed\u4ee3\u5bf9\u8c61\u8fd9\u4e00\u6982\u5ff5\uff0c\u4f46\u8fed\u4ee3\u5668\u7684\u6982\u5ff5\u5148\u4e8e\u751f\u6210\u5668(generator)\uff0c\u5728\u540e\u7eed\u7684\u8ba8\u8bba\u4e2d\u8bf7\u52ff\u6d89\u53ca\u751f\u6210\u5668\u3002

\u4e00\u4e9b\u793a\u4f8b

\u793a\u4f8b 1

python 3 \u7684 range() \u662f\u4e00\u4e2a\u53ef\u8fed\u4ee3\u5bf9\u8c61\uff0c\u5176\u5b9e\u73b0\u4f7f\u7528\u4e86\u8fed\u4ee3\u5668\u3002\u4f7f\u7528\u8fed\u4ee3\u5668\u540e\u4e0d\u662f\u76f4\u63a5\u751f\u6210\u5217\u8868\uff0c\u8282\u7701\u4e86\u5185\u5b58\uff0c\u4f53\u73b0\u4e86\u8fed\u4ee3\u5668\u7684\u5e94\u7528\u610f\u4e49\u3002

\u793a\u4f8b 2

\u300a Learn Python Programming(4th)\u300b \u7b2c 246 \u9875\uff1a

class OddEven:\n def __init__(self, data):\n self._data = data\n self.indexes = list(range(0, len(data), 2)) + list(range(1, len(data), 2))\n\n def __iter__(self):\n return self\n\n def __next__(self):\n if self.indexes:\n return self._data[self.indexes.pop(0)]\n raise StopIteration\n\n\n# Testing the OddEven class\noddeven = OddEven(\"0123456789\")\nprint(\"\".join(c for c in oddeven)) # 0246813579\n\noddeven = OddEven(\"ABCD\") # or manually...\nit = iter(oddeven) # this calls oddeven.__iter__ internally\nprint(next(it)) # A\nprint(next(it)) # C\nprint(next(it)) # B\nprint(next(it)) # D\n\n

\u8be5\u793a\u4f8b\u867d\u7136\u521b\u5efa\u4e86\u4e00\u4e2a\u8fed\u4ee3\u5668\uff0c\u4f46\u5c31\u529f\u80fd\u800c\u8a00\u5176\u5b9e\u5c31\u662f\u201c\u5c06\u5947\u6570\u4f4d\u7f6e\u7684\u5b57\u7b26\u653e\u5728\u524d\u534a\u6bb5\uff0c\u5c06\u5076\u6570\u4f4d\u7f6e\u7684\u5b57\u7b26\u653e\u5728\u540e\u534a\u6bb5\u201d\uff0c\u5b8c\u5168\u6ca1\u6709\u5fc5\u8981\u4f7f\u7528\u8fed\u4ee3\u5668\u3002\u5173\u4e8e\u8fed\u4ee3\u5668\u7684\u5b9e\u529b\uff0c\u672c\u4eba\u770b\u5230\u7684\u5927\u591a\u662f\u8fd9\u6837\u7684\u2014\u2014\u6beb\u65e0\u5b9e\u9645\u5e94\u7528\u610f\u4e49\uff0c\u4ee4\u4eba\u6df1\u6076\u75db\u7edd\uff01

\u95ee\u9898

\u95ee\u9898 1

PEP 234 \u4e2d\u5199\u5230 iterator \u7684 virtues \u6709:

\n

\n
1. It provides an extensible iterator interface.
\n
2. It allows performance enhancements to list iteration.
\n
3. It allows big performance enhancements to dictionary iteration.
\n
4. It allows one to provide an interface for just iteration without pretending to provide random access to elements.
\n
5. It is backward-compatible with all existing user-defined classes and extension objects that emulate sequences and mappings, even mappings that only implement a subset of {__getitem__, keys, values, items}.
\n
6. It makes code iterating over non-sequence collections more concise and readable.
\n

\n

\u4e2d\u8bd1\u7248\uff1a

\n

\u5982\u679c\u5305\u542b\u8be5\u63d0\u6848\u7684\u6240\u6709\u90e8\u5206\uff0c\u5219\u4f1a\u4ee5\u4e00\u81f4\u4e14\u7075\u6d3b\u7684\u65b9\u5f0f\u89e3\u51b3\u8bb8\u591a\u95ee\u9898\u3002\u5176\u4e3b\u8981\u4f18\u70b9\u5305\u62ec\u4ee5\u4e0b\u56db\u70b9\u2014\u2014\u4e0d\uff0c\u4e94\u70b9\u2014\u2014\u4e0d\uff0c\u516d\u70b9

\n

\n
1. \u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u8fed\u4ee3\u5668\u63a5\u53e3\u3002
\n
2. \u5b83\u5141\u8bb8\u5bf9\u5217\u8868\u8fed\u4ee3\u8fdb\u884c\u6027\u80fd\u4f18\u5316\u3002
\n
3. \u5b83\u5141\u8bb8\u5bf9\u5b57\u5178\u8fed\u4ee3\u8fdb\u884c\u5927\u5e45\u5ea6\u6027\u80fd\u63d0\u5347\u3002
\n
4. \u5b83\u5141\u8bb8\u4e3a\u4ec5\u8fed\u4ee3\u63d0\u4f9b\u63a5\u53e3\uff0c\u800c\u65e0\u9700\u5047\u88c5\u63d0\u4f9b\u5bf9\u5143\u7d20\u7684\u968f\u673a\u8bbf\u95ee\u3002
\n
5. \u5b83\u4e0e\u6240\u6709\u73b0\u6709\u7684\u7528\u6237\u5b9a\u4e49\u7c7b\u548c\u6a21\u62df\u5e8f\u5217\u548c\u6620\u5c04\u7684\u6269\u5c55\u5bf9\u8c61\u5411\u540e\u517c\u5bb9\uff0c\u5373\u4f7f\u662f\u4ec5\u5b9e\u73b0\u4e86 {__getitem__, keys, values, items} \u5b50\u96c6\u7684\u6620\u5c04\u3002
\n
6. \u5b83\u4f7f\u904d\u5386\u975e\u5e8f\u5217\u96c6\u5408\u7684\u4ee3\u7801\u66f4\u52a0\u7b80\u6d01\u6613\u8bfb\u3002
\n

\n

\u4e0a\u9762\u6240\u5217\u51fa\u7684\u4f18\u70b9\u8f83\u62bd\u8c61\uff0c\u5404\u4f4d\u80fd\u5426\u63d0\u4f9b\u4e00\u4e9b\u5177\u4f53\u7684\u4f8b\u5b50\uff1f

\u95ee\u9898 2

\u5404\u4f4d\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u662f\u5426\u81ea\u5df1\u5b9e\u73b0\u8fc7\u8fed\u4ee3\u5668\uff1f\u5982\u679c\u6709\u9ebb\u70e6\u63d0\u4f9b\u4e00\u4e9b\u4f8b\u5b50\u3002

\u53c2\u8003\u8d44\u6599

[1] Python Document Glossary \uff0citerator\uff1a https://docs.python.org/3/glossary.html#term-iterator

[2] PEP 234 \u2013 Iterators\uff1a https://peps.python.org/pep-0234

[3] PEP 234 \u2013 \u8fed\u4ee3\u5668: https://peps.pythonlang.cn/pep-0234/

\u5927\u5bb6\u597d\uff0c

\u6211\u662f\u4e00\u4e2a\u8eab\u5904\u56fd\u5185\u7684\u666e\u901a\u7a0b\u5e8f\u5458\u3002\u4e1a\u4f59\u65f6\u95f4\uff0c\u6211\u4e0e\u6211\u7684 AI \u601d\u60f3\u4f19\u4f34\u4e00\u8d77\uff0c\u5bf9\u5f53\u524d AI \u9886\u57df\u6700\u524d\u6cbf\u7684\u4e00\u4e9b\u6280\u672f\u7406\u8bba\uff08 SSM, RAG, MoE \uff09\u505a\u4e86\u4e00\u4e9b\u6df1\u5165\u7684\u63a2\u7d22\u3002

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GitHub \u94fe\u63a5\uff1a https://github.com/lmxxf/ai-theorys-study

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http://fanli.miaodanke.com

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