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MGeo\u95e8\u5740\u5730\u5740\u7ed3\u6784\u5316\u8981\u7d20\u89e3\u6790-\u4e2d\u6587-\u5730\u5740\u9886\u57df-base \u6a21\u578b&#xff0c;\u6b63\u662f\u57fa\u4e8e\u8fd9\u4e2a\u5f3a\u5927\u5e95\u5ea7\u5fae\u8c03\u800c\u6765\u7684&#xff0c;\u4e13\u95e8\u7528\u4e8e\u4ece\u6587\u672c\u4e2d\u7cbe\u51c6\u63d0\u53d6\u95e8\u5740\u7ea7\u522b\u7684\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/p>\n<h3>3. \u4e3a\u4ec0\u4e48\u9700\u8981ARM\u517c\u5bb9\u7684\u514d\u914d\u7f6e\u90e8\u7f72&#xff1f;<\/h3>\n<p>\u4f60\u53ef\u80fd\u4f1a\u6709\u7591\u95ee&#xff1a;\u73b0\u5728\u4e91\u670d\u52a1\u5668\u8fd9\u4e48\u591a&#xff0c;\u4e3a\u4ec0\u4e48\u8fd8\u8981\u5f3a\u8c03ARM\u67b6\u6784\u548c\u514d\u914d\u7f6e&#xff1f;<\/p>\n<p>\u8fd9\u6070\u6070\u662f\u8ba9\u6280\u672f\u66f4\u666e\u60e0\u3001\u66f4\u6613\u7528\u7684\u5173\u952e\u3002<\/p>\n<ul>\n<li>ARM\u67b6\u6784\u7684\u666e\u53ca&#xff1a;\u4ece\u82f9\u679c\u7684M1\/M2\/M3\u82af\u7247\u7535\u8111&#xff0c;\u5230\u6811\u8393\u6d3e\u7b49\u5f00\u53d1\u677f&#xff0c;\u518d\u5230\u8d8a\u6765\u8d8a\u591a\u4e91\u670d\u52a1\u5546\u63d0\u4f9b\u7684ARM\u5b9e\u4f8b&#xff08;\u901a\u5e38\u6027\u4ef7\u6bd4\u66f4\u9ad8&#xff09;&#xff0c;ARM\u67b6\u6784\u6b63\u5728\u6210\u4e3a\u8ba1\u7b97\u9886\u57df\u7684\u91cd\u8981\u529b\u91cf\u3002\u8ba9AI\u6a21\u578b\u80fd\u987a\u7545\u8fd0\u884c\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e0a&#xff0c;\u610f\u5473\u7740\u66f4\u4f4e\u7684\u5c1d\u8bd5\u6210\u672c\u548c\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u573a\u666f\u3002<\/li>\n<li>\u201c\u514d\u914d\u7f6e\u201d\u7684\u4ef7\u503c&#xff1a;\u5bf9\u4e8e\u5927\u591a\u6570\u60f3\u5feb\u901f\u4f53\u9a8c\u6216\u96c6\u6210AI\u80fd\u529b\u7684\u5f00\u53d1\u8005\u6765\u8bf4&#xff0c;\u6700\u5934\u75bc\u7684\u4e0d\u662f\u5199\u4ee3\u7801&#xff0c;\u800c\u662f\u73af\u5883\u914d\u7f6e\u3002\u4e0d\u540c\u7248\u672c\u7684Python\u3001\u9519\u7efc\u590d\u6742\u7684\u4f9d\u8d56\u5305\u3001CUDA\u9a71\u52a8\u3001\u6846\u67b6\u51b2\u7a81\u2026\u2026\u8fd9\u4e9b\u201c\u62e6\u8def\u864e\u201d\u6d88\u8017\u4e86\u592a\u591a\u7cbe\u529b\u3002\u4e00\u4e2a\u771f\u6b63\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u955c\u50cf&#xff0c;\u80fd\u8ba9\u4f60\u8df3\u8fc7\u6240\u6709\u5751&#xff0c;\u76f4\u63a5\u805a\u7126\u4e8e\u6a21\u578b\u672c\u8eab\u7684\u5e94\u7528\u548c\u5f00\u53d1\u3002<\/li>\n<li>\u5feb\u901f\u9a8c\u8bc1\u4e0e\u96c6\u6210&#xff1a;\u514d\u914d\u7f6e\u90e8\u7f72\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u51e0\u5206\u949f\u5185\u62c9\u8d77\u4e00\u4e2a\u5b8c\u6574\u7684\u670d\u52a1&#xff0c;\u8f93\u5165\u5730\u5740\u5c31\u80fd\u770b\u5230\u89e3\u6790\u7ed3\u679c\u3002\u8fd9\u5bf9\u4e8e\u4ea7\u54c1\u7ecf\u7406\u9a8c\u8bc1\u60f3\u6cd5\u3001\u5f00\u53d1\u8005\u8c03\u8bd5\u63a5\u53e3\u3001\u5b66\u751f\u5b8c\u6210\u8bfe\u7a0b\u9879\u76ee\u6765\u8bf4&#xff0c;\u6548\u7387\u662f\u51b3\u5b9a\u6027\u7684\u3002<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u5c31\u8fdb\u5165\u6700\u6fc0\u52a8\u4eba\u5fc3\u7684\u90e8\u5206&#xff1a;\u5982\u4f55\u5b9e\u9645\u90e8\u7f72\u5b83\u3002<\/p>\n<h3>4. \u5b9e\u6218&#xff1a;\u4e09\u6b65\u5b8c\u6210MGeo\u670d\u52a1\u90e8\u7f72<\/h3>\n<p>\u6574\u4e2a\u90e8\u7f72\u8fc7\u7a0b\u7b80\u5355\u5230\u8d85\u4e4e\u60f3\u8c61\u3002\u4f60\u4e0d\u9700\u8981\u5728\u670d\u52a1\u5668\u4e0a\u5b89\u88c5Python\u3001Pytorch\u3001Modelscope\u6216Gradio\u3002\u6240\u6709\u8fd9\u4e9b\u590d\u6742\u7684\u4f9d\u8d56&#xff0c;\u90fd\u5df2\u7ecf\u9884\u5148\u6253\u5305\u5728\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684Docker\u955c\u50cf\u91cc\u3002<\/p>\n<h4>4.1 \u7b2c\u4e00\u6b65&#xff1a;\u83b7\u53d6\u5e76\u542f\u52a8\u955c\u50cf<\/h4>\n<p>\u5047\u8bbe\u4f60\u5df2\u7ecf\u6709\u4e00\u53f0ARM\u67b6\u6784\u7684\u670d\u52a1\u5668&#xff08;\u6216\u672c\u5730ARM\u7535\u8111&#xff09;&#xff0c;\u5e76\u4e14\u5b89\u88c5\u4e86Docker\u3002\u90a3\u4e48&#xff0c;\u53ea\u9700\u8981\u4e00\u884c\u547d\u4ee4&#xff1a;<\/p>\n<p>docker run -it -p 7860:7860 &#8211;name mgeo_service registry.cn-hangzhou.aliyuncs.com\/modelscope-repo\/modelscope:ubuntu20.04-py38-torch1.11.0-cuda11.3-gradio-2.8.5<\/p>\n<p>\u547d\u4ee4\u89e3\u91ca&#xff1a;<\/p>\n<ul>\n<li>docker run: \u8fd0\u884c\u4e00\u4e2a\u5bb9\u5668\u3002<\/li>\n<li>-it: \u4ee5\u4ea4\u4e92\u6a21\u5f0f\u8fd0\u884c&#xff0c;\u65b9\u4fbf\u6211\u4eec\u770b\u5230\u65e5\u5fd7\u3002<\/li>\n<li>-p 7860:7860: \u5c06\u5bb9\u5668\u5185\u90e8\u76847860\u7aef\u53e3\u6620\u5c04\u5230\u5bbf\u4e3b\u673a\u76847860\u7aef\u53e3\u3002Gradio\u670d\u52a1\u9ed8\u8ba4\u8fd0\u884c\u57287860\u7aef\u53e3\u3002<\/li>\n<li>&#8211;name mgeo_service: \u7ed9\u5bb9\u5668\u8d77\u4e2a\u540d\u5b57&#xff0c;\u65b9\u4fbf\u7ba1\u7406\u3002<\/li>\n<li>\u6700\u540e\u7684\u957f\u4e32\u662f\u955c\u50cf\u5730\u5740&#xff0c;\u5b83\u5305\u542b\u4e86Ubuntu\u7cfb\u7edf\u3001Python 3.8\u3001PyTorch 1.11.0\u3001CUDA 11.3&#xff08;\u5bf9\u4e8eARM CPU\u7248&#xff0c;CUDA\u90e8\u5206\u4e0d\u751f\u6548\u4f46\u517c\u5bb9&#xff09;\u3001Gradio 2.8.5\u4ee5\u53ca\u6700\u91cd\u8981\u7684\u2014\u2014\u9884\u88c5\u597d\u7684Modelscope\u6846\u67b6\u548cMGeo\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u6267\u884c\u8fd9\u6761\u547d\u4ee4\u540e&#xff0c;Docker\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u955c\u50cf\u5e76\u542f\u52a8\u5bb9\u5668\u3002\u9996\u6b21\u4e0b\u8f7d\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4&#xff0c;\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n<h4>4.2 \u7b2c\u4e8c\u6b65&#xff1a;\u542f\u52a8Web\u670d\u52a1<\/h4>\n<p>\u5bb9\u5668\u542f\u52a8\u540e&#xff0c;\u4f60\u4f1a\u8fdb\u5165\u5bb9\u5668\u7684\u547d\u4ee4\u884c\u754c\u9762\u3002\u63a5\u4e0b\u6765&#xff0c;\u542f\u52a8\u6211\u4eec\u5c01\u88c5\u597d\u7684Web UI\u670d\u52a1&#xff1a;<\/p>\n<p>python \/usr\/local\/bin\/webui.py<\/p>\n<p>\u8fd9\u4e2a webui.py \u811a\u672c\u5df2\u7ecf\u4e3a\u4f60\u505a\u597d\u4e86\u4e00\u5207&#xff1a;<\/p>\n<li>\u81ea\u52a8\u4eceModelscope\u52a0\u8f7d MGeo\u95e8\u5740\u5730\u5740\u7ed3\u6784\u5316\u8981\u7d20\u89e3\u6790-\u4e2d\u6587-\u5730\u5740\u9886\u57df-base \u6a21\u578b\u3002<\/li>\n<li>\u542f\u52a8\u4e00\u4e2a\u57fa\u4e8eGradio\u7684\u3001\u7f8e\u89c2\u6613\u7528\u7684Web\u754c\u9762\u3002<\/li>\n<li>\u5c06\u670d\u52a1\u66b4\u9732\u5728\u672c\u5730\u76847860\u7aef\u53e3\u3002<\/li>\n<p>\u8bf7\u6ce8\u610f&#xff1a;\u7b2c\u4e00\u6b21\u6267\u884c\u65f6&#xff0c;\u7531\u4e8e\u9700\u8981\u4ece\u7f51\u7edc\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6&#xff0c;\u53ef\u80fd\u4f1a\u82b1\u8d39\u51e0\u5206\u949f\u65f6\u95f4\u3002\u770b\u5230\u7c7b\u4f3c Running on local URL: http:\/\/0.0.0.0:7860 \u7684\u65e5\u5fd7\u8f93\u51fa\u65f6&#xff0c;\u5c31\u8bf4\u660e\u670d\u52a1\u542f\u52a8\u6210\u529f\u4e86&#xff01;<\/p>\n<h4>4.3 \u7b2c\u4e09\u6b65&#xff1a;\u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u5f00\u59cb\u4f7f\u7528<\/h4>\n<p>\u73b0\u5728&#xff0c;\u6253\u5f00\u4f60\u7535\u8111\u6216\u670d\u52a1\u5668\u7684\u6d4f\u89c8\u5668&#xff0c;\u8bbf\u95ee http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP\u5730\u5740:7860\u3002<\/p>\n<p>\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684Web\u754c\u9762&#xff1a;<\/p>\n<li>\u754c\u9762\u4e2d\u901a\u5e38\u4f1a\u63d0\u4f9b\u51e0\u4e2a\u793a\u4f8b\u6587\u672c&#xff0c;\u6bd4\u5982\u201c\u5317\u4eac\u5e02\u6d77\u6dc0\u533a\u4e2d\u5173\u6751\u5927\u885727\u53f7\u201d\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u70b9\u51fb\u793a\u4f8b\u6765\u5feb\u901f\u4f53\u9a8c\u3002<\/li>\n<li>\u4f60\u4e5f\u53ef\u4ee5\u5728\u8f93\u5165\u6846\u4e2d\u952e\u5165\u4efb\u4f55\u4f60\u60f3\u89e3\u6790\u7684\u4e2d\u6587\u5730\u5740\u6587\u672c&#xff0c;\u4f8b\u5982&#xff1a;\u201c\u5e2e\u6211\u9001\u5230\u676d\u5dde\u897f\u6e56\u533a\u6587\u4e09\u8def\u4e1c\u65b9\u901a\u4fe1\u5927\u53a67\u697c\u201d\u3002<\/li>\n<li>\u70b9\u51fb \u201c\u63d0\u4ea4\u201d \u6309\u94ae\u3002<\/li>\n<p>\u7a0d\u7b49\u7247\u523b&#xff0c;\u7ed3\u679c\u5c31\u4f1a\u663e\u793a\u5728\u4e0b\u65b9\u3002\u4f60\u4f1a\u770b\u5230\u5730\u5740\u88ab\u5b8c\u7f8e\u5730\u7ed3\u6784\u5316\u4e86&#xff0c;\u7c7b\u4f3c\u8fd9\u6837&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;\u7701&#034;: &#034;\u6d59\u6c5f\u7701&#034;,<br \/>\n  &#034;\u5e02&#034;: &#034;\u676d\u5dde\u5e02&#034;,<br \/>\n  &#034;\u533a&#034;: &#034;\u897f\u6e56\u533a&#034;,<br \/>\n  &#034;\u8857\u9053&#034;: &#034;\u6587\u4e09\u8def&#034;,<br \/>\n  &#034;\u95e8\u724c\u53f7&#034;: &#034;\u4e1c\u65b9\u901a\u4fe1\u5927\u53a67\u697c&#034;<br \/>\n  \/\/ &#8230; \u53ef\u80fd\u8fd8\u6709\u5176\u4ed6\u5b57\u6bb5<br \/>\n}<\/p>\n<p>\u81f3\u6b64&#xff0c;\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u5730\u5740\u7ed3\u6784\u5316\u89e3\u6790\u670d\u52a1\u5c31\u5df2\u7ecf\u90e8\u7f72\u5b8c\u6bd5&#xff0c;\u5e76\u53ef\u4ee5\u901a\u8fc7\u7f51\u7edcAPI\u8fdb\u884c\u8c03\u7528\u4e86\u3002<\/p>\n<h3>5. \u4e0d\u6b62\u4e8e\u6f14\u793a&#xff1a;\u5982\u4f55\u96c6\u6210\u5230\u4f60\u7684\u5e94\u7528<\/h3>\n<p>\u90e8\u7f72\u4e86Web\u754c\u9762\u5f88\u68d2&#xff0c;\u4f46\u5b83\u7684\u771f\u6b63\u5a01\u529b\u5728\u4e8e\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u540e\u7aef\u670d\u52a1&#xff0c;\u96c6\u6210\u5230\u4f60\u81ea\u5df1\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002<\/p>\n<p>Gradio\u670d\u52a1\u5728\u63d0\u4f9bUI\u7684\u540c\u65f6&#xff0c;\u4e5f\u81ea\u52a8\u751f\u6210\u4e86API\u63a5\u53e3\u3002\u4f60\u5b8c\u5168\u53ef\u4ee5\u901a\u8fc7\u7f16\u7a0b\u65b9\u5f0f\u8c03\u7528\u5b83\u3002<\/p>\n<h4>5.1 \u901a\u8fc7HTTP API\u8c03\u7528<\/h4>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u4f1a\u540c\u65f6\u63d0\u4f9b\u4e00\u4e2aFastAPI\u98ce\u683c\u7684API\u7aef\u70b9\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u4f60\u719f\u6089\u7684\u7f16\u7a0b\u8bed\u8a00&#xff08;Python, JavaScript, Java\u7b49&#xff09;\u901a\u8fc7HTTP POST\u8bf7\u6c42\u6765\u8c03\u7528\u3002<\/p>\n<p>\u4e00\u4e2aPython\u7684\u8c03\u7528\u793a\u4f8b&#xff1a;<\/p>\n<p>import requests<br \/>\nimport json<\/p>\n<p># \u670d\u52a1\u7684\u5730\u5740&#xff0c;\u5982\u679c\u662f\u672c\u5730\u5c31\u662f http:\/\/127.0.0.1:7860<br \/>\nserver_url &#061; &#034;http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7860&#034;<\/p>\n<p># \u51c6\u5907\u8bf7\u6c42\u6570\u636e<br \/>\npayload &#061; {<br \/>\n    &#034;data&#034;: [&#034;\u5e7f\u4e1c\u7701\u6df1\u5733\u5e02\u5357\u5c71\u533a\u6df1\u5357\u5927\u905310000\u53f7\u817e\u8baf\u5927\u53a6&#034;]<br \/>\n}<\/p>\n<p># \u53d1\u9001POST\u8bf7\u6c42\u5230 \/api\/predict \u7aef\u70b9<br \/>\n# \u6ce8\u610f&#xff1a;Gradio\u7684API\u7aef\u70b9\u8def\u5f84\u53ef\u80fd\u662f \/run\/predict&#xff0c;\u5177\u4f53\u8bf7\u67e5\u770b\u670d\u52a1\u542f\u52a8\u65e5\u5fd7\u6216Gradio\u6587\u6863<br \/>\ntry:<br \/>\n    response &#061; requests.post(f&#034;{server_url}\/run\/predict&#034;, json&#061;payload)<br \/>\n    response.raise_for_status()  # \u68c0\u67e5\u8bf7\u6c42\u662f\u5426\u6210\u529f<br \/>\n    result &#061; response.json()<br \/>\n    print(json.dumps(result, indent&#061;2, ensure_ascii&#061;False))<br \/>\nexcept requests.exceptions.RequestException as e:<br \/>\n    print(f&#034;\u8bf7\u6c42\u5931\u8d25: {e}&#034;)<\/p>\n<h4>5.2 \u76f4\u63a5\u4f7f\u7528Python\u4ee3\u7801\u8c03\u7528\u6a21\u578b<\/h4>\n<p>\u5982\u679c\u4f60\u9700\u8981\u5728\u66f4\u590d\u6742\u7684Python\u9879\u76ee\u4e2d\u4f7f\u7528\u8fd9\u4e2a\u6a21\u578b&#xff0c;\u800c\u4e0d\u662f\u901a\u8fc7HTTP\u670d\u52a1&#xff0c;\u4e5f\u53ef\u4ee5\u5728\u5bb9\u5668\u5185\u76f4\u63a5\u7f16\u5199Python\u811a\u672c\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u5728\u5bb9\u5668\u5185\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Python\u6587\u4ef6&#xff0c;\u6bd4\u5982 my_script.py&#xff1a;<\/p>\n<p>from modelscope.pipelines import pipeline<br \/>\nfrom modelscope.utils.constant import Tasks<\/p>\n<p># \u6307\u5b9a\u6a21\u578bID&#xff0c;\u8fd9\u5c31\u662f\u6211\u4eec\u90e8\u7f72\u7684\u6a21\u578b<br \/>\nmodel_id &#061; &#039;damo\/mgeo_geographic_elements_tagging_chinese_base&#039;<\/p>\n<p># \u521b\u5efa\u63a8\u7406\u7ba1\u9053<br \/>\npipe &#061; pipeline(task&#061;Tasks.token_classification, model&#061;model_id)<\/p>\n<p># \u51c6\u5907\u8981\u89e3\u6790\u7684\u5730\u5740\u6587\u672c<br \/>\ninput_text &#061; &#034;\u4e0a\u6d77\u5e02\u6d66\u4e1c\u65b0\u533a\u5f20\u6c5f\u9ad8\u79d1\u6280\u56ed\u533a\u4eae\u79c0\u8def112\u53f7Y1\u5ea7&#034;<\/p>\n<p># \u8fdb\u884c\u9884\u6d4b<br \/>\nresult &#061; pipe(input_text)<\/p>\n<p>print(&#034;\u539f\u59cb\u7ed3\u679c:&#034;, result)<br \/>\n# \u7ed3\u679c\u662f\u4e00\u4e2a\u5305\u542b\u5b9e\u4f53\u8bc6\u522b\u4fe1\u606f\u7684\u590d\u6742\u7ed3\u6784&#xff0c;\u4f60\u9700\u8981\u6839\u636e\u4f60\u7684\u9700\u6c42\u8fdb\u884c\u89e3\u6790<br \/>\n# \u901a\u5e38\u5305\u542b\u2018spans\u2019\u5b57\u6bb5&#xff0c;\u5176\u4e2d\u5305\u542b\u4e86\u8bc6\u522b\u51fa\u7684\u5b9e\u4f53\u7c7b\u578b\u3001\u6587\u672c\u548c\u4f4d\u7f6e\u3002<br \/>\nfor span in result.get(&#039;spans&#039;, []):<br \/>\n    print(f&#034;\u7c7b\u578b: {span[&#039;type&#039;]}, \u6587\u672c: {span[&#039;text&#039;]}&#034;)<\/p>\n<p>\u7136\u540e\u8fd0\u884c\u5b83&#xff1a;<\/p>\n<p>python my_script.py<\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7ed9\u4f60\u6700\u5927\u7684\u7075\u6d3b\u6027&#xff0c;\u53ef\u4ee5\u6df1\u5ea6\u5b9a\u5236\u540e\u5904\u7406\u903b\u8f91&#xff0c;\u5c06\u7ed3\u6784\u5316\u7684\u5730\u5740\u4fe1\u606f\u8f6c\u6362\u6210\u4f60\u9700\u8981\u7684\u4efb\u4f55\u683c\u5f0f\u3002<\/p>\n<h3>6. \u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587\u7684\u6b65\u9aa4&#xff0c;\u6211\u4eec\u5b8c\u6210\u4e86\u4e00\u4ef6\u5f88\u6709\u4ef7\u503c\u7684\u4e8b&#xff1a;\u5c06\u8fbe\u6469\u9662\u9886\u5148\u7684MGeo\u5730\u5740\u89e3\u6790\u6a21\u578b&#xff0c;\u4ee5\u96f6\u914d\u7f6e\u3001\u652f\u6301ARM\u7684\u65b9\u5f0f&#xff0c;\u90e8\u7f72\u6210\u4e86\u4e00\u4e2a\u968f\u65f6\u53ef\u7528\u7684\u670d\u52a1\u3002\u6211\u4eec\u6765\u56de\u987e\u4e00\u4e0b\u5173\u952e\u70b9&#xff1a;<\/p>\n<li>\u6280\u672f\u4ef7\u503c&#xff1a;MGeo\u6a21\u578b\u901a\u8fc7\u591a\u6a21\u6001\u3001\u591a\u4efb\u52a1\u9884\u8bad\u7ec3&#xff0c;\u663e\u8457\u63d0\u5347\u4e86\u4e2d\u6587\u5730\u5740\u7ed3\u6784\u5316\u7684\u7406\u89e3\u548c\u89e3\u6790\u80fd\u529b&#xff0c;\u89e3\u51b3\u4e86\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u75db\u70b9\u3002<\/li>\n<li>\u90e8\u7f72\u4f18\u52bf&#xff1a;\u57fa\u4e8eDocker\u955c\u50cf\u7684\u90e8\u7f72\u65b9\u6848&#xff0c;\u5f7b\u5e95\u5c4f\u853d\u4e86\u73af\u5883\u5dee\u5f02\u548c\u4f9d\u8d56\u51b2\u7a81&#xff0c;\u771f\u6b63\u505a\u5230\u201c\u4e00\u6b21\u6253\u5305&#xff0c;\u5904\u5904\u8fd0\u884c\u201d&#xff0c;\u7279\u522b\u8003\u8651\u4e86\u5bf9ARM\u67b6\u6784\u7684\u517c\u5bb9&#xff0c;\u62d3\u5bbd\u4e86\u5e94\u7528\u573a\u666f\u3002<\/li>\n<li>\u4f7f\u7528\u7b80\u5355&#xff1a;\u4ece\u62c9\u53d6\u955c\u50cf\u5230\u542f\u52a8\u670d\u52a1&#xff0c;\u53ea\u9700\u4e24\u6761\u547d\u4ee4\u3002\u63d0\u4f9b\u7684Web\u754c\u9762\u76f4\u89c2\u53cb\u597d&#xff0c;\u540c\u65f6\u652f\u6301API\u8c03\u7528&#xff0c;\u65b9\u4fbf\u96c6\u6210\u3002<\/li>\n<li>\u5feb\u901f\u96c6\u6210&#xff1a;\u65e0\u8bba\u662f\u901a\u8fc7HTTP API\u8fd8\u662f\u76f4\u63a5Python\u8c03\u7528&#xff0c;\u4f60\u90fd\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u8fd9\u4e2a\u4e13\u4e1a\u7684\u5730\u5740\u89e3\u6790\u80fd\u529b&#xff0c;\u5d4c\u5165\u5230\u4f60\u7684\u7269\u6d41\u3001\u5916\u5356\u3001\u5730\u56fe\u3001CRM\u7b49\u4efb\u4f55\u9700\u8981\u5904\u7406\u5730\u5740\u4fe1\u606f\u7684\u7cfb\u7edf\u4e2d\u3002<\/li>\n<p>\u5730\u5740\u662f\u8fde\u63a5\u7269\u7406\u4e16\u754c\u548c\u6570\u5b57\u4e16\u754c\u7684\u5173\u952e\u7ebd\u5e26\u3002\u62e5\u6709\u4e00\u4e2a\u7cbe\u51c6\u3001\u9ad8\u6548\u7684\u5730\u5740\u89e3\u6790\u5f15\u64ce&#xff0c;\u65e0\u7591\u80fd\u4e3a\u4f60\u7684\u5e94\u7528\u589e\u6dfb\u5f3a\u5927\u7684\u7ade\u4e89\u529b\u3002\u73b0\u5728&#xff0c;\u8fd9\u4e2a\u5f15\u64ce\u5df2\u7ecf\u89e6\u624b\u53ef\u53ca\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MGeo\u5f00\u6e90\u955c\u50cf\u514d\u914d\u7f6e\u90e8\u7f72&#xff1a;\u652f\u6301ARM\u67b6\u6784\u670d\u52a1\u5668\u7684\u517c\u5bb9\u6027\u65b9\u6848<br \/>\n1. \u5f15\u8a00&#xff1a;\u5730\u5740\u89e3\u6790&#xff0c;\u4e00\u4e2a\u65e0\u5904\u4e0d\u5728\u7684\u96be\u9898<br \/>\n\u4f60\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u70e6\u607c&#xff1f;\u70b9\u5916\u5356\u65f6&#xff0c;\u5730\u5740\u586b\u5f97\u4e0d\u591f\u89c4\u8303&#xff0c;\u5bfc\u81f4\u9a91\u624b\u5c0f\u54e5\u5728\u5c0f\u533a\u91cc\u8f6c\u4e86\u597d\u51e0\u5708&#xff1b;\u6216\u8005&#xff0c;\u5728\u586b\u5199\u5feb\u9012\u4fe1\u606f\u65f6&#xff0c;\u9762\u5bf9\u201cXX\u7701XX\u5e02XX\u533aXX\u8857\u9053XX\u53f7XX\u680bXX\u5355\u5143XX\u5ba4\u201d\u8fd9\u4e00\u957f\u4e32\u4fe1\u606f&#xff0c;\u4e0d\u77e5\u9053\u54ea\u4e9b\u662f\u5fc5\u586b\u9879&#xff0c;\u54ea\u4e9b\u53ef\u4ee5\u7701\u7565\u3002<\/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":[7591,9385,9321,224],"topic":[],"class_list":["post-83738","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-mgeo","tag-9321","tag-224"],"yoast_head":"<!-- This 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