{"id":368,"date":"2025-10-22T07:00:00","date_gmt":"2025-10-21T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=368"},"modified":"2025-10-21T19:41:58","modified_gmt":"2025-10-21T11:41:58","slug":"%e5%8a%a9%e5%8a%9b%e6%90%ad%e5%bb%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%e7%9a%84-5-%e4%b8%aa-docker-%e5%ae%b9%e5%99%a8","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/22\/368\/","title":{"rendered":"\u52a9\u529b\u642d\u5efa\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u7684 5 \u4e2a Docker \u5bb9\u5668"},"content":{"rendered":"\n

\u5f15\u8a00<\/h2>\n\n\n\n

\u5982\u679c\u4f60\u66fe\u5c1d\u8bd5\u4ece\u96f6\u5f00\u59cb\u642d\u5efa\u5b8c\u6574\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6808\uff0c\u5c31\u4f1a\u77e5\u9053\u8fd9\u7b80\u76f4\u5982\u540c\u9a6f\u670d\u4e00\u7fa4\u6840\u9a9c\u4e0d\u9a6f\u7684\u732b\u3002\u6bcf\u4e2a\u5de5\u5177\u90fd\u9700\u8981\u7279\u5b9a\u7684\u4f9d\u8d56\u9879\u3001\u517c\u5bb9\u7684\u7248\u672c\uff0c\u8fd8\u5f97\u642d\u914d\u65e0\u6570\u7684\u914d\u7f6e\u6587\u4ef6\u3002\u800c Docker \u6b63\u662f\u5728\u8fd9\u65f6\u6084\u7136\u6210\u4e3a\u4f60\u7684\u5f97\u529b\u52a9\u624b\u3002<\/p>\n\n\n\n

\u5b83\u80fd\u5c06\u6bcf\u4e00\u9879\u670d\u52a1 \u2014\u2014 \u6570\u636e\u7ba1\u9053\u3001API\u3001\u6a21\u578b\u3001\u4eea\u8868\u76d8\u7b49 \u2014\u2014 \u90fd\u5c01\u88c5\u5728\u6574\u6d01\u4e14\u53ef\u79fb\u690d\u7684\u5bb9\u5668\u4e2d\uff0c\u5b9e\u73b0\u8de8\u5e73\u53f0\u8fd0\u884c\u3002\u65e0\u8bba\u4f60\u662f\u5728\u7f16\u6392\u5de5\u4f5c\u6d41\u3001\u81ea\u52a8\u5316\u6a21\u578b\u518d\u8bad\u7ec3\uff0c\u8fd8\u662f\u8fd0\u884c\u63a8\u7406\u7ba1\u9053\uff0cDocker \u90fd\u80fd\u4e3a\u4f60\u63d0\u4f9b\u4f20\u7edf\u67b6\u6784\u65e0\u6cd5\u6bd4\u62df\u7684\u4e00\u81f4\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n\n\n\n

\u6700\u5173\u952e\u7684\u662f\uff0c\u4f60\u65e0\u9700\u4ece\u96f6\u5f00\u59cb\u3002\u8fd9\u4e2a\u751f\u6001\u7cfb\u7edf\u4e2d\u5145\u65a5\u7740\u73b0\u6210\u53ef\u7528\u7684\u5bb9\u5668\uff0c\u5b83\u4eec\u5df2\u7ecf\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u3001\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4\u4e13\u5bb6\u548c\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u8005\u627f\u62c5\u4e86\u5927\u91cf\u7e41\u91cd\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n

\u4ee5\u4e0b\u662f 5 \u4e2a\u6700\u5b9e\u7528\u7684 Docker \u5bb9\u5668\uff0c\u5b83\u4eec\u80fd\u5e2e\u52a9\u4f60\u5728 2026 \u5e74\u642d\u5efa\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\uff0c\u65e0\u9700\u518d\u4e3a\u73af\u5883\u4e0d\u5339\u914d\u6216\u4f9d\u8d56\u7f3a\u5931\u7684\u95ee\u9898\u800c\u56f0\u6270\u3002<\/p>\n\n\n\n

1. JupyterLab\uff1a\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u6307\u6325\u4e2d\u5fc3<\/h3>\n\n\n\n

\u53ef\u4ee5\u5c06 JupyterLab \u89c6\u4e3a\u4eba\u5de5\u667a\u80fd\u642d\u5efa\u5de5\u4f5c\u7684\u9a7e\u9a76\u8231\uff0c\u662f\u5b9e\u9a8c\u4e0e\u6267\u884c\u7684\u4ea4\u6c47\u70b9\u3002\u5728 Docker \u5bb9\u5668\u4e2d\uff0cJupyterLab \u80fd\u591f\u5b9e\u73b0\u5373\u65f6\u90e8\u7f72\u548c\u9694\u79bb\uff0c\u4e3a\u6bcf\u4f4d\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u4e00\u4e2a\u5168\u65b0\u3001\u5e72\u51c0\u7684\u5de5\u4f5c\u7a7a\u95f4\u3002\u4f60\u53ef\u4ee5\u5b89\u88c5\u9884\u914d\u7f6e\u7684 Docker \u955c\u50cf\uff08\u5982 jupyter\/tensorflow-notebook \u6216 jupyter\/pyspark-notebook\uff09\uff0c\u5728\u51e0\u79d2\u949f\u5185\u642d\u5efa\u8d77\u4e00\u4e2a\u73af\u5883\uff0c\u5176\u4e2d\u9884\u88c5\u4e86\u5404\u7c7b\u70ed\u95e8\u5e93\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u6570\u636e\u63a2\u7d22\u3002<\/p>\n\n\n\n

\u5728\u81ea\u52a8\u5316\u7ba1\u9053\u4e2d\uff0cJupyterLab \u5e76\u975e\u4ec5\u7528\u4e8e\u539f\u578b\u8bbe\u8ba1\u3002\u4f60\u53ef\u4ee5\u501f\u52a9\u5b83\u6765\u8c03\u5ea6\u7b14\u8bb0\u672c\u3001\u89e6\u53d1\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\uff0c\u6216\u5728\u6295\u5165\u751f\u4ea7\u524d\u6d4b\u8bd5\u5404\u7c7b\u96c6\u6210\u529f\u80fd\u3002\u901a\u8fc7 Papermill \u6216 nbconvert \u7b49\u6269\u5c55\u5de5\u5177\uff0c\u4f60\u7684\u7b14\u8bb0\u672c\u5c06\u4e0d\u518d\u662f\u9759\u6001\u7684\u7814\u7a76\u6587\u4ef6\uff0c\u800c\u662f\u6f14\u53d8\u4e3a\u81ea\u52a8\u5316\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n

\u5c06 JupyterLab \u5bb9\u5668\u5316\uff0c\u80fd\u786e\u4fdd\u56e2\u961f\u548c\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u7248\u672c\u4e00\u81f4\u6027\u3002\u65e0\u9700\u6bcf\u4f4d\u56e2\u961f\u6210\u5458\u624b\u52a8\u914d\u7f6e\u73af\u5883\uff0c\u53ea\u9700\u4e00\u6b21\u6784\u5efa\uff0c\u4fbf\u53ef\u5b9e\u73b0\u8de8\u5e73\u53f0\u90e8\u7f72\u3002\u8fd9\u662f\u907f\u514d\u4f9d\u8d56\u6df7\u4e71\u3001\u5feb\u901f\u5b9e\u73b0\u4ece\u5b9e\u9a8c\u5230\u90e8\u7f72\u7684\u6700\u4f73\u9014\u5f84\u3002<\/p>\n\n\n\n

2. Airflow\uff1a\u4fdd\u969c\u4e00\u5207\u987a\u7545\u8fd0\u884c\u7684\u7f16\u6392\u5668<\/h3>\n\n\n\n

Airflow \u582a\u79f0\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684 \u201c\u5fc3\u810f\u201d\u3002\u5b83\u4e13\u4e3a\u7ba1\u7406\u590d\u6742\u5de5\u4f5c\u6d41\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u6709\u5411\u65e0\u73af\u56fe\uff08DAGs\uff09\u534f\u8c03\u6570\u636e\u91c7\u96c6\u3001\u9884\u5904\u7406\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u7b49\u6240\u6709\u73af\u8282\u3002\u501f\u52a9\u5b98\u65b9\u7684 apache\/airflow Docker \u955c\u50cf\uff0c\u4f60\u53ef\u4ee5\u5728\u51e0\u5206\u949f\u5185\u90e8\u7f72\u4e00\u4e2a\u53ef\u6295\u5165\u751f\u4ea7\u7684\u7f16\u6392\u5668\uff0c\u800c\u65e0\u9700\u82b1\u8d39\u6570\u5929\u65f6\u95f4\u3002<\/p>\n\n\n\n

\u5728 Docker \u4e2d\u8fd0\u884c Airflow\uff0c\u80fd\u4e3a\u5de5\u4f5c\u6d41\u7ba1\u7406\u5e26\u6765\u53ef\u6269\u5c55\u6027\u548c\u9694\u79bb\u6027\u3002\u6bcf\u4e2a\u4efb\u52a1\u90fd\u53ef\u4ee5\u5728\u72ec\u7acb\u7684\u5bb9\u5668\u4e2d\u8fd0\u884c\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4f9d\u8d56\u9879\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4f60\u751a\u81f3\u53ef\u4ee5\u5c06\u5b83\u4e0e JupyterLab \u5bb9\u5668\u76f8\u8fde\uff0c\u5b9e\u73b0\u7b14\u8bb0\u672c\u5728\u7ba1\u9053\u4e2d\u7684\u52a8\u6001\u6267\u884c\u3002<\/p>\n\n\n\n

\u5f53 Airflow \u4e0e Postgres \u6216 MinIO \u7b49\u5176\u4ed6\u5bb9\u5668\u96c6\u6210\u65f6\uff0c\u771f\u6b63\u7684\u9b54\u529b\u4fbf\u4f1a\u663e\u73b0\u3002\u6700\u7ec8\u4f60\u5c06\u5f97\u5230\u4e00\u4e2a\u6a21\u5757\u5316\u7cfb\u7edf\uff0c\u6613\u4e8e\u76d1\u63a7\u3001\u4fee\u6539\u548c\u6269\u5c55\u3002\u5728\u6a21\u578b\u518d\u8bad\u7ec3\u548c\u6570\u636e\u66f4\u65b0\u6c38\u4e0d\u505c\u6b47\u7684\u573a\u666f\u4e0b\uff0cAirflow \u59cb\u7ec8\u80fd\u4fdd\u6301\u5de5\u4f5c\u8282\u594f\u7684\u7a33\u5b9a\u3002<\/p>\n\n\n\n

3. MLflow\uff1a\u6a21\u578b\u4e0e\u5b9e\u9a8c\u7684\u7248\u672c\u63a7\u5236\u5de5\u5177<\/h3>\n\n\n\n

\u5b9e\u9a8c\u8ddf\u8e2a\u662f\u56e2\u961f\u672c\u5e94\u505a\u597d\u5374\u5f80\u5f80\u96be\u4ee5\u843d\u5b9e\u7684\u5de5\u4f5c\u4e4b\u4e00\u3002\u800c MLflow \u901a\u8fc7\u5c06\u6bcf\u4e2a\u5b9e\u9a8c\u89c6\u4e3a\u6838\u5fc3\u5bf9\u8c61\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\u3002\u5b98\u65b9\u7684 mlflow Docker \u955c\u50cf\u80fd\u8ba9\u4f60\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u670d\u52a1\u5668\uff0c\u5c06\u53c2\u6570\u3001\u6307\u6807\u548c\u5de5\u4ef6\u96c6\u4e2d\u8bb0\u5f55\u5b58\u50a8\u3002\u5b83\u5c31\u50cf\u662f\u4e3a\u673a\u5668\u5b66\u4e60\u91cf\u8eab\u5b9a\u5236\u7684 Git\u3002<\/p>\n\n\n\n

\u5728\u5bb9\u5668\u5316\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0cMLflow \u80fd\u4e0e\u8bad\u7ec3\u811a\u672c\u548c Airflow \u7b49\u7f16\u6392\u5de5\u5177\u65e0\u7f1d\u5bf9\u63a5\u3002\u5f53\u65b0\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u5b83\u4f1a\u5c06\u8d85\u53c2\u6570\u3001\u6027\u80fd\u6307\u6807\u751a\u81f3\u5e8f\u5217\u5316\u7684\u6a21\u578b\u6587\u4ef6\u8bb0\u5f55\u5230 MLflow \u7684\u6ce8\u518c\u4e2d\u5fc3\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u4ece\u6d4b\u8bd5\u73af\u5883\u5230\u751f\u4ea7\u73af\u5883\u7684\u81ea\u52a8\u5316\u63a8\u5e7f\u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\u3002<\/p>\n\n\n\n

\u5c06 MLflow \u5bb9\u5668\u5316\u8fd8\u80fd\u7b80\u5316\u6269\u5c55\u8fc7\u7a0b\u3002\u4f60\u53ef\u4ee5\u5c06\u8ddf\u8e2a\u670d\u52a1\u5668\u90e8\u7f72\u5728\u53cd\u5411\u4ee3\u7406\u4e4b\u540e\uff0c\u4e3a\u5de5\u4ef6\u914d\u7f6e\u4e91\u5b58\u50a8\uff0c\u5e76\u8fde\u63a5\u6570\u636e\u5e93\u4ee5\u5b9e\u73b0\u5143\u6570\u636e\u7684\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u901a\u8fc7\u7b80\u6d01\u7684 Docker Compose \u914d\u7f6e\u6765\u5b8c\u6210\u3002\u65e0\u9700\u4e3a\u57fa\u7840\u8bbe\u65bd\u95ee\u9898\u8d39\u5fc3\uff0c\u5c31\u80fd\u8f7b\u677e\u5b9e\u73b0\u5b9e\u9a8c\u7ba1\u7406\u3002<\/p>\n\n\n\n

4. Redis\uff1a\u652f\u6491\u9ad8\u901f\u4eba\u5de5\u667a\u80fd\u7684\u5185\u5b58\u5c42<\/h3>\n\n\n\n

\u867d\u7136 Redis \u5e38\u88ab\u89c6\u4e3a\u7f13\u5b58\u5de5\u5177\uff0c\u4f46\u5b83\u5b9e\u9645\u4e0a\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u5f3a\u5927\u7684\u8d4b\u80fd\u5de5\u5177\u4e4b\u4e00\u3002redis Docker \u5bb9\u5668\u4e3a\u4f60\u63d0\u4f9b\u4e86\u4e00\u4e2a\u901f\u5ea6\u6781\u5feb\u3001\u652f\u6301\u6301\u4e45\u5316\u4e14\u9002\u7528\u4e8e\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5185\u5b58\u6570\u636e\u5e93\u3002\u5728\u7ba1\u7406\u961f\u5217\u3001\u7f13\u5b58\u4e2d\u95f4\u7ed3\u679c\u6216\u5b58\u50a8\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7b49\u4efb\u52a1\u4e2d\uff0cRedis \u626e\u6f14\u7740\u7ec4\u4ef6\u95f4 \u201c\u7c98\u5408\u5242\u201d \u7684\u5173\u952e\u89d2\u8272\u3002<\/p>\n\n\n\n

\u5728\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u7ba1\u9053\u4e2d\uff0cRedis \u5e38\u88ab\u7528\u4e8e\u6784\u5efa\u5f02\u6b65\u6d88\u606f\u961f\u5217\uff0c\u5b9e\u73b0\u4e8b\u4ef6\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u3002\u4f8b\u5982\uff0c\u5f53\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0cRedis \u53ef\u4ee5\u89e6\u53d1\u6279\u91cf\u63a8\u7406\u6216\u4eea\u8868\u76d8\u66f4\u65b0\u7b49\u4e0b\u6e38\u4efb\u52a1\u3002\u5b83\u7684\u7b80\u6d01\u8bbe\u8ba1\u80cc\u540e\uff0c\u9690\u85cf\u7740\u6781\u9ad8\u7684\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n

\u5c06 Redis \u5bb9\u5668\u5316\uff0c\u80fd\u8ba9\u4f60\u5b9e\u73b0\u5185\u5b58\u5bc6\u96c6\u578b\u5e94\u7528\u7684\u6a2a\u5411\u6269\u5c55\u3002\u7ed3\u5408 Kubernetes \u7b49\u7f16\u6392\u5de5\u5177\uff0c\u4f60\u5c06\u83b7\u5f97\u4e00\u4e2a\u517c\u987e\u901f\u5ea6\u4e0e\u53ef\u9760\u6027\u7684\u5b89\u5168\u67b6\u6784\u3002<\/p>\n\n\n\n

5. FastAPI\uff1a\u652f\u6301\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u8f7b\u91cf\u7ea7\u63a8\u7406\u670d\u52a1\u6846\u67b6<\/h3>\n\n\n\n

\u5f53\u4f60\u7684\u6a21\u578b\u5b8c\u6210\u8bad\u7ec3\u548c\u7248\u672c\u63a7\u5236\u540e\uff0c\u9700\u8981\u4e00\u79cd\u53ef\u9760\u7684\u65b9\u5f0f\u6765\u63d0\u4f9b\u670d\u52a1 \u2014\u2014 \u800c FastAPI \u6b63\u662f\u4e3a\u6b64\u800c\u751f\u3002tiangolo\/uvicorn-gunicorn-fastapi Docker \u955c\u50cf\u80fd\u8ba9\u4f60\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u901f\u5ea6\u6781\u5feb\u3001\u53ef\u6295\u5165\u751f\u4ea7\u7684 API \u5c42\uff0c\u4e14\u51e0\u4e4e\u65e0\u9700\u989d\u5916\u914d\u7f6e\u3002\u5b83\u4f53\u79ef\u8f7b\u5de7\u3001\u652f\u6301\u5f02\u6b65\uff0c\u80fd\u5b8c\u7f8e\u9002\u914d CPU \u548c GPU\u3002<\/p>\n\n\n\n

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\u5c06 FastAPI \u4e0e MLflow \u548c Redis \u96c6\u6210\uff0c\u80fd\u8ba9\u4f60\u7684\u6280\u672f\u6808\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u53cd\u9988\u5faa\u73af\uff1a\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u8bb0\u5f55\u3001\u90e8\u7f72\u548c\u6301\u7eed\u4f18\u5316\uff0c\u5168\u90e8\u5728\u5bb9\u5668\u5185\u90e8\u5b8c\u6210\u3002\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u65e2\u80fd\u4f18\u96c5\u5730\u5b9e\u73b0\u6269\u5c55\uff0c\u53c8\u80fd\u59cb\u7ec8\u4fdd\u6301\u53ef\u63a7\u3002<\/p>\n\n\n\n

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\u7ed3\u8bed<\/h2>\n\n\n\n

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