![\"Image\"](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/03\/mae\u0308l-deschamps.jpeg\")
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" "\\"\u4e2d\u578b")
<\/span><\/div>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u8fd9\u4e00\u8fc7\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0c\u5e76\u5c06\u5176\u5212\u5206\u4e3a\u4e09\u4e2a\u4e0d\u540c\u7684\u90e8\u5206\uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/1Measuring-the-CO2eq-impact-of-your-Python-Notebook.png\" "\\"1\u6d4b\u91cf")
<\/span><\/div>- <\/i><\/span>\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b)\u00a0\u5256\u6790<\/strong>, \u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u6536\u96c6 data \u6709\u5173\u4ee3\u7801\u8d44\u6e90\u6d88\u8017\u7684\u4fe1\u606f<\/div><\/li>
- <\/i><\/span>
\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) \u8ba1\u7b97<\/strong>, \u6211\u4eec\u5c06\u628a\u8fd9\u4e9b\u8d44\u6e90\u8f6c\u5316\u4e3a\u80fd\u6e90\u6d88\u8017<\/div><\/li>- <\/i><\/span>
\n\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b)\u00a0\u8bc4\u4f30<\/strong>, \u6211\u4eec\u5c06\u628a\u80fd\u6e90\u6d88\u8017\u8f6c\u5316\u4e3a\u5bf9\u73af\u5883\u7684\u5f71\u54cd<\/p>\n<\/div><\/li><\/ul>
\u6bcf\u4e2a\u90e8\u5206\u90fd\u5c06\u5728 Azure ML Studio \u7684\u7b14\u8bb0\u672c\u4e0a\u5b9e\u9645\u5b9e\u73b0\u3002.<\/p>\n<\/div>
\u6b65\u9aa4 1\uff1a\u5256\u6790\u4ee3\u7801<\/h2><\/div>
\u7b2c\u4e00\u6b65\u7684\u76ee\u6807\u975e\u5e38\u7b80\u5355\uff1a\u627e\u51fa\u4ee3\u7801\u7684\u5185\u5b58\u548c CPU \u6d88\u8017\u91cf\u3002\u5c31\u6211\u4eec\u7684\u673a\u5668\u800c\u8a00\uff0c\u5c06\u8003\u8651\u4e09\u4e2a\u4e3b\u8981\u53c2\u6570\uff1a<\/p>\n<\/div>
- <\/i><\/span>CPU \/ GPU \u6d88\u8017\u7684\u80fd\u91cf<\/div><\/li>
- <\/i><\/span>
\u5185\u5b58\u4f7f\u7528\u6240\u6d88\u8017\u7684\u80fd\u91cf<\/div><\/li>- <\/i><\/span>
\u51b7\u5374\u7cfb\u7edf\u4f7f\u7528\u7684\u80fd\u6e90\uff08\u80fd\u6e90\u4f7f\u7528\u6548\u7387\u7cfb\u6570\uff09<\/div><\/li><\/ul>\u6211\u4eec\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5728\u7f51\u4e0a\u627e\u5230\u8fd1\u4f3c\u529f\u7387\u4f7f\u7528\u6548\u7387\uff08PUE\uff09\u7684\u4fe1\u606f\uff0c\u4f46\u6d4b\u91cf Python \u7b14\u8bb0\u672c\u7684 CPU \u548c\u5185\u5b58\u6d88\u8017\u5374\u4e0d\u90a3\u4e48\u7b80\u5355\u3002\u76ee\u524d\u6709\u8bb8\u591a\u89e3\u51b3\u65b9\u6848\uff08timeit\u3001cProfile\u3001psutil\uff09\uff0c\u4f46\u5b83\u4eec\u66f4\u4fa7\u91cd\u4e8e\u65f6\u95f4\u5256\u6790\uff0c\u800c\u975e CPU \u548c\u5185\u5b58\u6d88\u8017\u3002.<\/p>\n
\u7531\u4e8e\u9700\u8981\u8bc4\u4f30\u7684\u4ee3\u7801\u4f4d\u4e8e\u8fd0\u884c\u5728 Linux\uff0818.04.1-Ubuntu SMP\uff09\u4e0a\u7684 JupyterLab \u5b9e\u4f8b\u4e2d\uff0c\u56e0\u6b64\u4e3a\u4e86\u6240\u6709\u6743\u548c\u7b80\u5355\u8d77\u89c1\uff0c\u6211\u51b3\u5b9a\u7528 Bash \u7f16\u5199\u81ea\u5df1\u7684\u5256\u6790\u811a\u672c\uff0c\u5728\u4e00\u4e2a\u6c38\u4e45\u5faa\u73af\u4e2d\u6d4b\u91cf\u6211\u7684\u673a\u5668\u6d88\u8017\u3002.<\/p>\n
\u7b2c\u4e00\u4e2a\u811a\u672c\u7528\u4e8e\u6bcf\u79d2\u6d4b\u91cf\u7cbe\u786e\u7684\u5185\u5b58\u4f7f\u7528\u91cf\uff0c\u4fdd\u5b58\u4e3a\u00a0memory_profiler.sh<\/strong>\u00a0:<\/p>\n<\/div>
![\"Measuring](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/Capture-de\u0301cran-2022-07-20-a\u0300-14.53.17.png\" "\\"\u6587\u7ae0\uff1a\u6d4b\u91cf")
<\/span><\/div>\u7b2c\u4e8c\u4e2a\u811a\u672c\u7528\u4e8e\u6d4b\u91cf\u6700\u540e\u4e00\u5206\u949f\u5185\u6bcf\u79d2\u7684 CPU \u5e73\u5747\u6d88\u8017\u91cf\uff0c\u4fdd\u5b58\u4e3a\u00a0cpu_profiler.sh<\/strong>\u00a0:<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/Capture-de\u0301cran-2022-07-20-a\u0300-14.54.04.png\" "\\"Capture")
<\/span><\/div>\u4f46\u6709\u4e86\u8fd9\u4e24\u4e2a\u811a\u672c\u8fd8\u4e0d\u591f\uff0c\u6211\u8fd8\u9700\u8981\u77e5\u9053\u4ee3\u7801\u8fd0\u884c\u7684\u786e\u5207\u65f6\u95f4\u3002\u4e3a\u6b64\uff0c\u6211\u5728\u7b14\u8bb0\u672c\u7684\u9876\u90e8\u6dfb\u52a0\u4e86\u4e00\u4e2a\u5355\u5143\u683c \uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/Capture-de\u0301cran-2022-07-20-a\u0300-14.54.08.png\" "\\"Capture")
<\/span><\/div>\u8fd8\u6709\u4e00\u4e2a\u5355\u5143\u683c\uff0c\u5728\u6211\u7b14\u8bb0\u672c\u7684\u6700\u4e0b\u9762\uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/Capture-de\u0301cran-2022-07-20-a\u0300-14.54.13.png\" "\\"Capture")
<\/span><\/div>\u73b0\u5728\u4e00\u5207\u90fd\u51c6\u5907\u5c31\u7eea\uff0c\u6211\u53ea\u9700\u8981......\uff1a<\/p>\n
1.\u786e\u4fdd\u6211\u7684\u73af\u5883\u6ca1\u6709\u88ab\u540e\u53f0\u8fd0\u884c\u7684\u5176\u4ed6\u4efb\u52a1\u6c61\u67d3\uff0c\u70b9\u51fb \"\u5168\u90e8\u5173\u95ed \"\u6309\u94ae\u5173\u95ed\u6240\u6709\u6b63\u5728\u8fd0\u884c\u7684\u5b9e\u4f8b<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/4Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"4\u6d4b\u91cf")
<\/span><\/div>2.\u6253\u5f00\u7ec8\u7aef\u5b9e\u4f8b\uff0c\u5728\u540e\u53f0\u8fd0\u884c memory_log.sh \u811a\u672c<\/p>\n
.\/memory_log.sh<\/span><\/strong><\/pre>\n3.\u6253\u5f00\u53e6\u4e00\u4e2a\u7ec8\u7aef\u5b9e\u4f8b\uff0c\u5728\u540e\u53f0\u8fd0\u884c cpu_log.sh \u811a\u672c<\/p>\n
.\/cpu_log.sh<\/span><\/strong><\/pre>\n4.\u5b9e\u4f8b\u5316\u5e76\u8fd0\u884c\u6240\u6709\u7b14\u8bb0\u672c\u5355\u5143<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/5Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"5\u6d4b\u91cf")
<\/span><\/div>\u6574\u4e2a\u7b14\u8bb0\u672c\u8fd0\u884c\u540e\uff0c\u6211\u53ef\u4ee5\u5728\u6bcf\u4e2a\u7ec8\u7aef\u6309 CTRL + C \u952e\u505c\u6b62\u4e24\u4e2a Linux \u811a\u672c\uff0c\u68c0\u67e5\u5185\u5b58\u65e5\u5fd7\u548c cpu.log \u6587\u4ef6\u662f\u5426\u5df2\u6210\u529f\u521b\u5efa\uff0c\u5e76\u5229\u7528\u6dfb\u52a0\u4e86 datetime.now() \u7684\u4e24\u4e2a\u5355\u5143\u683c\u8bb0\u4e0b\u7b14\u8bb0\u672c\u6267\u884c\u7684\u5f00\u59cb\u65f6\u95f4\u548c\u7ed3\u675f\u65f6\u95f4\u3002.<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/6Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"6\u6d4b\u91cf")
<\/span><\/div>\u73b0\u5728\uff0c\u6211\u5df2\u7ecf\u638c\u63e1\u4e86\u4e0b\u4e00\u9636\u6bb5\u8ba1\u7b97\u6240\u9700\u7684\u4e00\u5207\u3002.<\/p>\n<\/div>
\u6b65\u9aa4 2\uff1a\u8ba1\u7b97\u6210\u80fd\u91cf<\/h2><\/div>
\u73b0\u5728\uff0c\u6211\u4eec\u5df2\u7ecf\u6536\u96c6\u4e86\u6240\u6709\u5173\u4e8e\u8d44\u6e90\u6d88\u8017\u7684 data \u6570\u636e\uff0c\u53ef\u4ee5\u5f00\u59cb\u5c06\u6240\u6709\u6570\u636e\u8f6c\u6362\u6210\u5343\u74e6\u65f6\uff08\u4ee3\u8868\u80fd\u6e90\u6d88\u8017\u7684\u5355\u4f4d\uff09\u3002.
\n\u4e3a\u6b64\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u516c\u5f0f\uff1a<\/p>\n<\/div>![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/7Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"7\u6d4b\u91cf")
<\/span><\/div>\u8ba9\u6211\u4eec\u5148\u6765\u770b\u770b CPU \u7684\u76f8\u5173\u6307\u6807\u3002.<\/strong>
\n\u7b2c\u4e00\u6b65\uff0c\u6211\u5c06 cpu.log \u6587\u4ef6\u7684\u5185\u5bb9\u590d\u5236\u5230\u8c37\u6b4c\u7535\u5b50\u8868\u683c\u4e2d\uff0c\u7136\u540e\u7528\u5b83\u6765\u8ba1\u7b97\u5e73\u5747 CPU \u6d88\u8017\u91cf\uff1a<\/p>\n<\/div>![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/8Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"8\u6d4b\u91cf")
<\/span><\/div>\u6211\u5728\u5de5\u4f5c\u8868\u4e0a\u505a\u4e86\u4e00\u4e9b\u5904\u7406\uff08\u5c06\u6587\u672c\u62c6\u5206\u4e3a\u5217\u3001\u5220\u9664\u672a\u4f7f\u7528\u7684\u5217\u3001\u6dfb\u52a0\u5217\u540d\uff09\uff0c\u4ee5\u4fbf\u83b7\u5f97\u66f4\u65b9\u4fbf\u4f7f\u7528\u7684\u5185\u5bb9\uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/9Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"9\u6d4b\u91cf")
<\/span><\/div>\u6211\u7684\u7b14\u8bb0\u672c\u7535\u8111\u4ece 12:33:20 \u8fd0\u884c\u5230 13:14:09\uff0c\u56e0\u6b64\u6211\u53ea\u9700\u6dfb\u52a0\u4e00\u4e2a\u516c\u5f0f\uff0c\u8fd4\u56de\u8fd9\u4e9b\u65f6\u95f4\u4e4b\u95f4 cpu_1 \u7684\u5e73\u5747\u503c\uff0c\u7136\u540e\u7528\u5e73\u5747\u503c\u9664\u4ee5\u6211\u7684\u673a\u5668\u7684 CPU \u6570\u91cf\u5373\u53ef\uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/10Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"10\u6d4b\u91cf")
<\/span><\/div>\u6211\u73b0\u5728\u660e\u767d\u4e86\uff0c\u6211\u7684\u7b14\u8bb0\u672c\u6b63\u5728\u5e73\u5747\u4f7f\u7528\u00a08.038 \u4e2a CPU<\/strong>\u00a0\u5728\u6267\u884c\u7684 40 \u5206\u949f\u5185\uff0c\u76f8\u5f53\u4e8e\u00a0\u5e73\u5747 CPU \u5360\u7528\u7387\u4e3a 100.47%\u3002.<\/strong>
\n\u4f46\u6211\u7684 CPU \u6d88\u8017\u91cf\u6709\u591a\u5927\uff1f<\/strong>
\n\u8fd9\u53d6\u51b3\u4e8e\u6240\u4f7f\u7528\u7684 CPU \u578b\u53f7\u3002\u00a0Azure \u5fae\u8f6f\u6587\u6863<\/a>. .\u5728\u6211\u8fdb\u884c\u5b9e\u9a8c\u65f6\uff082021 \u5e74 10 \u6708\uff09\uff0c\u6211\u7684\u673a\u5668\u4f7f\u7528\u7684\u662f 4 \u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u82f1\u7279\u5c14\u81f3\u5f3a CPU \u4e2d\u7684\u4e00\u79cd\uff1a
\n- \u82f1\u7279\u5c14\u81f3\u5f3a\u767d\u91d1\u7248 8270
\n- \u82f1\u7279\u5c14\u81f3\u5f3a\u767d\u91d1\u7248 8171M
\n- \u82f1\u7279\u5c14\u81f3\u5f3a\u5904\u7406\u5668 E5-2697 v4
\n- \u82f1\u7279\u5c14\u81f3\u5f3a E5-2673 v3 @ 2.40GHz<\/p>\n\u5728\u82f1\u7279\u5c14\u7f51\u7ad9\u4e0a\u67e5\u627e\u540e\uff0c\u6211\u80fd\u591f\u4f7f\u7528\u70ed\u8bbe\u8ba1\u529f\u7387\uff08TDP\uff09\u5c06 CPU \u578b\u53f7\u4e0e\u5b83\u4eec\u7684\u529f\u8017\u76f8\u5339\u914d\uff0cTDP \u8868\u793a\u5904\u7406\u5668\u5728\u6240\u6709\u5185\u6838\u90fd\u6fc0\u6d3b\u7684\u57fa\u672c\u9891\u7387\u4e0b\u8fd0\u884c\u65f6\u7684\u5e73\u5747\u529f\u7387\uff08\u4ee5\u74e6\u4e3a\u5355\u4f4d\uff09\u3002.<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/11Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"11\u6d4b\u91cf")
<\/span><\/div>\u7531\u4e8e\u6bcf\u6b21\u6267\u884c\u4ee3\u7801\u65f6\u4f7f\u7528\u7684 CPU \u90fd\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u6211\u51b3\u5b9a\u53d6\u8fd9\u56db\u4e2a CPU \u7684\u5e73\u5747 TDP\uff0c\u5373\u00a0158.75<\/strong>\u00a0\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u3002.
\n\u6211\u73b0\u5728\u53d1\u73b0\u8fd9\u4e24\u4e2a\u00a0\u8ba1\u7b97\u673a<\/strong>\u00a0(=1.0047) \u548c\u00a0\u6284\u9001<\/strong>\u00a0(=158.75)<\/p>\n<\/div>\u73b0\u5728\u8ba9\u6211\u4eec\u770b\u770b\u5185\u5b58\u65e5\u5fd7\u6587\u4ef6<\/strong><\/p>\n
\u6309\u7167\u4e0e\u4e4b\u524d\u76f8\u540c\u7684\u6d41\u7a0b\uff0c\u6211\u5c06\u6587\u4ef6\u5185\u5bb9\u590d\u5236\u5230\u8c37\u6b4c\u5de5\u4f5c\u8868\u4e2d\uff0c\u5c06\u6587\u672c\u5206\u680f\u5e76\u6392\u5217\uff0c\u5f97\u5230\u4ee5\u4e0b\u683c\u5f0f\uff1a............\uff1a<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/12Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"12\u6d4b\u91cf")
<\/span><\/div>\u7136\u540e\uff0c\u6211\u5bf9 C \u5217\u5e94\u7528\u5e73\u5747\u503c\u516c\u5f0f\uff0c\u5f97\u51fa\u00a0\u5e73\u5747\u5185\u5b58\u4f7f\u7528\u7387<\/strong>\u00a0\u5728 12:33:20 \u548c 13:14:09 \u4e4b\u95f4\uff0c\u5355\u4f4d\u4e3a MB\u3002\u6211\u5c06\u8fd9\u4e2a\u6570\u5b57\u9664\u4ee5 1024\uff0c\u6362\u7b97\u6210 GB\u3002.<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/13Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"13\u6d4b\u91cf")
<\/span><\/div>\u4e3a\u4e86\u4f30\u7b97 1GB data \u7684\u8017\u7535\u91cf\uff0c\u6211\u5c06\u9075\u5faa\u4ee5\u4e0b\u7ecf\u9a8c\u6cd5\u5219\u00a0\u8fd9\u91cc<\/a>\u00a0:\u6bcf 8GB 3 \u74e6\uff0c\u5373 0.375 \u74e6\/GB\uff0c\u4ee5\u53ca\u00a01.88W<\/strong>\u00a0\u6211\u603b\u5171\u4f7f\u7528\u4e86 5.015GB \u5185\u5b58\u3002.<\/p>\n
\u6211\u73b0\u5728\u53d1\u73b0\u00a0\u8bf7\u8054\u7cfb<\/strong>\u00a0(=1.88).\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5185\u5b58\u6d88\u8017\u7684\u7535\u80fd\u4f3c\u4e4e\u6bd4 CPU \u6d88\u8017\u7684\u7535\u80fd\u5c11 85 \u500d\uff0c\u56e0\u6b64\u53ef\u4ee5\u8df3\u8fc7\u5185\u5b58\u6d88\u8017\u7684\u7535\u80fd\uff0c\u4ee5\u83b7\u5f97\u51c6\u786e\u5ea6\u7a0d\u4f4e\u4f46\u901f\u5ea6\u66f4\u5feb\u7684\u8bc4\u4f30\u7ed3\u679c\u3002.<\/p>\n
\u7531\u4e8e\u6211\u4e0d\u4f7f\u7528\u4efb\u4f55 GPU\uff0c\u6211\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u6700\u540e\u4e00\u4e2a\u7f3a\u5931\u7684\u672f\u8bed\uff1a\"Power Usage Effectiveness\"\uff08\u529f\u7387\u4f7f\u7528\u6548\u7387\uff09\u3002PUE \u662f\u4e00\u4e2a\u6bd4\u7387\uff0c\u5b83\u51b3\u5b9a\u4e86 data \u4e2d\u5fc3\u9664\u6258\u7ba1 cloud \u670d\u52a1\uff08\u5982\u51b7\u5374\u3001\u65e0\u529f\u529f\u7387\u8865\u507f\u3001\u7167\u660e......\uff09\u5916\uff0c\u8fd8\u7528\u4e8e\u5176\u4ed6\u65b9\u9762\u7684\u80fd\u91cf\u3002<\/p>\n
\u770b\u4e00\u770b\u00a02015 \u5e74\u5fae\u8f6f Datacenter \u6982\u51b5\u4ecb\u7ecd<\/a>, \u5176\u65b0\u7684 data \u4e2d\u5fc3\u7684\u5e73\u5747 PUE \u4e3a\u00a01.125<\/strong>. .\u8fd9\u5c31\u662f\u6211\u4eec\u5728\u672c\u4f8b\u4e2d\u5c06\u91c7\u7528\u7684\u6570\u5b57\uff0c\u4f46\u66f4\u4e25\u8c28\u7684\u65b9\u6cd5\u662f\u627e\u51fa\u7528\u4e8e\u8ba1\u7b97\u7684 data \u4e2d\u5fc3\u7684\u5b9e\u9645 PUE\u3002.<\/p>\n
\u73b0\u5728\u6211\u4eec\u6709\u4e86\u65b9\u7a0b\u7684\u6240\u6709\u9879\uff0c\u8ba9\u6211\u4eec\u6765\u7b97\u4e00\u7b97\uff01<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/14Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"14\u6d4b\u91cf")
<\/span><\/div>\u7531\u4e8e\u6211\u4eec\u7684\u4ee3\u7801\u5728 12:33:20 \u81f3 13:14:09 \u4e4b\u95f4\u8fd0\u884c\uff0c\u6267\u884c\u65f6\u95f4\u4e3a 40 \u5206 49 \u79d2\uff08\u76f8\u5f53\u4e8e 0.68 \u5c0f\u65f6\uff09\u3002\u8fd9\u610f\u5473\u7740\u5b83\u603b\u5171\u6d88\u8017\u4e86\u00a00.1238 \u5343\u74e6<\/strong><\/p>\n<\/div>
\u6b65\u9aa4 3\uff1a\u8bc4\u4f30\u5f71\u54cd<\/h2><\/div>
\u78b3\u6d4b\u91cf\u4e4b\u65c5\u7684\u6700\u540e\u4e00\u6b65\uff0c\u6211\u4eec\u73b0\u5728\u9700\u8981\u8bc4\u4f30\u7535\u529b\u6d88\u8017\u7684\u5f71\u54cd\uff0c\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u80fd\u6e90\u6d88\u8017\u7684\u5730\u70b9\u3002\u4e3a\u4e86\u8ba1\u7b97\u51fa\u8fd9\u4e00\u5f71\u54cd\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u78b3\u5f3a\u5ea6\u7cfb\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5728\u4ee5\u4e0b\u7f51\u7ad9\u627e\u5230\u8be5\u7cfb\u6570\u00a0\u7535\u529b\u5730\u56fe\u7f51\u7ad9<\/a>, \u8be5\u9879\u76ee\u65e8\u5728\u6536\u96c6\u3001\u9884\u5904\u7406\u548c\u7edf\u4e00\u6765\u81ea 150 \u4e2a\u5730\u533a\u7684\u516c\u5171\u7535\u529b data\u3002.<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/15Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"15\u6d4b\u91cf")
<\/span><\/div>\u5f53\u6211\u8ba1\u7b97\u6211\u7684\u4ee3\u7801\u5728\u8377\u5170\u8fd0\u884c\u65f6\u4ea7\u751f\u7684\u4e8c\u6c27\u5316\u78b3\u5f71\u54cd\u65f6\uff0c\u78b3\u5f71\u54cd\u503c\u4e3a\u6bcf\u5343\u74e6 487 \u514b\u3002\u56e0\u6b64\uff0c\u6211\u7684\u4ee3\u7801\u7684\u5f71\u54cd\u503c\u4e3a 487 * 0.1238 = 487 * 0.1238 = 0.1238\u3002\u00a060.3 gCO2eq.<\/strong><\/p>\n
\u8fd9\u4e2a\u6570\u503c\u770b\u4f3c\u5f88\u4f4e\uff0c\u4f46\u5982\u679c\u6211\u7684\u4ee3\u7801\u5168\u5e74\u6bcf\u5929\u90fd\u5728\u8fd0\u884c\uff0c\u5176\u5f71\u54cd\u5c31\u4f1a\u8fbe\u5230 60.3 * 365.25 = 60.3 * 365.25 = 365.25\u3002\u00a0\u6bcf\u5e74 22.0 \u5343\u514b\u4e8c\u6c27\u5316\u78b3\u5f53\u91cf\u3002.<\/strong>
\n\u4f46\u4e0e\u5176\u4ed6\u6d3b\u52a8\u76f8\u6bd4\uff0c\u5b83\u80fd\u4ee3\u8868\u4ec0\u4e48\u5462\uff1f<\/strong>\u00a0\u5982\u679c\u6211\u4eec\u5c06\u5176\u4e0e\u6c7d\u8f66\u7684\u4f7f\u7528\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u00a02019 \u5e74\u6240\u6709\u65b0\u8f66\u7684\u5e73\u5747\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u91cf<\/a>, \u8fd9\u76f8\u5f53\u4e8e\u4e00\u6b21 180 \u516c\u91cc\u65c5\u884c\u7684\u8db3\u8ff9\u3002.<\/p>\n\u4f7f\u7528\u00a0monconvertisseurco2.fr<\/a>\u00a0\u6211\u53ef\u4ee5\u4f7f\u7528\u7531\u6cd5\u56fd\u56fd\u5bb6\u673a\u6784 \u201c\u56fd\u5bb6\u73af\u5883\u548c\u80fd\u6e90\u7ba1\u7406\u7f72\u201d\uff08ADEME\uff09\u6536\u96c6\u7684 \u201c\u57fa\u51c6\u78b3 \u201d\u5f00\u653e\u5f0f data \u83b7\u53d6\u66f4\u591a\u7b49\u6548\u6d3b\u52a8\u3002.<\/p>\n<\/div>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/07\/17Measuring-the-CO2eq-impact-of-your-Python-Notebook-Azure-ML.png\" "\\"17\u6d4b\u91cf")
<\/span><\/div>\u7ed3\u8bba<\/h2><\/div>
\u6211\u4eec\u505a\u5230\u4e86<\/h3><\/div>
\u6211\u4eec\u5bf9\u4ee3\u7801\u8fdb\u884c\u4e86\u5256\u6790\uff0c\u4ee5\u83b7\u5f97\u5185\u5b58\u548c CPU \u7684\u4f7f\u7528\u60c5\u51b5\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6570\u636e\u8ba1\u7b97\u6210\u8017\u7535\u91cf\uff0c\u8bc4\u4f30\u4e86\u5bf9 CO2eq \u7684\u5f71\u54cd\uff0c\u4ece\u800c\u66f4\u597d\u5730\u4e86\u89e3\u4e86\u4ee3\u7801\u7684\u78b3\u8db3\u8ff9\u3002\u8fd9\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u91cc\u7a0b\u7891\uff0c\u8ba9\u6211\u4eec\u56de\u8fc7\u5934\u6765\u770b\u770b\u4ee3\u7801\u5bf9\u73af\u5883\u7684\u5f71\u54cd\uff0c\u5e76\u5f3a\u8c03\u4ee3\u7801\u4f18\u5316\u7684\u91cd\u8981\u6027\u3002.<\/p>\n
\u5728\u8fd9\u4e2a\u5177\u4f53\u6848\u4f8b\u4e2d\uff0c\u5982\u524d\u6240\u8ff0\u00a0\u5728\u5173\u4e8e\u5982\u4f55\u8ddf\u8e2a\u548c\u907f\u514d Jupiter Lab \u6027\u80fd\u74f6\u9888\u7684\u7b2c\u4e00\u90e8\u5206\u4e2d<\/a>, \u800c\u4ec5\u4ec5\u4f18\u5316\u4e00\u884c\u4ee3\u7801\uff0c\u6211\u5c31\u8282\u7701\u4e86 90% \u7684\u8ba1\u7b97\u65f6\u95f4\u548c 92% \u7684 CO2eq \u5f71\u54cd\uff0c\u4ece\u6bcf\u5e74 22kgCO2eq \u964d\u81f3\u4e0d\u5230 2kgCO2eq\u3002.<\/p>\n
\u73b0\u5728\uff0c\u5305\u62ec Azure \u5728\u5185\u7684\u5927\u591a\u6570 cloud \u63d0\u4f9b\u5546\u5e73\u53f0\u90fd\u627f\u8bfa\u00a0\u5bf9\u73af\u5883\u4e0d\u4ea7\u751f\u4efb\u4f55\u5f71\u54cd<\/a>\u00a0\u5f97\u76ca\u4e8e\u78b3\u62b5\u6d88\u9879\u76ee\u3002\u7136\u800c\uff0c\u73af\u5883\u4e13\u5bb6\u4eec\u4e00\u81f4\u8ba4\u4e3a\uff0c\u5c3d\u7ba1\u78b3\u62b5\u6d88\u9879\u76ee\u662f\u6709\u6548\u548c\u91cd\u8981\u7684\u3001,\u00a0\u4ec5\u9760\u78b3\u8865\u507f\u9879\u76ee\u4e0d\u8db3\u4ee5\u63a7\u5236\u6211\u4eec\u7684\u6d3b\u52a8\u5bf9\u5730\u7403\u7684\u5f71\u54cd<\/strong>, \u800c\u4e14\u00a0\u6700\u597d\u7684\u89e3\u51b3\u529e\u6cd5\u4ecd\u7136\u662f\u4ece\u6e90\u5934\u4e0a\u51cf\u5c11\u6392\u653e<\/strong><\/a>, \u5c31\u50cf\u8fd9\u4e2a\u4f18\u5316\u9879\u76ee\u4e00\u6837\u3002.
\n\u8fd9\u4e5f\u662f\u6211\u4eec Artefact \u901a\u8fc7\u4e0d\u540c\u7684\u73af\u4fdd\u4e3e\u63aa\u52aa\u529b\u63a8\u5e7f\u7684\u7406\u5ff5\uff01<\/p>\n<\/div><\/div><\/div><\/div><\/article> - <\/i><\/span>
- <\/i><\/span>
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/medium.png\" "\\"\u4e2d\u7b49\\"")
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