{"id":12702,"date":"2023-09-15T18:00:25","date_gmt":"2023-09-15T18:00:25","guid":{"rendered":"https:\/\/www.digitaldesignjournal.com\/?p=12702"},"modified":"2023-09-15T18:01:20","modified_gmt":"2023-09-15T18:01:20","slug":"python-cprofile-label","status":"publish","type":"post","link":"https:\/\/www.digitaldesignjournal.com\/python-cprofile-label\/","title":{"rendered":"Python cProfile Label [Explained]"},"content":{"rendered":"\n<p>You can use the <code>cProfile<\/code> module to profile the performance of your code and identify bottlenecks. To add labels to the profiling output, you can use the <code>cProfile.run()<\/code> function with the <code>-s<\/code> option. Here&#8217;s how you can do it:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_function<\/span><span class=\"hljs-params\">()<\/span>:<\/span>\n    <span class=\"hljs-comment\"># Your code here<\/span>\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    label = <span class=\"hljs-string\">\"MyProfilingLabel\"<\/span>  <span class=\"hljs-comment\"># Replace with your desired label<\/span>\n    cProfile.run(<span class=\"hljs-string\">'my_function()'<\/span>, sort=<span class=\"hljs-string\">'cumulative'<\/span>, label=label)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>In this example, you would replace <code>my_function()<\/code> with the code you want to profile. The <code>cProfile.run()<\/code> function is used to profile the <code>my_function()<\/code> and you can specify a label using the <code>label<\/code> parameter.<\/p>\n\n\n\n<p>After running this script, you&#8217;ll get a profiling report that includes the specified label:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">         <span class=\"hljs-number\">4<\/span> function calls <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-number\">0.000<\/span> seconds\n\n   Ordered by: cumulative time, descending\n\n   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n        <span class=\"hljs-number\">1<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span> {built-<span class=\"hljs-keyword\">in<\/span> method builtins.<span class=\"hljs-keyword\">exec<\/span>}\n        <span class=\"hljs-number\">1<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span> &lt;string&gt;:<span class=\"hljs-number\">1<\/span>(&lt;module&gt;)\n        <span class=\"hljs-number\">1<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span> your_script.py:<span class=\"hljs-number\">4<\/span>(my_function)\n        <span class=\"hljs-number\">1<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span>    <span class=\"hljs-number\">0.000<\/span> {method <span class=\"hljs-string\">'disable'<\/span> of <span class=\"hljs-string\">'_lsprof.Profiler'<\/span> objects}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>In this output, you can see the label you specified in the <code>filename:lineno(function)<\/code> column, in this case, it would be <code>\"your_script.py:4(my_function)\"<\/code> with the label you set. This can help you identify which part of your code was profiled.<\/p>\n\n\n\n<p>Remember to replace <code>\"your_script.py:4(my_function)\"<\/code> with the actual filename and line number where your function is defined in your code.<\/p>\n\n\n\n<p><strong>Read More;<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-profiling-kcachegrind\/\">Python Profiling kcachegrind<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-cprofile-filter\/\">Python cProfile Filter<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-cprofile-gunicorn\/\">Python cProfile Gunicorn With Example<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-profile-guided-optimization\/\">Python Profile Guided Optimization<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/profiling-in-fastapi-python-applications\/\">Profiling in FastAPI Python Applications<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-cprofile-export-with-example\/\">Python cProfile Export With Example<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-error-attribute-error-enter-solved\/\">Python Error: \u201cAttributeError: __enter__\u201d<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/subprocess-exited-with-error-in-python\/\">subprocess-exited-with-error in Python<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-volume-profile-with-example\/\">Python Volume Profile With Example<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-profile-subprocess-with-examples\/\">Python Profile Subprocess&nbsp;<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/subprocess-popen-to-multiprocessing\/\">subprocess.Popen to multiprocessing&nbsp;<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.digitaldesignjournal.com\/python-profile-plot\/\">Python Profile Plot<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>You can use the cProfile module to profile the performance of your code and identify bottlenecks. To add labels to &#8230; <a title=\"Python cProfile Label [Explained]\" class=\"read-more\" href=\"https:\/\/www.digitaldesignjournal.com\/python-cprofile-label\/\" aria-label=\"More on Python cProfile Label [Explained]\">Read more<\/a><\/p>\n","protected":false},"author":12,"featured_media":12711,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[92],"tags":[149,150],"ppma_author":[148],"class_list":["post-12702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-python-cprofile","tag-python-profiling","author-abdullah-walied-allama"],"authors":[{"term_id":148,"user_id":12,"is_guest":0,"slug":"abdullah-walied-allama","display_name":"Abdullah Walied Allama","avatar_url":{"url":"https:\/\/www.digitaldesignjournal.com\/wp-content\/uploads\/2023\/08\/Abdullah-Walied-Allama.jpg","url2x":"https:\/\/www.digitaldesignjournal.com\/wp-content\/uploads\/2023\/08\/Abdullah-Walied-Allama.jpg"},"0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/posts\/12702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/comments?post=12702"}],"version-history":[{"count":3,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/posts\/12702\/revisions"}],"predecessor-version":[{"id":12714,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/posts\/12702\/revisions\/12714"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/media\/12711"}],"wp:attachment":[{"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/media?parent=12702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/categories?post=12702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/tags?post=12702"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.digitaldesignjournal.com\/wp-json\/wp\/v2\/ppma_author?post=12702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}