{"id":436,"date":"2026-04-01T14:43:08","date_gmt":"2026-04-01T13:43:08","guid":{"rendered":"https:\/\/hpcwithus.discoverer.bg\/?p=436"},"modified":"2026-04-01T14:45:48","modified_gmt":"2026-04-01T13:45:48","slug":"in-most-cases-avoid-def-main-in-python-its-not-java-or-c","status":"publish","type":"post","link":"https:\/\/hpcwithus.discoverer.bg\/?p=436","title":{"rendered":"In most cases, avoid\u00a0def main()\u00a0in Python \u2014 It&#8217;s not Java or C++"},"content":{"rendered":"\n<p>A pattern that keeps appearing in Python scripts, tutorials, and AI-generated code:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def main():\n    do_stuff()\n\nif __name__ == \"__main__\":\n    main()\n<\/code><\/pre>\n\n\n\n<p>This is&nbsp;<strong>cargo-culted from C and Java<\/strong>, where a&nbsp;<code>main()<\/code>&nbsp;function is a syntactic requirement. Python has no such rule. The above is functionally identical to:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>if __name__ == \"__main__\":\n    do_stuff()\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">When\u00a0<code>def main()<\/code>\u00a0actually makes sense<\/h3>\n\n\n\n<p>There is one legitimate use case: when you need a named entry point for Python packaging. If your&nbsp;<code>pyproject.toml<\/code>&nbsp;defines a console script, it must reference a callable:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#091;project.scripts]\nmytool = \"mypackage.cli:main\"\n<\/code><\/pre>\n\n\n\n<p>Here,&nbsp;<code>def main()<\/code>&nbsp;earns its place. But this is a specific packaging concern \u2014 not a general best practice for every script you write.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why does this keep spreading?<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Language habits:<\/strong>\u00a0Developers coming from C, Java, or Go carry the pattern into Python without questioning it.<\/li>\n\n\n\n<li><strong>LLM training data:<\/strong>\u00a0Models are trained on GitHub, which is full of this pattern, so they reproduce it automatically.<\/li>\n\n\n\n<li><strong>Misunderstood testability:<\/strong>\u00a0Some argue\u00a0<code>def main()<\/code>\u00a0makes code more testable. It doesn&#8217;t \u2014 if your logic is a monolith inside\u00a0<code>main()<\/code>, it&#8217;s just as hard to test. Real testability comes from decomposing logic into focused, well-scoped functions.<\/li>\n\n\n\n<li><strong>Cargo-culting tutorials:<\/strong>\u00a0Many &#8220;professional Python&#8221; guides include it as boilerplate, implying it&#8217;s idiomatic when it&#8217;s really just familiar.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">The Pythonic way<\/h3>\n\n\n\n<p>Write clean, decomposed functions. Use&nbsp;<code>if __name__ == \"__main__\":<\/code>&nbsp;as a lightweight guard when you need it. That&#8217;s it.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def process_data(data):\n    ...\n\ndef save_results(results):\n    ...\n\nif __name__ == \"__main__\":\n    data = load()\n    results = process_data(data)\n    save_results(results)\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>A pattern that keeps appearing in Python scripts, tutorials, and AI-generated code: This is&nbsp;cargo-culted from C and Java, where a&nbsp;main()&nbsp;function is a syntactic requirement. Python has no such rule. The above is functionally identical to: When\u00a0def main()\u00a0actually makes sense There is one legitimate use case: when you need a named entry point for Python packaging. If your&nbsp;pyproject.toml&nbsp;defines a console script, it must reference a callable: Here,&nbsp;def main()&nbsp;earns its place. But this is a specific packaging concern \u2014 not a general&#8230;<\/p>\n<p class=\"read-more\"><a class=\"btn btn-default\" href=\"https:\/\/hpcwithus.discoverer.bg\/?p=436\"> Read More<span class=\"screen-reader-text\">  Read More<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"footnotes":""},"categories":[28],"tags":[115,114,82],"class_list":["post-436","post","type-post","status-publish","format-standard","hentry","category-compilers","tag-def-main","tag-main","tag-python"],"_links":{"self":[{"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/posts\/436","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=436"}],"version-history":[{"count":2,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/posts\/436\/revisions"}],"predecessor-version":[{"id":438,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=\/wp\/v2\/posts\/436\/revisions\/438"}],"wp:attachment":[{"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=436"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=436"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hpcwithus.discoverer.bg\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=436"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}