{"id":5785,"date":"2023-05-22T15:00:42","date_gmt":"2023-05-22T18:00:42","guid":{"rendered":"https:\/\/blog.botcity.dev\/?p=5785"},"modified":"2023-05-22T15:00:45","modified_gmt":"2023-05-22T18:00:45","slug":"performance-python-rpa","status":"publish","type":"post","link":"https:\/\/blog.botcity.dev\/pt-br\/2023\/05\/22\/performance-python-rpa\/","title":{"rendered":"Como otimizar a performance em automa\u00e7\u00f5es com Python RPA [Dicas]"},"content":{"rendered":"\n<p>\u2705 Muitas vezes os rob\u00f4s rodam processos 24\/7, por meses e anos. Embora Python proporcione uma performance at\u00e9 20x mais r\u00e1pida do que as plataformas low-code, por ser c\u00f3digo puro e mais f\u00e1cil de ser processado pela m\u00e1quina, ainda assim, aplicar pequenas melhorias podem trazer grandes resultados ao longo do tempo;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"847\" height=\"626\" data-attachment-id=\"5787\" data-permalink=\"https:\/\/blog.botcity.dev\/pt-br\/2023\/05\/22\/performance-python-rpa\/optimize-python-rpa-1\/\" data-orig-file=\"https:\/\/blog.botcity.dev\/wp-content\/uploads\/2023\/05\/optimize-python-rpa-1.png\" data-orig-size=\"847,626\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"optimize-python-rpa-1\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/blog.botcity.dev\/wp-content\/uploads\/2023\/05\/optimize-python-rpa-1.png\" src=\"https:\/\/blog.botcity.dev\/wp-content\/uploads\/2023\/05\/optimize-python-rpa-1.png\" alt=\"\" class=\"wp-image-5787\" srcset=\"https:\/\/blog.botcity.dev\/wp-content\/uploads\/2023\/05\/optimize-python-rpa-1.png 847w, https:\/\/blog.botcity.dev\/wp-content\/uploads\/2023\/05\/optimize-python-rpa-1-300x222.png 300w\" sizes=\"auto, (max-width: 847px) 100vw, 847px\" \/><\/figure>\n\n\n\n<p>\u2705 Para testar mais no detalhe a performance do seu c\u00f3digo, \u00e9 poss\u00edvel usar bibliotecas\/profilers para identificar gargalos:&nbsp;<br>\u2022 Timeit<br>\u2022 line_profiler<br>\u2022 memory_profiler<br>\u2022 cProfile<br>\u2022 Stackfy<\/p>\n\n\n\n<p>\u2705 Cada projeto tem seus requisitos, mas vale ponderar alguns itens para otimizar ainda mais seu rob\u00f4 em Python:<\/p>\n\n\n\n<p>\u2022 N\u00e3o importe bibliotecas desnecess\u00e1rias, s\u00f3 carregue no momento que precisa<\/p>\n\n\n\n<p>\u2022 Reduza o tr\u00e1fego de dados, baixe apenas o que for usar<\/p>\n\n\n\n<p>\u2022 Avalie outros processos rodando na mesma m\u00e1quina e evite hor\u00e1rios de pico<\/p>\n\n\n\n<p>\u2022 Monitore a performance dos seus bots para identificar degrada\u00e7\u00f5es<\/p>\n\n\n\n<p>\u2022 N\u00e3o fa\u00e7a c\u00e1lculos repetidos e desnecess\u00e1rios, use caching<\/p>\n\n\n\n<p>\u2022 Use algoritmos e estruturas adequadas para cada caso (lists\/tuples, sets\/dictionaries)<\/p>\n\n\n\n<p>\u2022 Use built-in functions e libraries<\/p>\n\n\n\n<p>\u2022 Use generators (prefira xrange ao inv\u00e9s de range) e keys para fazer sorting<\/p>\n\n\n\n<p>\u2022 Libere a mem\u00f3ria (close, exit&#8230;) e evite criar objetos sem necessidade<\/p>\n\n\n\n<p>\u2022 Otimize consultas e processamentos em bancos de dados<\/p>\n\n\n\n<p>\u2022 Verifique como ficaria melhor acessar parte dos dados com APIs<\/p>\n\n\n\n<p>\u2022 Se for poss\u00edvel, use comunica\u00e7\u00e3o ass\u00edncrona<\/p>\n\n\n\n<p>\u2022 Avalie se faz sentido fazer o deploy com container ou serverless<\/p>\n\n\n\n<p>\u2022 Considere usar automa\u00e7\u00f5es em background e paralelizadas, quando poss\u00edvel<\/p>\n\n\n\n<p>\u2022 Avalie Loops e comandos dentro de loops, prefira List Comprehensions<\/p>\n\n\n\n<p>\u2022 Pode ser mais perform\u00e1tico usar IDs e atalhos de teclado do que reconhecimento de imagem e movimenta\u00e7\u00e3o do mouse<\/p>\n\n\n\n<p>\u2022 Use set operations<\/p>\n\n\n\n<p>\u2022 Evite vari\u00e1veis globais<\/p>\n\n\n\n<p>\u2022 Utilize opera\u00e7\u00f5es vetorizadas\/NumPy e bibliotecas otimizadas como o Pandas e Polars<\/p>\n\n\n\n<p>\u2022 Use multiple assignments<\/p>\n\n\n\n<p>\u2022 Use in quando poss\u00edvel<\/p>\n\n\n\n<p>\u2022 Otimize opera\u00e7\u00f5es com strings (ex. join ao inv\u00e9s de + para concatenar) e interning strings<\/p>\n\n\n\n<p>\u2022 Aprenda tamb\u00e9m sobre Multiprocessing, Itertools, CPython\/Cython, Pypy, Mojo\u2026<\/p>\n\n\n\n<p>\u2022 Evite otimizar a performance e prejudicar a leitura e manuten\u00e7\u00e3o do c\u00f3digo do rob\u00f4<\/p>\n\n\n\n<p>\u2705 Tamb\u00e9m existem diversas ferramentas para ajudar na otimiza\u00e7\u00e3o e seguran\u00e7a de c\u00f3digo em Python:<br>\u2022 Deepsource<br>\u2022 Codacy<br>\u2022 SonarQube<br>\u2022 Veracode<br>\u2022 Checkmarx<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2705 Muitas vezes os rob\u00f4s rodam processos 24\/7, por meses e anos. Embora Python proporcione uma performance at\u00e9 20x mais r\u00e1pida do que as plataformas low-code, por ser c\u00f3digo puro e mais f\u00e1cil de ser processado pela m\u00e1quina, ainda assim, aplicar pequenas melhorias podem trazer grandes resultados ao longo do tempo; \u2705 Para testar mais<\/p>\n","protected":false},"author":214060734,"featured_media":5787,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[773027,773150,773026],"tags":[773175],"class_list":{"0":"post-5785","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-automacao-python","8":"category-hiperautomacao","9":"category-orquestracao","10":"tag-performance-2"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Como otimizar a performance em automa\u00e7\u00f5es com Python RPA [Dicas] - Blog BotCity - Conte\u00fado para Automa\u00e7\u00e3o e Governan\u00e7a<\/title>\n<meta name=\"description\" content=\"Embora Python proporcione uma performance at\u00e9 20x mais r\u00e1pida do que low-code, por ser c\u00f3digo puro, ainda assim, aplicar pequenas melhorias podem trazer grandes resultados ao longo do tempo. 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