{"id":212631,"date":"2023-09-27T07:30:00","date_gmt":"2023-09-27T07:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=212631"},"modified":"2023-11-09T13:42:44","modified_gmt":"2023-11-09T13:42:44","slug":"joblib-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/joblib-tout-savoir","title":{"rendered":"Joblib : Quelle est cette biblioth\u00e8que Python ? Comment l&rsquo;utiliser ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"212631\" class=\"elementor elementor-212631\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44ea6a2 e-flex e-con-boxed e-con\" data-id=\"44ea6a2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84034b5 elementor-widget elementor-widget-heading\" data-id=\"84034b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">La parall\u00e9lisation peut \u00eatre une solution efficace lorsque l\u2019on souhaite acc\u00e9l\u00e9rer ses processus de programmation, mais encore faut-il savoir le faire correctement.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3ec56c elementor-widget elementor-widget-text-editor\" data-id=\"a3ec56c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Aujourd\u2019hui, de nombreuses biblioth\u00e8ques et logiciels de programmation proposent d\u2019automatiser cette technique. Joblib, une&nbsp;<\/span><a href=\"https:\/\/datascientest.com\/python-tout-savoir\" target=\"_blank\">biblioth\u00e8que Python<\/a><span style=\"font-weight: 400;\">, offre cette possibilit\u00e9 d\u2019une fa\u00e7on simple et rapide. D\u00e9couvrez en d\u00e9tails ses capacit\u00e9s et comment l\u2019utiliser pour de prochains projets.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a0b095 e-flex e-con-boxed e-con\" data-id=\"3a0b095\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c78c39f elementor-widget elementor-widget-heading\" data-id=\"c78c39f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Joblib, qu\u2019est-ce que c\u2019est ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a43b39b elementor-widget elementor-widget-text-editor\" data-id=\"a43b39b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Joblib est une <a href=\"https:\/\/datascientest.com\/open-source\"><span style=\"text-decoration: underline;\"><strong>biblioth\u00e8que open-source<\/strong><\/span><\/a><\/span><span style=\"font-weight: 400;\">\u00a0pour <\/span><b>le langage de programmation Python<\/b><span style=\"font-weight: 400;\"> qui facilite le traitement parall\u00e8le, la mise en cache de r\u00e9sultats et la distribution de t\u00e2ches. Elle a \u00e9t\u00e9 con\u00e7ue pour <\/span><b>simplifier les t\u00e2ches<\/b><span style=\"font-weight: 400;\"> de calcul intensif en permettant aux d\u00e9veloppeurs de parall\u00e9liser leurs op\u00e9rations, d&rsquo;acc\u00e9l\u00e9rer les calculs et de r\u00e9duire le temps d&rsquo;ex\u00e9cution global.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5fb2f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"4b5fb2f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Apprendre la programmation sur Python<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-838ec30 e-flex e-con-boxed e-con\" data-id=\"838ec30\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11977a0 elementor-widget elementor-widget-heading\" data-id=\"11977a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment l\u2019utiliser ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73746e1 elementor-widget elementor-widget-text-editor\" data-id=\"73746e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-weight: 400;\">Pour utiliser correctement Joblib, plusieurs param\u00e8tres sont \u00e0 prendre en compte au moment de son installation :<\/span>\n<ul>\n \t<li><b>Installation de Joblib :<\/b><span style=\"font-weight: 400;\">Commencez par installer Joblib \u00e0 l&rsquo;aide de pip : <i>pip install joblib.<\/i><\/span><\/li>\n \t<li><b>Importation de modules :<\/b><span style=\"font-weight: 400;\">Importez les modules n\u00e9cessaires dans <a href=\"https:\/\/datascientest.com\/python-tout-savoir\"><span style=\"text-decoration: underline;\"><strong>votre script Python<\/strong><\/span><\/a> :\n<i>from joblib import Parallel, delayed.<\/i><\/span><\/li>\n \t<li><b>Parall\u00e9lisation de fonctions :<\/b><span style=\"font-weight: 400;\">Utilisez la fonction <i>Parallel<\/i> pour parall\u00e9liser l&rsquo;ex\u00e9cution d&rsquo;une fonction sur plusieurs donn\u00e9es en parall\u00e8le. L&rsquo;utilisation de la fonction <i>delayed<\/i> permet de diff\u00e9rer l&rsquo;appel \u00e0 la fonction jusqu&rsquo;\u00e0 ce que le parall\u00e9lisme soit activ\u00e9.<\/span><\/li>\n \t<li><b>Mise en cache :<\/b><span style=\"font-weight: 400;\">Utilisez la fonction <i>Memory<\/i> de Joblib pour cr\u00e9er un cache pour vos fonctions. Cela peut grandement am\u00e9liorer les performances en \u00e9vitant le recalcul r\u00e9p\u00e9t\u00e9.<\/span><\/li>\n \t<li><b>Gestion des erreurs :<\/b><span style=\"font-weight: 400;\">N&rsquo;oubliez pas de g\u00e9rer les erreurs lors de la parall\u00e9lisation. Joblib fournit des m\u00e9canismes pour g\u00e9rer les erreurs et r\u00e9cup\u00e9rer les r\u00e9sultats valides en cas d&rsquo;\u00e9chec.<\/span><\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7d8584 elementor-widget elementor-widget-image\" data-id=\"a7d8584\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"836\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-1.jpg\" class=\"attachment-full size-full wp-image-212634\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-1.jpg 836w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-1-300x179.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-1-768x459.jpg 768w\" sizes=\"(max-width: 836px) 100vw, 836px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-264ccd5 e-flex e-con-boxed e-con\" data-id=\"264ccd5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-95889b5 elementor-widget elementor-widget-heading\" data-id=\"95889b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quels sont les avantages de Joblib ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f38896 elementor-widget elementor-widget-text-editor\" data-id=\"5f38896\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Utiliser Joblib permet principalement de r\u00e9duire les co\u00fbts et le temps de programmation des t\u00e2ches. D\u2019autres avantages sont \u00e9galement notables :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Facilit\u00e9 de parall\u00e9lisme :<\/b><span style=\"font-weight: 400;\"> Joblib permet d&rsquo;ex\u00e9cuter des fonctions en parall\u00e8le sur plusieurs c\u0153urs de processeur, exploitant ainsi pleinement la puissance de votre machine. Cela peut consid\u00e9rablement <\/span><b>r\u00e9duire le temps d&rsquo;ex\u00e9cution<\/b><span style=\"font-weight: 400;\">, ce qui est particuli\u00e8rement utile pour les t\u00e2ches exigeantes en ressources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mise en cache efficace :<\/b><span style=\"font-weight: 400;\"> La mise en cache des r\u00e9sultats des fonctions est un autre atout de Joblib. Une fois qu&rsquo;une fonction a \u00e9t\u00e9 ex\u00e9cut\u00e9e avec un certain ensemble de param\u00e8tres, les r\u00e9sultats peuvent \u00eatre mis en cache en m\u00e9moire. Lorsque la m\u00eame fonction est appel\u00e9e ult\u00e9rieurement avec les m\u00eames param\u00e8tres, les r\u00e9sultats sont r\u00e9cup\u00e9r\u00e9s \u00e0 partir du cache, <\/span><b>\u00e9vitant ainsi le recalcul inutile<\/b><span style=\"font-weight: 400;\"> et acc\u00e9l\u00e9rant l&rsquo;ex\u00e9cution.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Distribution de t\u00e2ches :<\/b><span style=\"font-weight: 400;\"> Joblib facilite \u00e9galement la distribution de t\u00e2ches sur diff\u00e9rents c\u0153urs ou m\u00eame sur diff\u00e9rents n\u0153uds dans un cluster de calcul. Cela en fait une excellente option pour les applications n\u00e9cessitant <\/span><b>une parall\u00e9lisation sur des machines distantes<\/b><span style=\"font-weight: 400;\">.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Interface simple : <\/b><span>Joblib propose une interface simple \u00e0 utiliser, rendant la parall\u00e9lisation et la mise en cache accessibles m\u00eame aux d\u00e9veloppeurs moins familiers avec les concepts avanc\u00e9s de concurrence et de parall\u00e9lisme.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1b5053 elementor-widget elementor-widget-image\" data-id=\"e1b5053\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"829\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-2.jpg\" class=\"attachment-full size-full wp-image-212638\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-2.jpg 829w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-2-300x181.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/09\/ubuntu-datascientest-2-768x463.jpg 768w\" sizes=\"(max-width: 829px) 100vw, 829px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55e3cb5 e-flex e-con-boxed e-con\" data-id=\"55e3cb5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c45875 elementor-widget elementor-widget-text-editor\" data-id=\"3c45875\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Vous connaissez maintenant tous les avantages de Joblib, une biblioth\u00e8que de programmation sous Python cherchant \u00e0 acc\u00e9l\u00e9rer les calculs intensifs, les traitements de donn\u00e9es et la parall\u00e9lisation des d\u00e9veloppeurs.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2abdc4 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"f2abdc4\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Apprendre Python pour la Data Science<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6217e52 e-flex e-con-boxed e-con\" data-id=\"6217e52\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da2a5b9 elementor-widget elementor-widget-html\" data-id=\"da2a5b9\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Joblib, qu\u2019est-ce que c\u2019est ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Joblib est une biblioth\u00e8que open-source pour le langage de programmation Python qui facilite le traitement parall\u00e8le, la mise en cache de r\u00e9sultats et la distribution de t\u00e2ches. Elle a \u00e9t\u00e9 con\u00e7ue pour simplifier les t\u00e2ches de calcul intensif en permettant aux d\u00e9veloppeurs de parall\u00e9liser leurs op\u00e9rations, d'acc\u00e9l\u00e9rer les calculs et de r\u00e9duire le temps d'ex\u00e9cution global.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment l\u2019utiliser ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pour utiliser correctement Joblib, plusieurs param\u00e8tres sont \u00e0 prendre en compte au moment de son installation : Installation de Joblib :Commencez par installer Joblib \u00e0 l'aide de pip : pip install joblib. 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Cela peut consid\u00e9rablement r\u00e9duire le temps d'ex\u00e9cution, ce qui est particuli\u00e8rement utile pour les t\u00e2ches exigeantes en ressources.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>La parall\u00e9lisation peut \u00eatre une solution efficace lorsque l\u2019on souhaite acc\u00e9l\u00e9rer ses processus de programmation, mais encore faut-il savoir le faire correctement. Aujourd\u2019hui, de nombreuses biblioth\u00e8ques et logiciels de programmation proposent d\u2019automatiser cette technique. Joblib, une&nbsp;biblioth\u00e8que Python, offre cette possibilit\u00e9 d\u2019une fa\u00e7on simple et rapide. D\u00e9couvrez en d\u00e9tails ses capacit\u00e9s et comment l\u2019utiliser pour de [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":212633,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Joblib : Quelle est cette biblioth\u00e8que Python ? 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