{"id":6536,"date":"2025-11-25T00:44:37","date_gmt":"2025-11-24T21:14:37","guid":{"rendered":"https:\/\/uupload.ir\/mag\/?p=6536"},"modified":"2025-11-25T00:44:37","modified_gmt":"2025-11-24T21:14:37","slug":"speed-up-python","status":"publish","type":"post","link":"https:\/\/uupload.ir\/mag\/speed-up-python\/","title":{"rendered":"\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<p dir=\"rtl\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-6537\" src=\"https:\/\/uupload.ir\/mag\/wp-content\/uploads\/2025\/11\/\u0627\u0641\u0632\u0627\u06cc\u0634-\u0633\u0631\u0639\u062a-\u067e\u0627\u06cc\u062a\u0648\u0646.jpg\" alt=\"\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646\" width=\"1280\" height=\"720\" srcset=\"https:\/\/uupload.ir\/mag\/wp-content\/uploads\/2025\/11\/\u0627\u0641\u0632\u0627\u06cc\u0634-\u0633\u0631\u0639\u062a-\u067e\u0627\u06cc\u062a\u0648\u0646.jpg 1280w, https:\/\/uupload.ir\/mag\/wp-content\/uploads\/2025\/11\/\u0627\u0641\u0632\u0627\u06cc\u0634-\u0633\u0631\u0639\u062a-\u067e\u0627\u06cc\u062a\u0648\u0646-300x169.jpg 300w, https:\/\/uupload.ir\/mag\/wp-content\/uploads\/2025\/11\/\u0627\u0641\u0632\u0627\u06cc\u0634-\u0633\u0631\u0639\u062a-\u067e\u0627\u06cc\u062a\u0648\u0646-1024x576.jpg 1024w, https:\/\/uupload.ir\/mag\/wp-content\/uploads\/2025\/11\/\u0627\u0641\u0632\u0627\u06cc\u0634-\u0633\u0631\u0639\u062a-\u067e\u0627\u06cc\u062a\u0648\u0646-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p dir=\"rtl\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u0632\u0628\u0627\u0646\u06cc \u0641\u0648\u0642\u200c\u0627\u0644\u0639\u0627\u062f\u0647 \u062e\u0648\u0627\u0646\u0627 \u0648 \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a\u061b \u0627\u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u00ab\u0632\u0628\u0627\u0646 \u0633\u0631\u06cc\u0639\u00bb \u0634\u0646\u0627\u062e\u062a\u0647 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u060c \u0627\u06cc\u0646 \u06a9\u0646\u062f\u06cc \u062e\u06cc\u0644\u06cc \u0628\u0647 \u0686\u0634\u0645 \u0646\u0645\u06cc\u200c\u0622\u06cc\u062f\u061b \u0627\u0645\u0627 \u0648\u0642\u062a\u06cc \u067e\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u06cc\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0648\u0633\u0637 \u0645\u06cc\u200c\u0622\u06cc\u062f\u060c \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0631\u0648\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u06a9\u0627\u0631 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0634\u0645\u0627 \u062a\u0627\u062b\u06cc\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f.<\/p>\n<h2 dir=\"rtl\">\u062a\u0627\u062b\u06cc\u0631 \u0633\u0631\u0639\u062a \u06a9\u062f \u0628\u0631 \u062a\u0648\u0633\u0639\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h2>\n<p dir=\"rtl\">\u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u00ab\u0644\u0648\u06a9\u0633\u00bb \u0646\u06cc\u0633\u062a\u061b \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0627\u062b\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc Job\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML<\/li>\n<li>\u0633\u0631\u0639\u062a \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc API\u0647\u0627 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0648\u0628<\/li>\n<li>\u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc<\/li>\n<li>\u0633\u0631\u0639\u062a \u0686\u0631\u062e\u0647 \u062a\u0648\u0633\u0639\u0647 (\u062a\u0633\u062a\u060c \u062f\u06cc\u0628\u0627\u06af\u060c \u0627\u062c\u0631\u0627)<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0647\u0631 \u062b\u0627\u0646\u06cc\u0647\u200c\u0627\u06cc \u06a9\u0647 \u06a9\u062f \u0634\u0645\u0627 \u0628\u06cc\u200c\u062f\u0644\u06cc\u0644 \u06a9\u0646\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u062f\u060c \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u0633\u0627\u0639\u062a\u200c\u0647\u0627 \u0648 \u0631\u0648\u0632\u0647\u0627 \u0627\u062a\u0644\u0627\u0641 \u0632\u0645\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u0647\u0645 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627\u060c \u0647\u0645 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u0631 \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646.<\/p>\n<h2 dir=\"rtl\">\u0686\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0628\u0627 \u06a9\u062f\u0647\u0627\u06cc \u06a9\u0646\u062f \u067e\u06cc\u0634 \u0645\u06cc\u200c\u0622\u06cc\u062f<\/h2>\n<p dir=\"rtl\">\u06a9\u062f\u0647\u0627\u06cc \u06a9\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n<ul>\n<li>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u06cc\u0631\u062a\u0631 \u0622\u0645\u0648\u0632\u0634 \u0628\u0628\u06cc\u0646\u0646\u062f<\/li>\n<li>Pipeline\u0647\u0627\u06cc ETL \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0634\u0628\u0627\u0646\u0647\u200c\u0631\u0648\u0632\u06cc \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f<\/li>\n<li>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0633\u062a \u06a9\u0648\u0686\u06a9\u060c \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647 \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u062f<\/li>\n<li>\u0647\u0632\u06cc\u0646\u0647 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a (\u0633\u0631\u0648\u0631\u060c CPU\u060c RAM) \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0631\u0648\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u0641\u0642\u0637 \u06cc\u06a9 \u06a9\u0627\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0646\u06cc\u0633\u062a\u061b \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u062f\u0631 \u0647\u0632\u06cc\u0646\u0647\u060c \u0632\u0645\u0627\u0646 \u0648 \u0627\u0646\u0631\u0698\u06cc \u0645\u0631\u0628\u0648\u0637 \u0627\u0633\u062a.<\/p>\n<h2 dir=\"rtl\">\u0627\u0635\u0648\u0644 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p dir=\"rtl\">\u0642\u0628\u0644 \u0627\u0632 \u0631\u0641\u062a\u0646 \u0633\u0631\u0627\u063a \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0628\u0627\u06cc\u062f \u062e\u0648\u062f \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0646\u062f\u06cc\u200c\u0647\u0627 \u0646\u0627\u0634\u06cc \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628\u200c\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u062f\u0631 \u0633\u0637\u062d \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3 dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 list comprehension \u0628\u0647 \u062c\u0627\u06cc \u062d\u0644\u0642\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc<\/h3>\n<p dir=\"rtl\">\u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c list comprehension \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u062d\u0644\u0642\u0647 for \u0645\u0639\u0645\u0648\u0644\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0633\u062a\u060c \u0686\u0648\u0646:<\/p>\n<ul>\n<li>\u062f\u0631 C-level \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647<\/li>\n<li>\u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0646\u0645\u0648\u0646\u0647:<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u06a9\u0646\u062f\u062a\u0631<\/p>\n<p dir=\"ltr\">result = []<\/p>\n<p dir=\"ltr\">for x in range(1000000):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0result.append(x * 2)<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u0633\u0631\u06cc\u0639\u200c\u062a\u0631<\/p>\n<p dir=\"ltr\">result = [x * 2 for x in range(1000000)]<\/p>\n<p dir=\"rtl\">\u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u0633\u0627\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u06a9\u062f \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<h3 dir=\"rtl\">\u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u062a\u062f\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n<p dir=\"rtl\">\u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc (built-in) \u0648 \u0645\u062a\u062f\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u0633\u0637\u062d C \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc \u0647\u0633\u062a\u0646\u062f:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 sum(), min(), max(), sorted()<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 any(), all()<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f\u0647\u0627\u06cc \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0648 \u0644\u06cc\u0633\u062a \u0645\u062b\u0644 .join(), .split(), .extend()<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u062b\u0627\u0644:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u06a9\u0646\u062f\u062a\u0631<\/p>\n<p dir=\"ltr\">s = &#8220;&#8221;<\/p>\n<p dir=\"ltr\">for item in items:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0s += str(item)<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u0633\u0631\u06cc\u0639\u200c\u062a\u0631<\/p>\n<p dir=\"ltr\">s = &#8220;&#8221;.join(str(item) for item in items)<\/p>\n<h2 dir=\"rtl\">\u06a9\u0627\u0647\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc global<\/h2>\n<p dir=\"rtl\">\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc global \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0633\u0628\u062a \u0628\u0647 local \u06a9\u0646\u062f\u062a\u0631 \u0627\u0633\u062a\u060c \u0686\u0648\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0641\u0636\u0627\u06cc global \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0646\u200c\u0647\u0627 \u0628\u06af\u0631\u062f\u062f.<\/p>\n<p dir=\"rtl\">\u0628\u0647\u200c\u062c\u0627\u06cc:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">counter = 0<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">def inc():<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0global counter<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0counter += 1<\/p>\n<p dir=\"rtl\">\u0627\u06af\u0631 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0627\u0631\u062f\u060c \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u06cc\u0627 \u062f\u0627\u062e\u0644 \u06a9\u0644\u0627\u0633 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">def inc(counter):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0return counter + 1<\/p>\n<p dir=\"rtl\">\u06cc\u0627:<\/p>\n<p dir=\"ltr\"><em>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/em>python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">class Counter:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0def __init__(self):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.value = 0<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0def inc(self):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.value += 1<\/p>\n<h2 dir=\"rtl\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u0633\u062e\u0647 \u0645\u0646\u0627\u0633\u0628 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<ul>\n<li>Python 3.x \u0646\u0633\u0628\u062a \u0628\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc\u200c\u062a\u0631\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<li>\u0628\u06cc\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06f3.\u06f7\u060c \u06f3.\u06f8\u060c \u06f3.\u06f9\u060c \u06f3.\u06f1\u06f0 \u0648 \u0628\u0627\u0644\u0627\u062a\u0631\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0647\u0631 \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f\u060c \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0633\u0631\u0639\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u0627\u0641\u0638\u0647 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u060c \u062a\u0627 \u062d\u062f \u0627\u0645\u06a9\u0627\u0646 \u0627\u0632 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u061b \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06af\u0627\u0647\u06cc \u0628\u062f\u0648\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062d\u062a\u06cc \u06cc\u06a9 \u062e\u0637 \u06a9\u062f\u060c \u0633\u0631\u0639\u062a \u0631\u0627 \u0628\u0647\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0648 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0646\u0635\u0628 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c [<a href=\"https:\/\/ferdowsi.cloud\/blog\/install-python\/\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f<\/a>].<\/p>\n<h2 dir=\"rtl\">\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627<\/h2>\n<p dir=\"rtl\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0646\u0627\u0633\u0628\u060c \u0627\u0632 \u0647\u0631 \u062a\u0631\u0641\u0646\u062f \u062f\u06cc\u06af\u0631\u06cc \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3 dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 generator \u0628\u0631\u0627\u06cc \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u062f\u0631 \u062d\u0627\u0641\u0638\u0647<\/h3>\n<p dir=\"rtl\">generator\u0647\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0647\u0645\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a lazy \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0644\u06cc\u0633\u062a (\u0645\u0635\u0631\u0641 \u0632\u06cc\u0627\u062f RAM)<\/p>\n<p dir=\"ltr\">nums = [x * 2 for x in range(10**7)]<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 generator (\u0645\u0635\u0631\u0641 RAM \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u062a\u0631)<\/p>\n<p dir=\"ltr\">nums = (x * 2 for x in range(10**7))<\/p>\n<p>\u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 generator \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0646\u0639 \u067e\u0631 \u0634\u062f\u0646 \u062d\u0627\u0641\u0638\u0647 \u0648 \u06a9\u0646\u062f\u06cc \u0634\u062f\u06cc\u062f \u0633\u06cc\u0633\u062a\u0645 \u0634\u0648\u062f.<\/p>\n<h3 dir=\"rtl\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0639\u0645\u0644\u06af\u0631\u0647\u0627 \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0631\u0634\u062a\u0647\u200c\u0647\u0627 \u0648 \u0644\u06cc\u0633\u062a\u200c\u0647\u0627<\/h3>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u0644\u06cc\u0633\u062a\u200c\u0647\u0627\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u0633\u0627\u062e\u062a \u0644\u06cc\u0633\u062a \u062c\u062f\u06cc\u062f \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647\u060c \u0627\u0632 .append() \u06cc\u0627 .extend() \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u060c \u0628\u0647\u200c\u062c\u0627\u06cc += \u062a\u06a9\u0631\u0627\u0631\u06cc\u060c \u0627\u0632 &#8220;&#8221;.join() \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 membership:<\/p>\n<ul>\n<li>set \u0648 dict \u0628\u0631\u0627\u06cc in \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 list \u0647\u0633\u062a\u0646\u062f:<\/li>\n<\/ul>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u06a9\u0646\u062f\u062a\u0631<\/p>\n<p dir=\"ltr\">if x in big_list: &#8230;<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\"># \u0633\u0631\u06cc\u0639\u200c\u062a\u0631<\/p>\n<p dir=\"ltr\">big_set = set(big_list)<\/p>\n<p dir=\"ltr\">if x in big_set: &#8230;<\/p>\n<p dir=\"ltr\">\n<h3 dir=\"rtl\">\u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u0627\u0646\u0646\u062f Itertools \u0648 FuncTools<\/h3>\n<p dir=\"rtl\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>itertools: \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a iterator\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647\n<ul>\n<li>\u0645\u062b\u0644 itertools.chain, islice, product, permutations<\/li>\n<\/ul>\n<\/li>\n<li>functools: \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 lru_cache \u0628\u0631\u0627\u06cc \u06a9\u0634 \u06a9\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u062a\u0648\u0627\u0628\u0639<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u062b\u0627\u0644 \u06a9\u0634 \u06a9\u0631\u062f\u0646:<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">from functools import lru_cache<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">@lru_cache(maxsize=None)<\/p>\n<p dir=\"ltr\">def fib(n):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0if n &lt; 2:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0return n<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0return fib(n-1) + fib(n-2)<\/p>\n<p dir=\"rtl\">\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0645\u0627\u06cc\u06cc \u0628\u0647 \u062e\u0637\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f.<\/p>\n<h2 dir=\"rtl\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639<\/h2>\n<p dir=\"rtl\">\u0648\u0642\u062a\u06cc \u06a9\u062f \u0634\u0645\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0686\u0646\u062f \u0647\u0633\u062a\u0647 CPU \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0631\u0639\u062a\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Threads \u0648 Multiprocessing<\/h3>\n<p dir=\"rtl\">\u0628\u0647\u200c\u062e\u0627\u0637\u0631 GIL\u060c \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 Thread\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc CPU-bound \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc:<\/p>\n<ul>\n<li>I\/O (\u062e\u0648\u0627\u0646\u062f\u0646\/\u0646\u0648\u0634\u062a\u0646 \u0641\u0627\u06cc\u0644\u060c \u0634\u0628\u06a9\u0647\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc HTTP)<\/li>\n<li>\u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0627\u0646\u062a\u0638\u0627\u0631\u0645\u062d\u0648\u0631<\/li>\n<\/ul>\n<p dir=\"rtl\">Thread\u0647\u0627 \u0645\u0641\u06cc\u062f\u0646\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc CPU-bound (\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0646\u06af\u06cc\u0646):<\/p>\n<ul>\n<li>\u0627\u0632 multiprocessing \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0631\u0648\u06cc \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 CPU \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">from multiprocessing import Pool<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">def heavy_compute(x):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0return x * x<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">with Pool(processes=4) as p:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0results = p.map(heavy_compute, range(10**6))<\/p>\n<h3 dir=\"rtl\">\u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627 \u0645\u062b\u0644 Numba \u0648 Cython<\/h3>\n<ul>\n<li>Numba: \u0628\u0627 \u06cc\u06a9 decorator \u0633\u0627\u062f\u0647\u060c \u06a9\u062f\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0631\u0627 JIT-Compile \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/li>\n<\/ul>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0python<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">from numba import njit<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">@njit<\/p>\n<p dir=\"ltr\">def fast_sum(arr):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0s = 0<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0for x in arr:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0s += x<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0return s<\/p>\n<p dir=\"ltr\">\n<ul>\n<li>Cython: \u0627\u0645\u06a9\u0627\u0646 \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0645\u0627 \u0628\u0627 \u062a\u0627\u06cc\u067e\u200c\u062f\u0647\u06cc C \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627:<\/li>\n<\/ul>\n<p dir=\"ltr\">\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cpp<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">cpdef int fast_sum(int[:] arr):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0cdef int s = 0<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0cdef int i<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0for i in range(arr.shape[0]):<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0s += arr[i]<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0return s<\/p>\n<p dir=\"rtl\">\u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0647\u200c\u0634\u062f\u062a \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h3 dir=\"rtl\">\u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/h3>\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af:<\/p>\n<ul>\n<li>\u062a\u0631\u06a9\u06cc\u0628 NumPy + Numba + multiprocessing<\/li>\n<li>\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Dask, Ray \u06cc\u0627 Spark \u0628\u0631\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0627\u0631 \u0631\u0648\u06cc \u0686\u0646\u062f \u0647\u0633\u062a\u0647\/\u0645\u0627\u0634\u06cc\u0646<\/li>\n<\/ul>\n<p dir=\"rtl\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u062a\u0646\u0647\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u061b \u0628\u0627\u06cc\u062f \u0632\u06cc\u0631\u0633\u0627\u062e\u062a (CPU, RAM, Storage) \u0631\u0627 \u0647\u0645 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062d\u062c\u0645 \u06a9\u0627\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 dir=\"rtl\">\u0686\u06af\u0648\u0646\u0647 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f<\/h2>\n<p dir=\"rtl\">\u062d\u062a\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc\u060c \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0636\u0639\u06cc\u0641 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0627 CPU\u060c RAM \u0648 Storage \u062f\u0627\u0631\u062f.<\/p>\n<h3 dir=\"rtl\">\u062a\u0627\u062b\u06cc\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 (CPU) \u0648 \u062a\u0639\u062f\u0627\u062f \u0647\u0633\u062a\u0647\u200c\u0647\u0627<\/h3>\n<ul>\n<li>\u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627\u062a\u0631 (GHz \u0628\u06cc\u0634\u062a\u0631) \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u06a9\u200c\u0647\u0633\u062a\u0647\u200c\u0627\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/li>\n<li>\u062a\u0639\u062f\u0627\u062f \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 multiprocessing\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0627\u06af\u0631 \u06a9\u062f \u0634\u0645\u0627:<\/p>\n<ul>\n<li>\u062a\u06a9\u200c\u0647\u0633\u062a\u0647\u200c\u0627\u06cc \u0648 CPU-bound \u0627\u0633\u062a \u2192 CPU \u0628\u0627 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627<\/li>\n<li>\u0686\u0646\u062f\u0641\u0631\u0622\u06cc\u0646\u062f\u06cc \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u2192 CPU \u0686\u0646\u062f \u0647\u0633\u062a\u0647\u200c\u0627\u06cc\/\u0686\u0646\u062f \u0631\u0634\u062a\u0647\u200c\u0627\u06cc (multi-core)<\/li>\n<\/ul>\n<h3 dir=\"rtl\">\u0646\u0642\u0634 \u062d\u0627\u0641\u0638\u0647 RAM \u0648 \u0633\u0631\u0639\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0622\u0646<\/h3>\n<p dir=\"rtl\">\u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 ML:<\/p>\n<ul>\n<li>\u0627\u06af\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 RAM \u062c\u0627 \u0646\u0634\u0648\u0646\u062f\u060c \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 Swap \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u0645\u06cc\u200c\u0631\u0648\u062f \u0648 \u0633\u0631\u0639\u062a \u0641\u0627\u062c\u0639\u0647\u200c\u0628\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u062f\u0627\u0634\u062a\u0646 RAM \u06a9\u0627\u0641\u06cc\u060c \u0627\u0632 \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u06cc\u0646 \u0639\u0648\u0627\u0645\u0644 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647: \u0627\u06af\u0631 DataFrame \u0686\u0646\u062f \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u062f\u0627\u0634\u062a\u0646 \u06f8 \u06af\u06cc\u06af RAM \u0645\u0639\u0645\u0648\u0644\u0627 \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u061b \u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u0626\u0645 \u062f\u0631 \u062d\u0627\u0644 Swap \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<h3 dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SSD \u0648 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h3>\n<p dir=\"rtl\">\u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u060c \u0644\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a\u200c\u0647\u0627\u060c \u0630\u062e\u06cc\u0631\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0644\u0627\u06af\u200c\u0647\u0627\u060c \u0647\u0645\u0647 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u06cc\u0633\u06a9 \u0648\u0627\u0628\u0633\u062a\u0647\u200c\u0627\u0646\u062f:<\/p>\n<ul>\n<li>SSD \u0646\u0633\u0628\u062a \u0628\u0647 HDD \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0633\u062a<\/li>\n<li>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc\u060c ML \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0644\u0627\u06af\u200c\u0647\u0627\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SSD \u062a\u0641\u0627\u0648\u062a \u0645\u062d\u0633\u0648\u0633 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0627\u0645\u0627 \u062f\u0631 \u0639\u0645\u0644\u060c \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u062a\u06cc\u0645\u200c\u0647\u0627 \u062f\u0648 \u0645\u0634\u06a9\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\u0644\u067e\u200c\u062a\u0627\u067e \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc \u0627\u0632 \u0646\u0638\u0631 CPU\u060c RAM \u0648 SSD \u0645\u062d\u062f\u0648\u062f \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0631\u062a\u0642\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0647\u0645\u06cc\u0634\u0647 \u0633\u0627\u062f\u0647 \u0648 \u0627\u0631\u0632\u0627\u0646 \u0646\u06cc\u0633\u062a (\u062e\u0635\u0648\u0635\u0627\u064b \u0628\u0631\u0627\u06cc GPU\u060c RAM \u0628\u0627\u0644\u0627\u060c \u06cc\u0627 SSD\u0647\u0627\u06cc \u0628\u0632\u0631\u06af).<\/li>\n<\/ol>\n<p dir=\"rtl\">\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637\u06cc\u060c \u06cc\u06a9 \u0631\u0627\u0647\u200c\u062d\u0644 \u0639\u0645\u0644\u06cc \u06a9\u0647 \u0647\u0645 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0647\u0645 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u0634\u062f\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0627 <a href=\"https:\/\/ferdowsi.cloud\/services\/jupyter-server\" target=\"_blank\" rel=\"noopener\">\u0633\u0631\u0648\u0631 JupyterLab<\/a> \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0634\u0645\u0627 \u06cc\u06a9 \u0633\u0631\u0648\u0631 (\u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u0644\u06cc\u0646\u0648\u06a9\u0633\u06cc) \u0628\u0627 CPU \u0648 RAM \u0645\u0646\u0627\u0633\u0628 \u0648 SSD \u0633\u0631\u06cc\u0639 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f (\u06cc\u0627 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u0627\u0628\u0631\u06cc \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f).<\/li>\n<li>\u0631\u0648\u06cc \u0622\u0646\u060c JupyterLab \u0646\u0635\u0628 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc\u200c\u062a\u0627\u0646\u060c \u0641\u0642\u0637 \u0628\u0627 \u0645\u0631\u0648\u0631\u06af\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0633\u0631\u0648\u0631 \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u0632\u06cc\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644:<\/p>\n<ul>\n<li>\u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0627\u0635\u0644\u06cc (CPU\/RAM\/SSD\/GPU) \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0627\u0633\u062a\u060c \u0646\u0647 \u0631\u0648\u06cc \u0644\u067e\u200c\u062a\u0627\u067e \u0634\u0645\u0627.<\/li>\n<li>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0631\u0648\u0698\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f (\u0645\u062b\u0644\u0627 RAM \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u06cc\u06a9 Job \u0633\u0646\u06af\u06cc\u0646).<\/li>\n<li>\u06a9\u062f\u060c \u062f\u06cc\u062a\u0627 \u0648 \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0648 \u0642\u0627\u0628\u0644 \u0646\u0633\u062e\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li>\u0627\u0632 \u0647\u0631 \u062c\u0627\u06cc\u06cc \u0628\u0627 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u060c \u0628\u0647 \u0645\u062d\u06cc\u0637 \u06a9\u0627\u0631\u06cc\u200c\u062a\u0627\u0646 (JupyterLab) \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0631\u06cc\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0627\u06af\u0631 \u062d\u0633 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\u06a9\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u200c\u062a\u0627\u0646 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc \u06a9\u0646\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0647\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062f\u0644 \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0628\u0627\u06cc\u062f \u0633\u0627\u0639\u062a\u200c\u0647\u0627 \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u06cc\u062f<\/li>\n<li>\u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0631\u062a\u0642\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0634\u062e\u0635\u06cc\u200c\u062a\u0627\u0646 \u0631\u0627 \u0646\u062f\u0627\u0631\u06cc\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u0631 JupyterLab \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0642\u062f\u0631\u062a\u0645\u0646\u062f (\u0645\u062d\u0644\u06cc \u06cc\u0627 \u0627\u0628\u0631\u06cc) \u0639\u0645\u0644\u0627\u064b \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0646\u0637\u0642\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0648\u0627\u0642\u0639\u06cc \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0631\u0648\u0632\u0645\u0631\u0647 \u0627\u0633\u062a\u061b \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u062e\u0648\u062f\u062a\u0627\u0646 \u0645\u062c\u0628\u0648\u0631 \u0628\u0627\u0634\u06cc\u062f \u0645\u062f\u0627\u0645 \u0628\u0627 \u0646\u0635\u0628 \u0648 \u06a9\u0627\u0646\u0641\u06cc\u06af\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc \u062f\u0631\u06af\u06cc\u0631 \u0634\u0648\u06cc\u062f.<\/p>\n<p dir=\"rtl\">\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0648\u06cc\u0698\u0647: \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u0631 \u0698\u0648\u067e\u06cc\u062a\u0631 \u0644\u0628 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0628\u0631 \u0641\u0631\u062f\u0648\u0633\u06cc \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 100 \u0647\u0632\u0627\u0631 \u062a\u0648\u0645\u0627\u0646 \u0627\u0639\u062a\u0628\u0627\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u0628\u062a\u062f\u0627 \u0645\u062d\u06cc\u0637 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f\u060c \u0633\u067e\u0633 \u0646\u0633\u0628\u062a \u0628\u0647 \u062e\u0631\u06cc\u062f \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 dir=\"rtl\">\u062a\u063a\u06cc\u06cc\u0631 \u0645\u0641\u0633\u0631 \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062d\u06cc\u0637 \u0627\u062c\u0631\u0627<\/h2>\n<p dir=\"rtl\">\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06a9\u062f \u0648 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u062e\u0648\u062f \u0645\u0641\u0633\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0645 \u0628\u0631 \u0633\u0631\u0639\u062a \u062a\u0627\u062b\u06cc\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<h3 dir=\"rtl\">\u0645\u0642\u0627\u06cc\u0633\u0647 CPython\u060c PyPy \u0648 \u062f\u06cc\u06af\u0631 \u0645\u0641\u0633\u0631\u0647\u0627<\/h3>\n<ul>\n<li>CPython: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0633\u0645\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u067e\u0627\u06cc\u062a\u0648\u0646. \u067e\u0627\u06cc\u062f\u0627\u0631\u060c \u0633\u0627\u0632\u06af\u0627\u0631\u060c \u0627\u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0646\u06cc\u0633\u062a.<\/li>\n<li>PyPy: \u062f\u0627\u0631\u0627\u06cc JIT Compiler\u061b \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u0645\u062f\u062a (Long-running) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 CPython \u0628\u0627\u0634\u062f.<\/li>\n<li>Pyston\u060c GraalPython \u0648\u2026: \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u0627\u0645\u0627 \u062f\u0631 \u0639\u0645\u0644\u060c CPython \u0648 PyPy \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u0646\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0627\u06af\u0631 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627:<\/p>\n<ul>\n<li>\u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc C-extension \u0628\u0633\u06cc\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f<\/li>\n<li>\u0648 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0627\u0644\u0635 (pure Python) \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u0631\u0648\u06cc PyPy \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0628\u06cc \u062f\u0631 \u0633\u0631\u0639\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<h3 dir=\"rtl\">\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062d\u06cc\u0637 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u06a9\u062f<\/h3>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Virtualenv \/ venv \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627 \u0648 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc.<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc (\u0645\u062b\u0644 PYTHONHASHSEED \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u062e\u0627\u0635).<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 (Poetry, pip-tools) \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u0645\u062d\u06cc\u0637 \u0633\u0628\u06a9\u200c\u062a\u0631 \u0648 \u0628\u062f\u0648\u0646 \u067e\u06a9\u06cc\u062c\u200c\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0633\u0631\u0648\u0631\u06cc:<\/p>\n<ul>\n<li>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0631\u0633\u062a \u062a\u0639\u062f\u0627\u062f Worker\u0647\u0627 \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Gunicorn, uWSGI<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u0633\u0628\u06a9 (Docker) \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 Overhead \u0633\u06cc\u0633\u062a\u0645\u200c\u0639\u0627\u0645\u0644<\/li>\n<\/ul>\n<h2 dir=\"rtl\">\u0646\u06a9\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc<\/h2>\n<p dir=\"rtl\">\u0648\u0642\u062a\u06cc \u0628\u0647 \u0633\u0637\u062d \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0645\u06cc\u200c\u0631\u0633\u06cc\u062f\u060c \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0647\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3 dir=\"rtl\">\u062a\u0631\u06a9\u06cc\u0628 C\/C++ \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a<\/h3>\n<p dir=\"rtl\">\u0627\u06af\u0631 \u0628\u062e\u0634\u06cc \u0627\u0632 \u06a9\u062f \u0634\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646 \u0627\u0633\u062a \u0648 \u0628\u0627\u0631\u0647\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\u0622\u0646 \u0628\u062e\u0634 \u0631\u0627 \u0628\u0627 C \u06cc\u0627 C++ \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f<\/li>\n<li>\u0627\u0632 \u0637\u0631\u06cc\u0642 C-Extension \u06cc\u0627 Cython \u0622\u0646 \u0631\u0627 \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0627\u06cc\u0646 \u0631\u0648\u0634 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0648 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u0627\u0633\u062a (\u0646\u0645\u0648\u0646\u0647 \u0628\u0627\u0631\u0632: NumPy \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0639\u0644\u0645\u06cc).<\/p>\n<h3 dir=\"rtl\">\u06a9\u0627\u0647\u0634 I\/O \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\/\u0646\u0648\u0634\u062a\u0646 \u0641\u0627\u06cc\u0644<\/h3>\n<ul>\n<li>\u0628\u0647\u200c\u062c\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 \u062e\u0637\u200c\u0628\u0647\u200c\u062e\u0637 \u0628\u0627 \u062d\u0644\u0642\u0647\u060c \u0627\u0632 Buffer\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0627\u0632 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0645\u062b\u0644 Parquet\u060c Feather\u060c HDF5 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062f\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u060c Query\u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u06cc \u063a\u06cc\u0631\u0636\u0631\u0648\u0631\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0634\u0648\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u06af\u0627\u0647\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc I\/O\u060c \u062a\u0627\u062b\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062f\u0627\u0631\u062f\u061b \u0686\u0648\u0646 \u062f\u06cc\u0633\u06a9 \u0648 \u0634\u0628\u06a9\u0647 \u0628\u0647\u200c\u0645\u0631\u0627\u062a\u0628 \u06a9\u0646\u062f\u062a\u0631 \u0627\u0632 CPU \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3 dir=\"rtl\">\u067e\u0631\u0648\u0641\u0627\u06cc\u0644\u06cc\u0646\u06af \u06a9\u062f \u0648 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u06af\u0644\u0648\u06af\u0627\u0647\u200c\u0647\u0627<\/h3>\n<p dir=\"rtl\">\u062d\u062f\u0633\u200c\u0632\u062f\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0634\u062a\u0628\u0627\u0647 \u0627\u0633\u062a\u061b \u0628\u0627\u06cc\u062f \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 cProfile \u0628\u0631\u0627\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u062a\u0627\u0628\u0639\u200c\u0647\u0627\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 line_profiler \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0647\u0631 \u062e\u0637<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 memory_profiler \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0645\u0635\u0631\u0641 RAM<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647:<\/p>\n<p dir=\"ltr\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0bash<\/p>\n<p dir=\"ltr\">\n<p dir=\"ltr\">python -m cProfile -o profile.out script.py<\/p>\n<p dir=\"rtl\">\u0633\u067e\u0633 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 SnakeViz \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<br \/>\n\u0648\u0642\u062a\u06cc \u06af\u0644\u0648\u06af\u0627\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u06cc\u062f\u060c \u0645\u06cc\u200c\u0641\u0647\u0645\u06cc\u062f \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634\u200c\u0647\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0646\u06cc\u0627\u0632 \u0628\u0647 Numba\u060c Cython\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627 Parallelization \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h2 dir=\"rtl\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0646\u0647\u0627\u06cc\u06cc<\/h2>\n<h3 dir=\"rtl\">\u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639 \u0631\u0648\u0634\u200c\u0647\u0627 \u0648 \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/h3>\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0645\u0646\u0637\u0642\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f \u0633\u0637\u062d \u0628\u0627\u0644\u0627\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 list comprehension\u060c \u0645\u062a\u062f\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc\u060c \u062d\u0630\u0641 global\u0647\u0627\u06cc \u063a\u06cc\u0631\u0636\u0631\u0648\u0631\u06cc<\/li>\n<\/ul>\n<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062f\u0631\u0633\u062a\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 generator\u060c set\/dict\u060c itertools \u0648 functools<\/li>\n<\/ul>\n<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0631\u0639\u062a\u200c\u062f\u0647\u0646\u062f\u0647\n<ul>\n<li>multiprocessing\u060c Numba\u060c Cython\u060c NumPy \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc<\/li>\n<\/ul>\n<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628\n<ul>\n<li>CPU \u0628\u0627 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0641\u06cc\u060c RAM \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u060c SSD \u0633\u0631\u06cc\u0639<\/li>\n<li>\u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc\u060c \u0645\u0647\u0627\u062c\u0631\u062a \u0628\u0647 \u0633\u0631\u0648\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0627 \u0645\u062d\u06cc\u0637\u06cc \u0645\u062b\u0644 JupyterLab<\/li>\n<\/ul>\n<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u0627\u062c\u0631\u0627\n<ul>\n<li>\u0622\u0632\u0645\u0627\u06cc\u0634 PyPy\u060c \u062a\u0646\u0638\u06cc\u0645 Worker\u0647\u0627\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Virtualenv \u0648 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627<\/li>\n<\/ul>\n<\/li>\n<li>\u067e\u0631\u0648\u0641\u0627\u06cc\u0644\u06cc\u0646\u06af \u0645\u0633\u062a\u0645\u0631\n<ul>\n<li>\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u06af\u0644\u0648\u06af\u0627\u0647\u200c\u0647\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u062d\u062f\u0633\u200c\u0632\u062f\u0646<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3 dir=\"rtl\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0633\u0631\u06cc\u0639<\/h3>\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0648 \u0633\u0631\u06cc\u0639 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0646\u06af\u06cc\u0646\u060c \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0645\u062b\u0644 \u0632\u06cc\u0631 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\n<ul>\n<li>Python 3.x \u0628\u0647\u200c\u0631\u0648\u0632<\/li>\n<li>NumPy, Pandas, Numba\/Cython<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 JupyterLab \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062a\u0639\u0627\u0645\u0644\u06cc<\/li>\n<li>\u067e\u0631\u0648\u0641\u0627\u06cc\u0644\u06cc\u0646\u06af \u062f\u0648\u0631\u0647\u200c\u0627\u06cc \u06a9\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\n<ul>\n<li>CPU \u0686\u0646\u062f \u0647\u0633\u062a\u0647\u200c\u0627\u06cc (\u062d\u062f\u0627\u0642\u0644 \u06f4\u2013\u06f8 \u0647\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc)<\/li>\n<li>RAM \u06a9\u0627\u0641\u06cc (\u062d\u062f\u0627\u0642\u0644 \u06f1\u06f6 \u06af\u06cc\u06af \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0648\u0633\u0637\u060c \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af)<\/li>\n<li>SSD \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u06cc\u062a\u0627 \u0648 \u06a9\u0634<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0648 \u0627\u06af\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc\u200c\u062a\u0627\u0646 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc \u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632\u0647\u0627 \u0646\u06cc\u0633\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0628\u0627 JupyterLab \u0639\u0645\u0644\u0627\u064b \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647:<\/p>\n<ul>\n<li>\u0627\u0632 \u0647\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0633\u0627\u062f\u0647\u200c\u0627\u06cc (\u0644\u067e\u200c\u062a\u0627\u067e \u0645\u0639\u0645\u0648\u0644\u06cc\u060c \u062d\u062a\u06cc \u062a\u0628\u0644\u062a) \u0641\u0642\u0637 \u0628\u0627 \u06cc\u06a9 \u0645\u0631\u0648\u0631\u06af\u0631\u060c<\/li>\n<li>\u0628\u0647 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u062f\u060c<\/li>\n<li>\u0648 \u06a9\u062f\u0647\u0627\u06cc\u062a\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u062d\u062f \u062a\u0648\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0633\u0631\u0648\u0631 \u0627\u0633\u062a\u060c \u0646\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0644\u067e\u200c\u062a\u0627\u067e \u0634\u062e\u0635\u06cc.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062e\u0648\u062f\u06cc \u062e\u0648\u062f \u0634\u0627\u06cc\u062f \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646 \u062f\u0646\u06cc\u0627 \u0646\u0628\u0627\u0634\u062f\u061b \u0627\u0645\u0627 \u0628\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0631\u0633\u062a \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0632 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0633\u0631\u0648\u0631 JupyterLab \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0633\u0637\u062d\u06cc \u0628\u0631\u0633\u0627\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0627\u06a9\u062b\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0633\u0631\u0639\u062a \u062f\u06cc\u06af\u0631 \u062f\u063a\u062f\u063a\u0647 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0646\u0628\u0627\u0634\u062f.<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;6536&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;4&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;20&quot;,&quot;title&quot;:&quot;\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 16px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0632 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0628\u0647 \u0633\u0637\u062d \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0628\u0631\u0633\u0627\u0646\u06cc\u062f.<\/p>\n","protected":false},"author":1,"featured_media":6537,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-6536","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-other"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 | 10 \u0631\u0648\u0634 \u062a\u0636\u0645\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 - \u0645\u062c\u0644\u0647 \u06cc\u0648 \u0622\u067e\u0644\u0648\u062f<\/title>\n<meta name=\"description\" content=\"\u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0632 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0628\u0647 \u0633\u0637\u062d \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0628\u0631\u0633\u0627\u0646\u06cc\u062f.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/uupload.ir\/mag\/speed-up-python\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 | 10 \u0631\u0648\u0634 \u062a\u0636\u0645\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 - \u0645\u062c\u0644\u0647 \u06cc\u0648 \u0622\u067e\u0644\u0648\u062f\" \/>\n<meta property=\"og:description\" content=\"\u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0632 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0628\u0647 \u0633\u0637\u062d \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0628\u0631\u0633\u0627\u0646\u06cc\u062f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/uupload.ir\/mag\/speed-up-python\/\" \/>\n<meta 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