{"id":476592,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:02","modified_gmt":"2023-09-05T11:13:02","slug":"dask","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/dask\/","title":{"rendered":"\u062f\u0627\u0633\u06a9"},"content":{"rendered":"<p>Dask \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a. Dask \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0627\u0632 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0645\u0646\u0641\u0631\u062f \u0628\u0647 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u0633\u0631\u0648\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0632\u0631\u06af \u0631\u0627 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0647\u0633\u062a\u0647 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. Dask \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc Apache Spark \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0648\u0627\u0632\u06cc \u06a9\u0647 \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u062f\u0627\u0633\u06a9<\/h2>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u062a\u06a9\u0627\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0622\u063a\u0627\u0632 \u0634\u062f \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631 \u0633\u0627\u0644 2014 \u062a\u0648\u0633\u0637 \u062e\u0627\u0644\u0642 \u0622\u0646 \u0645\u062a\u06cc\u0648 \u0631\u0627\u06a9\u0644\u06cc\u0646 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f. Rocklin\u060c \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0632\u0645\u0627\u0646 \u0628\u0627 Anaconda Inc. \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0631\u062f\u060c \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0641\u0639 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646 \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0645\u0627\u0646\u0646\u062f NumPy \u0648 Pandas \u0628\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0645\u0648\u062b\u0631 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0631\u062f\u0646\u062f\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u06cc \u06a9\u0647 Dask \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0641\u0639 \u0622\u0646 \u0628\u0648\u062f.<\/p>\n<h2>\u062f\u0631\u06a9 Dask<\/h2>\n<p>Dask \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0648\u0638\u0627\u06cc\u0641 \u06a9\u0648\u0686\u06a9\u062a\u0631\u060c \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0635\u062d\u06cc\u062d \u0645\u0646\u0627\u0628\u0639 \u062d\u0627\u0641\u0638\u0647 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. Dask \u0627\u0632 \u06cc\u06a9 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f: \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u06cc\u06a9 \u06af\u0631\u0627\u0641 \u063a\u06cc\u0631 \u0686\u0631\u062e\u0647 \u0627\u06cc \u062c\u0647\u062a \u062f\u0627\u0631 (DAG) \u06a9\u0647 \u062a\u0648\u0627\u0644\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>Dask \u062f\u0631 \u0647\u0633\u062a\u0647 \u062e\u0648\u062f \u062d\u0648\u0644 \u062f\u0648 \u062c\u0632\u0621 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p>\u0632\u0645\u0627\u0646\u0628\u0646\u062f\u06cc \u06a9\u0627\u0631 \u067e\u0648\u06cc\u0627: \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u00ab\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u00bb: \u0627\u06cc\u0646 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u060c \u0641\u0647\u0631\u0633\u062a\u200c\u0647\u0627 \u0648 \u0642\u0627\u0628\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0628\u0627 \u0634\u06a9\u0633\u062a\u0646 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a\u060c \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc Dask<\/h2>\n<p>Dask \u0627\u0632 \u06cc\u06a9 \u0632\u0645\u0627\u0646\u0628\u0646\u062f\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646\u0628\u0646\u062f\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0631\u0627 \u0647\u0645\u0627\u0647\u0646\u06af \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06af\u0631 \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f \u0648 \u06a9\u0627\u0631\u06af\u0631\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u00ab\u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647\u00bb \u0645\u0631\u06a9\u0632\u06cc \u06a9\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c Dask \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0648\u0638\u06cc\u0641\u0647 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u062f \u06a9\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0647\u0631 \u06af\u0631\u0647 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0647\u0631 \u06cc\u0627\u0644 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06cc\u06a9 \u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646) \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 Dask \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u062a\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u06af\u0631\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06af\u0631 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0647\u0631 \u06af\u0631\u0647 \u06a9\u0627\u0631\u06af\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062d\u0648\u0644 \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0632\u0645\u0627\u0646\u0628\u0646\u062f\u06cc \u06af\u0632\u0627\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f. \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u06a9\u0645\u06cc\u0644 \u0634\u062f\u0647 \u0648 \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634\u200c\u0647\u0627 \u0647\u0646\u0648\u0632 \u0645\u0639\u0644\u0642 \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0636\u0639\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062e\u0648\u0634\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Dask<\/h2>\n<ul>\n<li>\n<p><strong>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc<\/strong>: Dask \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0642\u062f\u0631\u062a \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0647\u0633\u062a\u0647 \u0627\u06cc \u0645\u062f\u0631\u0646 \u0648 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u06a9 \u0645\u0627\u0634\u06cc\u0646\u06cc \u062a\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062e\u0648\u0634\u0647 \u0631\u0627 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u0642\u06cc\u0627\u0633 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645<\/strong>: Dask \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0648\u062c\u0648\u062f \u0645\u0627\u0646\u0646\u062f Pandas\u060c NumPy \u0648 Scikit-Learn \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641\u060c \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647<\/strong>: \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0642\u0637\u0639\u0627\u062a \u06a9\u0648\u0686\u06a9\u062a\u0631\u060c Dask \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 Dask<\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Dask \u0627\u0633\u0627\u0633\u0627\u064b \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0648\u0627\u062d\u062f \u0627\u0633\u062a\u060c \u0686\u0646\u062f\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u06cc\u0627 &quot;\u0645\u062c\u0645\u0648\u0639\u0647&quot; \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0622\u0634\u0646\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0642\u0644\u06cc\u062f \u0648 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0622\u0631\u0627\u06cc\u0647 Dask<\/strong>: \u0631\u0627\u0628\u0637 ndarray NumPy \u0631\u0627 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06a9\u062b\u0631 API \u0647\u0627\u06cc NumPy \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u062c\u0627 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>Dask DataFrame<\/strong>: \u0631\u0627\u0628\u0637 Pandas DataFrame \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 Pandas API \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627 \u0631\u0627\u0628\u0637\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u06cc\u0633\u0647 \u062f\u0627\u0633\u06a9<\/strong>: \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f <code data-no-translation=\"\">map<\/code>, <code data-no-translation=\"\">filter<\/code>, <code data-no-translation=\"\">groupby<\/code> \u0631\u0648\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0639\u0645\u0648\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u06cc\u0645\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0645\u0627\u0646\u0646\u062f JSON \u06cc\u0627 XML \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>Dask ML<\/strong>: \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc Dask \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask<\/h2>\n<p>Dask \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634: \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc DataFrame \u0648 \u0622\u0631\u0627\u06cc\u0647 Dask \u0627\u0645\u06a9\u0627\u0646 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc: Dask-ML \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647: \u0631\u0627\u0628\u0637 \u062a\u0627\u062e\u06cc\u0631\u06cc Dask \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062f\u0644\u062e\u0648\u0627\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0642\u062f\u0631\u062a\u060c Dask \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u0645\u0648\u0627\u0632\u06cc\u200c\u0633\u0627\u0632\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 Dask \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f \u0646\u0628\u0627\u0634\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a Dask \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0634\u0628\u06a9\u0647 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u062e\u0648\u0634\u0647.<\/p>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>Dask \u0627\u063a\u0644\u0628 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 Apache Spark \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0645\u06a9\u0627\u0646\u0627\u062a<\/th>\n<th>\u062f\u0627\u0633\u06a9<\/th>\n<th>\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0632\u0628\u0627\u0646<\/td>\n<td>\u067e\u0627\u06cc\u062a\u0648\u0646<\/td>\n<td>\u0627\u0633\u06a9\u0627\u0644\u0627\u060c \u062c\u0627\u0648\u0627\u060c \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0622\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/td>\n<td>\u0628\u0627\u0644\u0627 (\u0645\u062e\u0635\u0648\u0635\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646)<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u06cc\u0633\u062a \u0628\u0648\u0645<\/td>\n<td>\u0627\u062f\u063a\u0627\u0645 \u0628\u0648\u0645\u06cc \u0628\u0627 \u067e\u0634\u062a\u0647 \u062f\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 (Pandas\u060c NumPy\u060c Scikit-learn)<\/td>\n<td>\u06af\u0633\u062a\u0631\u062f\u0647 (Spark SQL\u060c MLLib\u060c GraphX)<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/td>\n<td>\u062e\u0648\u0628<\/td>\n<td>\u0639\u0627\u0644\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/td>\n<td>\u0633\u0631\u06cc\u0639\u060c \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647<\/td>\n<td>\u0633\u0631\u06cc\u0639\u060c \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0647 \u0647\u0645 \u0632\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062f\u0627\u0633\u06a9<\/h2>\n<p>\u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u0631\u0634\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Dask \u0627\u0647\u0645\u06cc\u062a \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f. Dask \u062f\u0631 \u062d\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u0641\u0639\u0627\u0644 \u0627\u0633\u062a \u0648 \u0647\u062f\u0641 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u062b\u0628\u0627\u062a \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 PyData \u0627\u0633\u062a.<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06cc\u06a9 \u062d\u0648\u0632\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc Dask \u0627\u0633\u062a. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc Dask \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Scikit-Learn \u0648 XGBoost \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u062c\u0630\u0627\u0628 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u062a\u062d\u0648\u0644\u0627\u062a \u0622\u06cc\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u062f\u0627\u0633\u06a9<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0636\u0627\u0641\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u0639\u0627\u0645\u0644 Dask \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u062e\u0627\u0631\u062c\u06cc\u060c \u0646\u0642\u0634\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637 Dask \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0648 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0628\u06cc\u0646 \u06a9\u0627\u0631\u06af\u0631\u0627\u0646 Dask \u0648 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062e\u062f\u0645\u0627\u062a \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627\u06cc\u062f \u0645\u0631\u0627\u0642\u0628 \u0628\u0648\u062f \u06a9\u0647 \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u06af\u0644\u0648\u06af\u0627\u0647\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0646\u0634\u0648\u062f \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f Dask \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ol>\n<li><a href=\"https:\/\/dask.org\/\" target=\"_new\" rel=\"noopener nofollow\">Dosk Documentation<\/a>: \u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc \u062c\u0627\u0645\u0639 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc Dask \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><a href=\"https:\/\/github.com\/dask\/dask\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 Dask GitHub<\/a>: \u06a9\u062f \u0645\u0646\u0628\u0639 Dask \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u062b\u0627\u0644 \u0648 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0645\u0633\u0627\u0626\u0644.<\/li>\n<li><a href=\"https:\/\/tutorial.dask.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u0645\u0648\u0632\u0634 Dask<\/a>: \u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0627 Dask.<\/li>\n<li><a href=\"https:\/\/blog.dask.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628\u0644\u0627\u06af \u062f\u0627\u0633\u06a9<\/a>: \u0648\u0628\u0644\u0627\u06af \u0631\u0633\u0645\u06cc \u062f\u0627\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 Dask.<\/li>\n<li><a href=\"https:\/\/stories.dask.org\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask<\/a>: \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask.<\/li>\n<li><a href=\"https:\/\/docs.dask.org\/en\/latest\/api.html\" target=\"_new\" rel=\"noopener nofollow\">Dask API<\/a>: \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f API Dask.<\/li>\n<\/ol>","protected":false},"featured_media":468085,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476592","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Dask: An Overview<\/mark>","faq_items":[{"question":"What is Dask?","answer":"<p>Dask is an open-source library for parallel computing in Python. It is designed to scale from a single computer to a cluster of servers, allowing large computations to be performed across many cores. Dask is particularly useful for big data processing tasks.<\/p>"},{"question":"When was Dask first introduced and by whom?","answer":"<p>Dask was first announced in 2014 by Matthew Rocklin, a developer associated with Anaconda Inc. He created Dask to overcome the computational limitations of in-memory processing in Python, specifically for large datasets.<\/p>"},{"question":"How does Dask work?","answer":"<p>Dask works by breaking down computations into smaller tasks, executing these tasks in a parallel manner, and effectively managing memory resources. It creates a task scheduling graph, a directed acyclic graph (DAG), that describes the sequence of computations to be performed. The Dask distributed scheduler then assigns and executes these tasks across worker nodes in a cluster.<\/p>"},{"question":"What are the key features of Dask?","answer":"<p>The key features of Dask include its ability to perform parallel operations, scale seamlessly, integrate with existing Python libraries, handle a wide range of tasks, and manage datasets larger than memory by breaking them into smaller chunks.<\/p>"},{"question":"What types of Dask exist?","answer":"<p>Dask provides several data structures or 'collections' that mimic and extend familiar Python data structures, including Dask Array, Dask DataFrame, Dask Bag, and Dask ML.<\/p>"},{"question":"How can Dask be used and what challenges can arise?","answer":"<p>Dask can be used for various applications including data transformation, machine learning, and complex computations. Despite its versatility, Dask can present challenges. Some algorithms are not easily parallelizable and network bandwidth can limit Dask computations when working on a cluster.<\/p>"},{"question":"How does Dask compare to similar tools like Apache Spark?","answer":"<p>While both Dask and Apache Spark are distributed computing frameworks, Dask is built around Python and natively integrates with Python data stack. It is often considered easier to use for Python developers. Apache Spark, on the other hand, is built around Scala and Java, and while it supports Python, it is often considered more extensive in its ecosystem.<\/p>"},{"question":"What are the future perspectives and technologies related to Dask?","answer":"<p>As data sizes continue to grow, tools like Dask become increasingly important. Future developments aim to improve Dask's performance, stability, and integration with other libraries. Machine learning with big data is a promising area for Dask.<\/p>"},{"question":"How are proxy servers associated with Dask?","answer":"<p>Proxy servers can provide an additional layer of security and control when Dask interacts with external resources. A proxy server can control and monitor the traffic between Dask workers and data sources or storage services on the internet. However, it must be ensured that the proxy server does not limit Dask's performance.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476592\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468085"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}