{"id":51645,"date":"2024-04-15T23:27:47","date_gmt":"2024-04-15T23:27:47","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=51645"},"modified":"2024-04-15T23:27:47","modified_gmt":"2024-04-15T23:27:47","slug":"the-array-object-returned-by-__array_prepare__-is-passed-to-the-ufunc-for-computation","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/the-array-object-returned-by-__array_prepare__-is-passed-to-the-ufunc-for-computation\/","title":{"rendered":"The array object returned by __array_prepare__ is passed to the ufunc for computation."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option3&#8243;]<!--more--><\/p>\n<p>The correct answer is <strong>False<\/strong>.<\/p>\n<p>The array object returned by <strong>array_prepare<\/strong> is passed to the ufunc for computation.<\/p>\n<p>The <strong>array_prepare<\/strong> function is called by the ufunc to prepare the input arrays for computation. The function returns a new array object that is used by the ufunc for computation. The new array object may be a copy of the input array, or it may be a new array that is created from the input array.<\/p>\n<p>The <strong>array_finalize<\/strong> function is called by the ufunc after computation has been completed. The function is responsible for finalizing the output array. The function may return the output array, or it may return a new array that is based on the output array.<\/p>\n<p>Here is an example of how the <strong>array_prepare<\/strong> and <strong>array_finalize<\/strong> functions are used:<\/p>\n<p>&#8220;`python<br \/>\nimport numpy as np<\/p>\n<p>def <strong>array_prepare<\/strong>(arr):<br \/>\n    return arr.copy()<\/p>\n<p>def <strong>array_finalize<\/strong>(arr):<br \/>\n    pass<\/p>\n<p>ufunc = np.add<\/p>\n<p>result = ufunc(arr1, arr2, <strong>array_prepare<\/strong>=<strong>array_prepare<\/strong>, <strong>array_finalize<\/strong>=<strong>array_finalize<\/strong>)<br \/>\n&#8220;`<\/p>\n<p>In this example, the <strong>array_prepare<\/strong> function is used to create a copy of the input arrays. The <strong>array_finalize<\/strong> function is not used in this example.<\/p>\n<p>The <strong>array_prepare<\/strong> and <strong>array_finalize<\/strong> functions are not required for all ufuncs. However, they are often used to improve the performance of ufuncs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option3&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[738],"tags":[],"class_list":["post-51645","post","type-post","status-publish","format-standard","hentry","category-data-science-miscellaneous","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.2 (Yoast SEO v23.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The array object returned by __array_prepare__ is passed to the ufunc for computation.<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/exam.pscnotes.com\/mcq\/the-array-object-returned-by-__array_prepare__-is-passed-to-the-ufunc-for-computation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The array object returned by __array_prepare__ is passed to the ufunc for computation.\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;TRUE&#8221; 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