{"id":31758,"date":"2023-01-24T10:19:43","date_gmt":"2023-01-24T04:49:43","guid":{"rendered":"https:\/\/jassweb.com\/solved\/solved-is-there-a-faster-solution-to-solve-this-kind-of-job-closed\/"},"modified":"2023-01-24T10:19:43","modified_gmt":"2023-01-24T04:49:43","slug":"solved-is-there-a-faster-solution-to-solve-this-kind-of-job-closed","status":"publish","type":"post","link":"https:\/\/jassweb.com\/solved\/solved-is-there-a-faster-solution-to-solve-this-kind-of-job-closed\/","title":{"rendered":"[Solved] Is there a faster solution to solve this kind of job? [closed]"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div id=\"answer-18819421\" class=\"answer js-answer accepted-answer js-accepted-answer\" data-answerid=\"18819421\" data-parentid=\"18819363\" data-score=\"1\" data-position-on-page=\"1\" data-highest-scored=\"1\" data-question-has-accepted-highest-score=\"1\" itemprop=\"acceptedAnswer\" itemscope itemtype=\"https:\/\/schema.org\/Answer\">\n<div class=\"post-layout\">\n<div class=\"votecell post-layout--left\"><\/div>\n<div class=\"answercell post-layout--right\">\n<div class=\"s-prose js-post-body\" itemprop=\"text\">\n<p>I&#8217;m not sure I understand your &#8220;job description&#8221;, but I think you want this:<\/p>\n<pre><code>def find_matches(tuple_of_dicts, key_to_find):\n    return [d for d in tuple_of_dicts if key_to_find in d]\n<\/code><\/pre>\n<p>So:<\/p>\n<pre><code>&gt;&gt;&gt; tuple_of_dicts = ({18: None}, {10: None}, {16: None, 18: None, 5: None, 6: None, 7: None, 10: None}, {16: None}, {7: None}, {10: None}, {18: None}, {16: None, 10: None, 18: None, 7: None}, {10: None, 18: None, 7: None}, {10: None}, {7: None}, {7: None}, {10: None, 7: None}, {7: None})\n&gt;&gt;&gt; find_matches(tuple_of_dicts, 18)\n[{18: None},\n {5: None, 6: None, 7: None, 10: None, 16: None, 18: None},\n {18: None},\n {7: None, 10: None, 16: None, 18: None},\n {7: None, 10: None, 18: None}]\n<\/code><\/pre>\n<p>That works in linear time. If your tuple has N dicts, with an average of M members each, you walk the tuple, doing a constant-time dict lookup for each iteration, for a total of O(N).<\/p>\n<hr>\n<p>But you can do even <em>better<\/em> than linear time, if you&#8217;re going to be doing a lot of such searches.<\/p>\n<p>The trick is (as it sounds like you might have suspected) to build an index dictionary, mapping each key to the indices of the dictionaries it&#8217;s in, or just to the dictionaries themselves. For example:<\/p>\n<pre><code>&gt;&gt;&gt; dict_of_dicts = {}\n&gt;&gt;&gt; for d in tuple_of_dicts:\n...     for key in d:\n...         dict_of_dicts.setdefault(key, []).append(d)\n&gt;&gt;&gt; def find_matches(dict_of_dicts, key_to_find):\n...     return dict_of_dicts[key_to_find]\n<\/code><\/pre>\n<p>This requires O(N*M) time doing the setup work, and builds a dict of O(N*M) space,* but it&#8217;s then a simple O(1) dict lookup for each search. So, as long as you&#8217;re doing more than M searches, and you can afford the extra space, it&#8217;s a huge gain.<\/p>\n<hr>\n<p>* To be precise: If you have L distinct keys, M total keys, you&#8217;re doing N*M lookups in a dict, N*M\/L additions to the dict, and N*M appends into M\/L-length lists. Since list append is amortized constant time, that&#8217;s O(N*M + N*M\/L + N*M) = O(N*M) setup time. Meanwhile, the dict is O(N*L) space, and each member is a list of length O(M\/L), so the total space used for the lists is O(N*L * M\/L) = O(N*M), and the total space for the dict and its lists is O(N*L + N*M) = O(N*M). Finally, the search just hashes the value, looks it up in the dict, and returns a reference to the M\/L-length list, all of which are constant-time operations, so each search is O(1).<\/p>\n<\/p><\/div>\n<div class=\"mt24\"><\/div>\n<\/div>\n<p>            <span class=\"d-none\" itemprop=\"commentCount\">3<\/span> <\/p><\/div>\n<\/div>\n<p>[ad_2]<\/p>\n<p>solved Is there a faster solution to solve this kind of job? [closed] <\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] I&#8217;m not sure I understand your &#8220;job description&#8221;, but I think you want this: def find_matches(tuple_of_dicts, key_to_find): return [d for d in tuple_of_dicts if key_to_find in d] So: &gt;&gt;&gt; tuple_of_dicts = ({18: None}, {10: None}, {16: None, 18: None, 5: None, 6: None, 7: None, 10: None}, {16: None}, {7: None}, {10: None}, {18: &#8230; <a title=\"[Solved] Is there a faster solution to solve this kind of job? [closed]\" class=\"read-more\" href=\"https:\/\/jassweb.com\/solved\/solved-is-there-a-faster-solution-to-solve-this-kind-of-job-closed\/\" aria-label=\"More on [Solved] Is there a faster solution to solve this kind of job? [closed]\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[320],"tags":[834,553,325,349],"class_list":["post-31758","post","type-post","status-publish","format-standard","hentry","category-solved","tag-dictionary","tag-hashmap","tag-performance","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Solved] Is there a faster solution to solve this kind of job? [closed] - JassWeb<\/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:\/\/jassweb.com\/solved\/solved-is-there-a-faster-solution-to-solve-this-kind-of-job-closed\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Solved] Is there a faster solution to solve this kind of job? [closed] - JassWeb\" \/>\n<meta property=\"og:description\" content=\"[ad_1] I&#8217;m not sure I understand your &#8220;job description&#8221;, but I think you want this: def find_matches(tuple_of_dicts, key_to_find): return [d for d in tuple_of_dicts if key_to_find in d] So: &gt;&gt;&gt; tuple_of_dicts = ({18: None}, {10: None}, {16: None, 18: None, 5: None, 6: None, 7: None, 10: None}, {16: None}, {7: None}, {10: None}, {18: ... 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