{"id":515,"date":"2025-07-03T12:22:02","date_gmt":"2025-07-03T06:52:02","guid":{"rendered":"https:\/\/codeanddebug.in\/blog\/?p=515"},"modified":"2025-07-03T12:22:04","modified_gmt":"2025-07-03T06:52:04","slug":"search-in-rotated-sorted-array","status":"publish","type":"post","link":"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/","title":{"rendered":"Search in Rotated Sorted Array | Leetcode 33 | Optimal Binary Search"},"content":{"rendered":"\n<p>There is an integer array&nbsp;<code>nums<\/code>&nbsp;sorted in ascending order (with&nbsp;<strong>distinct<\/strong>&nbsp;values).<\/p>\n\n\n\n<p>Prior to being passed to your function,&nbsp;<code>nums<\/code>&nbsp;is&nbsp;<strong>possibly rotated<\/strong>&nbsp;at an unknown pivot index&nbsp;<code>k<\/code>&nbsp;(<code>1 &lt;= k &lt; nums.length<\/code>) such that the resulting array is&nbsp;<code>[nums[k], nums[k+1], ..., nums[n-1], nums[0], nums[1], ..., nums[k-1]]<\/code>&nbsp;(<strong>0-indexed<\/strong>). For example,&nbsp;<code>[0,1,2,4,5,6,7]<\/code>&nbsp;might be rotated at pivot index&nbsp;<code>3<\/code>&nbsp;and become&nbsp;<code>[4,5,6,7,0,1,2]<\/code>.<\/p>\n\n\n\n<p>Given the array&nbsp;<code>nums<\/code>&nbsp;<strong>after<\/strong>&nbsp;the possible rotation and an integer&nbsp;<code>target<\/code>, return&nbsp;<em>the index of&nbsp;<\/em><code>target<\/code><em>&nbsp;if it is in&nbsp;<\/em><code>nums<\/code><em>, or&nbsp;<\/em><code>-1<\/code><em>&nbsp;if it is not in&nbsp;<\/em><code>nums<\/code>.<\/p>\n\n\n\n<p>You must write an algorithm with&nbsp;<code>O(log n)<\/code>&nbsp;runtime complexity.<\/p>\n\n\n\n<p>Here&#8217;s the [<strong><a href=\"https:\/\/leetcode.com\/problems\/search-in-rotated-sorted-array\/description\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-purple-color\"><span style=\"text-decoration: underline;\">Problem Link<\/span><\/mark><\/a><\/strong>] to begin with.<\/p>\n\n\n\n<p><strong>Example 1:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><strong>Input:<\/strong> nums = [4,5,6,7,0,1,2], target = 0<br><strong>Output:<\/strong> 4<\/pre>\n\n\n\n<p><strong>Example 2:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><strong>Input:<\/strong> nums = [4,5,6,7,0,1,2], target = 3<br><strong>Output:<\/strong> -1<\/pre>\n\n\n\n<p><strong>Example 3:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><strong>Input:<\/strong> nums = [1], target = 0<br><strong>Output:<\/strong> -1<\/pre>\n\n\n\n<p><strong>Constraints:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>1 &lt;= nums.length &lt;= 5000<\/code><\/li>\n\n\n\n<li><code>-10<sup>4<\/sup> &lt;= nums[i] &lt;= 10<sup>4<\/sup><\/code><\/li>\n\n\n\n<li>All values of\u00a0<code>nums<\/code>\u00a0are\u00a0<strong>unique<\/strong>.<\/li>\n\n\n\n<li><code>nums<\/code>\u00a0is an ascending array that is possibly rotated.<\/li>\n\n\n\n<li><code>-10<sup>4<\/sup> &lt;= target &lt;= 10<sup>4<\/sup><\/code><\/li>\n<\/ul>\n\n\n<div style=\"max-width: -moz-fit-content; \" class=\"wp-block-ub-table-of-contents-block ub_table-of-contents ub_table-of-contents-collapsed\" id=\"ub_table-of-contents-7d5e7632-46bf-4977-a41b-61925834431e\" data-linktodivider=\"false\" data-showtext=\"show\" data-hidetext=\"hide\" data-scrolltype=\"auto\" data-enablesmoothscroll=\"true\" data-initiallyhideonmobile=\"false\" data-initiallyshow=\"false\"><div class=\"ub_table-of-contents-header-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-header\" style=\"text-align: left; \">\n\t\t\t\t<div class=\"ub_table-of-contents-title\">Contents:<\/div>\n\t\t\t\t<div class=\"ub_table-of-contents-header-toggle\">\n\t\t\t<div class=\"ub_table-of-contents-toggle\" style=\"\">\n\t\t\t\u00a0[<a class=\"ub_table-of-contents-toggle-link\" href=\"#\" style=\"\">show<\/a>]\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><div class=\"ub_table-of-contents-extra-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-container ub_table-of-contents-1-column ub-hide\">\n\t\t\t\t<ul style=\"\"><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#0-brute-force-solution-linear-scan\" style=\"\">Brute Force Solution (Linear Scan)<\/a><ul><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#1-intuition-amp-approach\" style=\"\">Intuition &amp; Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#2-code-implementation\" style=\"\">Code Implementation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#3-code-explanation\" style=\"\">Code Explanation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#4-dry-run\" style=\"\">Dry Run<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#5-time-amp-space-complexity\" style=\"\">Time &amp; Space Complexity<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#6-conclusion\" style=\"\">Conclusion<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#7-optimal-solution-modified-binary-search\" style=\"\">Optimal Solution (Modified Binary Search)<\/a><ul><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#8-intuition-amp-approach\" style=\"\">Intuition &amp; Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#9-code-implementation\" style=\"\">Code Implementation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#10-code-explanation\" style=\"\">Code Explanation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#11-dry-run\" style=\"\">Dry Run<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#12-time-amp-space-complexity\" style=\"\">Time &amp; Space Complexity<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/search-in-rotated-sorted-array\/#13-conclusion\" style=\"\">Conclusion<\/a><\/li><\/ul><\/li><\/ul>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"0-brute-force-solution-linear-scan\">Brute Force Solution (Linear Scan)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-intuition-amp-approach\">Intuition &amp; Approach<\/h3>\n\n\n\n<p>Check every element until you either hit <code>target<\/code> or exhaust the array.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-code-implementation\">Code Implementation<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro padding-bottom-disabled cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"class Solution:\n    def search(self, nums: List[int], target: int) -&gt; int:\n        # Scan each index one by one\n        for i in range(len(nums)):\n            # If the current element matches the target\n            if nums[i] == target:\n                return i               # return index immediately\n        return -1                      # not found\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">class<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #4EC9B0\">Solution<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">search<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">nums<\/span><span style=\"color: #D4D4D4\">: List[<\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">], <\/span><span style=\"color: #9CDCFE\">target<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #6A9955\"># Scan each index one by one<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> i <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(nums)):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #6A9955\"># If the current element matches the target<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> nums[i] == target:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> i               <\/span><span style=\"color: #6A9955\"># return index immediately<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> -<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">                      <\/span><span style=\"color: #6A9955\"># not found<\/span><\/span><\/code><\/pre><span style=\"display:flex;align-items:flex-end;padding:10px;width:100%;justify-content:flex-end;background-color:#1E1E1E;color:#c7c7c7;font-size:12px;line-height:1;position:relative\">Python<\/span><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-code-explanation\">Code Explanation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Runs through the array sequentially.<\/li>\n\n\n\n<li>Stops early when <code>target<\/code> is found.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-dry-run\">Dry Run<\/h3>\n\n\n\n<p><code>nums = [4,5,6,7,0,1,2]<\/code>, <code>target = 0<\/code><br>Loop compares in order: 4, 5, 6, 7 \u2192 mismatch; index 4 is <code>0<\/code> \u2192 return 4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"5-time-amp-space-complexity\">Time &amp; Space Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Time:<\/strong> <code>O(n)<\/code> \u2013 one pass over <code>n<\/code> elements.<\/li>\n\n\n\n<li><strong>Space:<\/strong> <code>O(1)<\/code> \u2013 constant extra memory.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"6-conclusion\">Conclusion<\/h3>\n\n\n\n<p>Works for any array but ignores the sorted-yet-rotated structure, so it\u2019s inefficient for large inputs.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-optimal-solution-modified-binary-search\">Optimal Solution (Modified Binary Search)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"8-intuition-amp-approach\">Intuition &amp; Approach<\/h3>\n\n\n\n<p>A rotated sorted array still has <strong>two sorted halves<\/strong>; at least one half of any sub-array window is ordered.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Maintain <code>low<\/code>, <code>high<\/code>.<\/li>\n\n\n\n<li>Compute <code>mid<\/code>.<\/li>\n\n\n\n<li>If <code>nums[mid]<\/code> matches <code>target<\/code>, return <code>mid<\/code>.<\/li>\n\n\n\n<li><strong>Determine which half is sorted:<\/strong>\n<ul class=\"wp-block-list\">\n<li>If <code>nums[low] \u2264 nums[mid]<\/code>, the <strong>left half<\/strong> is sorted.<\/li>\n\n\n\n<li>Otherwise, the <strong>right half<\/strong> is sorted.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Decide which half to discard<\/strong> by seeing where <code>target<\/code> could lie:\n<ul class=\"wp-block-list\">\n<li>If <code>target<\/code> is within the sorted half\u2019s range, move inside that half; otherwise discard it.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Loop until <code>low > high<\/code>.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"9-code-implementation\">Code Implementation<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro padding-bottom-disabled cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"class Solution:\n    def search(self, nums: List[int], target: int) -&gt; int:\n        n         = len(nums)\n        low, high = 0, n - 1\n        \n        while low &lt;= high:\n            mid = (low + high) \/\/ 2          # middle index\n            \n            if nums[mid] == target:          # target found\n                return mid\n            \n            # ----- identify the sorted half -----\n            if nums[low] &lt;= nums[mid]:       # left half is sorted\n                # target lies within the left half?\n                if nums[low] &lt;= target &lt;= nums[mid]:\n                    high = mid - 1           # search left half\n                else:\n                    low  = mid + 1           # search right half\n            else:                            # right half is sorted\n                # target lies within the right half?\n                if nums[mid] &lt;= target &lt;= nums[high]:\n                    low  = mid + 1           # search right half\n                else:\n                    high = mid - 1           # search left half\n        \n        return -1                            # target not found\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">class<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #4EC9B0\">Solution<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">search<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">nums<\/span><span style=\"color: #D4D4D4\">: List[<\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">], <\/span><span style=\"color: #9CDCFE\">target<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        n         = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(nums)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        low, high = <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">, n - <\/span><span style=\"color: #B5CEA8\">1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">while<\/span><span style=\"color: #D4D4D4\"> low &lt;= high:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            mid = (low + high) \/\/ <\/span><span style=\"color: #B5CEA8\">2<\/span><span style=\"color: #D4D4D4\">          <\/span><span style=\"color: #6A9955\"># middle index<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> nums[mid] == target:          <\/span><span style=\"color: #6A9955\"># target found<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> mid<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #6A9955\"># ----- identify the sorted half -----<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> nums[low] &lt;= nums[mid]:       <\/span><span style=\"color: #6A9955\"># left half is sorted<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #6A9955\"># target lies within the left half?<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> nums[low] &lt;= target &lt;= nums[mid]:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    high = mid - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">           <\/span><span style=\"color: #6A9955\"># search left half<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    low  = mid + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">           <\/span><span style=\"color: #6A9955\"># search right half<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:                            <\/span><span style=\"color: #6A9955\"># right half is sorted<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #6A9955\"># target lies within the right half?<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> nums[mid] &lt;= target &lt;= nums[high]:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    low  = mid + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">           <\/span><span style=\"color: #6A9955\"># search right half<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    high = mid - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">           <\/span><span style=\"color: #6A9955\"># search left half<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> -<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">                            <\/span><span style=\"color: #6A9955\"># target not found<\/span><\/span><\/code><\/pre><span style=\"display:flex;align-items:flex-end;padding:10px;width:100%;justify-content:flex-end;background-color:#1E1E1E;color:#c7c7c7;font-size:12px;line-height:1;position:relative\">Python<\/span><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"10-code-explanation\">Code Explanation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sorted-half test:<\/strong> <code>nums[low] \u2264 nums[mid]<\/code> implies continuous ordering between <code>low<\/code> and <code>mid<\/code>.<\/li>\n\n\n\n<li><strong>Range check:<\/strong> Compare <code>target<\/code> with the endpoints of that half to decide where to continue.<\/li>\n\n\n\n<li>Each iteration halves the remaining search space just like classic binary search.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"11-dry-run\">Dry Run<\/h3>\n\n\n\n<p><code>nums = [4,5,6,7,0,1,2]<\/code>, <code>target = 0<\/code><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>low<\/code><\/th><th><code>mid<\/code><\/th><th><code>high<\/code><\/th><th>Sorted half<\/th><th>Action<\/th><\/tr><\/thead><tbody><tr><td>0<\/td><td>3<\/td><td>6<\/td><td>left (4 \u2026 7)<\/td><td>target not inside \u2192 search right (<code>low = 4<\/code>)<\/td><\/tr><tr><td>4<\/td><td>5<\/td><td>6<\/td><td>left (0 \u2026 1)<\/td><td>target inside \u2192 narrow right (<code>high = 4<\/code>)<\/td><\/tr><tr><td>4<\/td><td>4<\/td><td>4<\/td><td>check mid = 0<\/td><td>found, return 4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"12-time-amp-space-complexity\">Time &amp; Space Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Time:<\/strong> <code>O(log n)<\/code> \u2013 halving the window each step.<\/li>\n\n\n\n<li><strong>Space:<\/strong> <code>O(1)<\/code> \u2013 only pointers and indices.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"13-conclusion\">Conclusion<\/h3>\n\n\n\n<p>By detecting which side of the pivot is still sorted and discarding the other half, this modified binary search finds <code>target<\/code> in logarithmic time, fully using the array\u2019s structure for optimal performance.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/codeanddebug.in\/course\/zero-to-hero-python-dsa\" target=\"_blank\" rel=\"noreferrer noopener\">Join our Advance DSA COURSE<\/a><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>For any changes to the article, kindly email at <a href=\"mailto:code@codeanddebug.in\" target=\"_blank\" rel=\"noreferrer noopener\">code@codeanddebug.in<\/a> or contact us at <a href=\"tel:+91-9712928220\" target=\"_blank\" rel=\"noreferrer noopener\">+91-9712928220<\/a>.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>There is an integer array&nbsp;nums&nbsp;sorted in ascending order (with&nbsp;distinct&nbsp;values). Prior to being passed to your function,&nbsp;nums&nbsp;is&nbsp;possibly rotated&nbsp;at an unknown pivot index&nbsp;k&nbsp;(1 &lt;= k &lt; nums.length) such that the resulting array is&nbsp;[nums[k], nums[k+1], &#8230;, nums[n-1], nums[0], nums[1], &#8230;, nums[k-1]]&nbsp;(0-indexed). For example,&nbsp;[0,1,2,4,5,6,7]&nbsp;might be rotated at pivot index&nbsp;3&nbsp;and become&nbsp;[4,5,6,7,0,1,2]. Given the array&nbsp;nums&nbsp;after&nbsp;the possible rotation and an integer&nbsp;target, return&nbsp;the<\/p>\n","protected":false},"author":1,"featured_media":516,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,6],"tags":[7,27],"class_list":{"0":"post-515","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-structures-and-algorithm","8":"category-intermediate","9":"tag-array","10":"tag-binary-search"},"featured_image_src":"https:\/\/codeanddebug.in\/blog\/wp-content\/uploads\/2025\/07\/search-in-rotated-sorted-array-featured-image.png","author_info":{"display_name":"codeanddebug","author_link":"https:\/\/codeanddebug.in\/blog\/author\/codeanddebug\/"},"_links":{"self":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/515","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/comments?post=515"}],"version-history":[{"count":2,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/515\/revisions"}],"predecessor-version":[{"id":519,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/515\/revisions\/519"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/media\/516"}],"wp:attachment":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/media?parent=515"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/categories?post=515"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/tags?post=515"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}