Searching
Binary Search First Occurrence
Find the first copy of a duplicated target by recording matches and continuing to search the left half.
Algorithm
execution replay
The checked-in replay follows the language-neutral state table for `search-binary-first`.
cross-language comparison
This Java DSA version keeps the same data and final output as every other DSA book in this wave.
Basic Implementation
Basic.java
Replay: real traced execution (multi-file project)
public class Basic {
public static void main(String[] args) {
int[] arr = {1, 2, 4, 4, 4, 7, 9};
int target = 4;
int lo = 0;
int hi = arr.length - 1;
int result = -1;
while (lo <= hi) {
int mid = lo + (hi - lo) / 2;
if (arr[mid] == target) {
result = mid;
hi = mid - 1;
} else if (arr[mid] < target) {
lo = mid + 1;
} else {
hi = mid - 1;
}
}
System.out.println(result);
}
}
arr ← [1, 2, 4, 4, 4, 7, 9], target ← 4, result ← -1
1public class Basic {2 public static void main(String[] args) {values this step[1, 2, 4, 4, 4, 7, 9]arr4target-1resulthi ← 2, mid ← 3, result ← 3
8while (lo <= hi) {9 int mid = lo + (hi - lo) / 2;10 if (arr[mid] == target) {values this step6 → 2hi3mid3result0lolo ← 2, mid ← 1
8while (lo <= hi) {9 int mid = lo + (hi - lo) / 2;10 if (arr[mid] == target) {values this step0 → 2lo1mid2hi3resulthi ← 1, result ← 2, mid ← 2
8while (lo <= hi) {9 int mid = lo + (hi - lo) / 2;10 if (arr[mid] == target) {values this step2 → 1hi3 → 2result2mid2lostdout ← 2
18 }19 System.out.println(result);20}values this step2stdout2result
Complexity
- Time: O(log n)
- Space: O(1)
Implementation notes
- Java stores the sorted input in a primitive
int[], soarr[mid]reads copy primitive values from checked array slots whilelo,hi,mid, andresultremain localintvariables. - The midpoint uses the overflow-safe form
lo + (hi - lo) / 2inside thewhile (lo <= hi)bounds guard. Window updates keep future indexed reads inside0througharr.length - 1. - On a match, the code assigns
result = midand then moveshi = mid - 1, continuing left to find the first occurrence among duplicate4values. Lower values movelo = mid + 1; higher values movehi = mid - 1. - The replay-visible states show result changing from
-1to3, then to2, beforelo > hiends the loop. Aside from the initial array, the search uses primitive locals and creates no ongoing JVM GC pressure.