Hash Tables
First Non-Repeating Value
Find the first input value whose final frequency is one.
Algorithm
Canonical input [3, 5, 2, 5, 3, 8, 2] prints 8.
The replay uses the same input in every language, so this Java DSA
implementation can be compared directly with the rest of the DSA track.
two-pass lookup
The first pass builds a frequency table. The second pass keeps the original order and stops at the first value with frequency one.
Basic Implementation
Basic.java
Replay: real traced execution (multi-file project)
import java.util.*;
public class Basic {
public static void main(String[] args) {
int[] arr = {3, 5, 2, 5, 3, 8, 2};
Map<Integer, Integer> count = new LinkedHashMap<>();
for (int value : arr) {
count.put(value, count.getOrDefault(value, 0) + 1);
}
for (int value : arr) {
if (count.get(value) == 1) {
System.out.println(value);
break;
}
}
}
}
arr ← [3, 5, 2, 5, 3, 8, 2]
1import java.util.*;values this step[3, 5, 2, 5, 3, 8, 2]arrcount ← {}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{}countcount ← {3: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{} → {3: 1}count3valuecount ← {3: 1, 5: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 1} → {3: 1, 5: 1}count5valuecount ← {3: 1, 5: 1, 2: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 1, 5: 1} → {3: 1, 5: 1, 2: 1}count2valuecount ← {3: 1, 5: 2, 2: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 1, 5: 1, 2: 1} → {3: 1, 5: 2, 2: 1}count5valuecount ← {3: 2, 5: 2, 2: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 1, 5: 2, 2: 1} → {3: 2, 5: 2, 2: 1}count3valuecount ← {3: 2, 5: 2, 2: 1, 8: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 2, 5: 2, 2: 1} → {3: 2, 5: 2, 2: 1, 8: 1}count8valuecount ← {3: 2, 5: 2, 2: 2, 8: 1}
5int[] arr = {3, 5, 2, 5, 3, 8, 2};6Map<Integer, Integer> count = new LinkedHashMap<>();7for (int value : arr) {values this step{3: 2, 5: 2, 2: 1, 8: 1} → {3: 2, 5: 2, 2: 2, 8: 1}count2valuei ← 0, value ← 3, count[value] ← 2, found ← no
1import java.util.*;values this step0i3value2count[value]nofound{3: 2, 5: 2, 2: 2, 8: 1}counti ← 1, value ← 5, count[value] ← 2, found ← no
1import java.util.*;values this step1i5value2count[value]nofound{3: 2, 5: 2, 2: 2, 8: 1}counti ← 2, value ← 2, count[value] ← 2, found ← no
1import java.util.*;values this step2i2value2count[value]nofound{3: 2, 5: 2, 2: 2, 8: 1}counti ← 3, value ← 5, count[value] ← 2, found ← no
1import java.util.*;values this step3i5value2count[value]nofound{3: 2, 5: 2, 2: 2, 8: 1}counti ← 4, value ← 3, count[value] ← 2, found ← no
1import java.util.*;values this step4i3value2count[value]nofound{3: 2, 5: 2, 2: 2, 8: 1}counti ← 5, value ← 8, count[value] ← 1, found ← yes, result ← 8
1import java.util.*;values this step5i8value1count[value]yesfound8result{3: 2, 5: 2, 2: 2, 8: 1}countstdout ← 8
11if (count.get(value) == 1) {12 System.out.println(value);13 break;values this step8stdout8result
Complexity
- Time: O(n) average
- Space: O(k) for k distinct values
Implementation notes
- Java keeps the input as a primitive
int[], while the frequency table is declared asMap<Integer, Integer>and backed bynew LinkedHashMap<>(). Keys and counts are boxed throughInteger.valueOf, so these small fixture values may use cachedIntegerinstances inside the generic map. - The first pass uses
count.getOrDefault(value, 0) + 1followed bycount.put(value, ...), so repeated values replace the mapped count value and first sightings insert new keys.LinkedHashMapkeeps insertion order stable for the replayed table display. - The first non-repeating result is determined by scanning the original array
again, not by iterating the map.
count.get(value) == 1finds value8atarr[5], preserving first-occurrence order from the array. - Integer hashing and equality are value-based for these keys; collision and
resize behavior stay below the replay. Allocation is mainly the
LinkedHashMapentries plus any uncached boxed integers, all managed by JVM GC.