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* feat(compression): Add LZW and Arithmetic Coding algorithms * test(compression): Improve test coverage for LZW and ArithmeticCoding * style(compression): fix code style
158 lines
5.6 KiB
Java
158 lines
5.6 KiB
Java
package com.thealgorithms.compression;
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import java.math.BigDecimal;
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import java.math.MathContext;
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import java.util.ArrayList;
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import java.util.Collections;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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/**
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* An implementation of the Arithmetic Coding algorithm.
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*
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* <p>
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* Arithmetic coding is a form of entropy encoding used in lossless data
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* compression. It encodes an entire message into a single number, a fraction n
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* where (0.0 <= n < 1.0). Unlike Huffman coding, which assigns a specific
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* bit sequence to each symbol, arithmetic coding represents the message as a
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* sub-interval of the [0, 1) interval.
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* </p>
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*
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* <p>
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* This implementation uses BigDecimal for precision to handle the shrinking
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* intervals, making it suitable for educational purposes to demonstrate the
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* core logic.
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* </p>
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*
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* <p>
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* Time Complexity: O(n*m) for compression and decompression where n is the
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* length of the input and m is the number of unique symbols, due to the need
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* to calculate symbol probabilities.
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* </p>
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*
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* <p>
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* References:
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* <ul>
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* <li><a href="https://en.wikipedia.org/wiki/Arithmetic_coding">Wikipedia:
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* Arithmetic coding</a></li>
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* </ul>
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* </p>
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*/
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public final class ArithmeticCoding {
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private ArithmeticCoding() {
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}
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/**
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* Compresses a string using the Arithmetic Coding algorithm.
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*
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* @param uncompressed The string to be compressed.
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* @return The compressed representation as a BigDecimal number.
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* @throws IllegalArgumentException if the input string is null or empty.
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*/
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public static BigDecimal compress(String uncompressed) {
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if (uncompressed == null || uncompressed.isEmpty()) {
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throw new IllegalArgumentException("Input string cannot be null or empty.");
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}
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Map<Character, Symbol> probabilityTable = calculateProbabilities(uncompressed);
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BigDecimal low = BigDecimal.ZERO;
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BigDecimal high = BigDecimal.ONE;
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for (char symbol : uncompressed.toCharArray()) {
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BigDecimal range = high.subtract(low);
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Symbol sym = probabilityTable.get(symbol);
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high = low.add(range.multiply(sym.high()));
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low = low.add(range.multiply(sym.low()));
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}
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return low; // Return the lower bound of the final interval
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}
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/**
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* Decompresses a BigDecimal number back into the original string.
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*
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* @param compressed The compressed BigDecimal number.
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* @param length The length of the original uncompressed string.
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* @param probabilityTable The probability table used during compression.
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* @return The original, uncompressed string.
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*/
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public static String decompress(BigDecimal compressed, int length, Map<Character, Symbol> probabilityTable) {
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StringBuilder decompressed = new StringBuilder();
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// Create a sorted list of symbols for deterministic decompression, matching the
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// order used in calculateProbabilities
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List<Map.Entry<Character, Symbol>> sortedSymbols = new ArrayList<>(probabilityTable.entrySet());
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sortedSymbols.sort(Map.Entry.comparingByKey());
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BigDecimal low = BigDecimal.ZERO;
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BigDecimal high = BigDecimal.ONE;
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for (int i = 0; i < length; i++) {
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BigDecimal range = high.subtract(low);
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// Find which symbol the compressed value falls into
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for (Map.Entry<Character, Symbol> entry : sortedSymbols) {
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Symbol sym = entry.getValue();
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// Calculate the actual range for this symbol in the current interval
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BigDecimal symLow = low.add(range.multiply(sym.low()));
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BigDecimal symHigh = low.add(range.multiply(sym.high()));
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// Check if the compressed value falls within this symbol's range
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if (compressed.compareTo(symLow) >= 0 && compressed.compareTo(symHigh) < 0) {
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decompressed.append(entry.getKey());
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// Update the interval for the next iteration
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low = symLow;
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high = symHigh;
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break;
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}
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}
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}
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return decompressed.toString();
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}
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/**
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* Calculates the frequency and probability range for each character in the
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* input string in a deterministic order.
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*
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* @param text The input string.
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* @return A map from each character to a Symbol object containing its
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* probability range.
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*/
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public static Map<Character, Symbol> calculateProbabilities(String text) {
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Map<Character, Integer> frequencies = new HashMap<>();
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for (char c : text.toCharArray()) {
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frequencies.put(c, frequencies.getOrDefault(c, 0) + 1);
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}
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// Sort the characters to ensure a deterministic order for the probability table
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List<Character> sortedKeys = new ArrayList<>(frequencies.keySet());
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Collections.sort(sortedKeys);
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Map<Character, Symbol> probabilityTable = new HashMap<>();
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BigDecimal currentLow = BigDecimal.ZERO;
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int total = text.length();
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for (char symbol : sortedKeys) {
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BigDecimal probability = BigDecimal.valueOf(frequencies.get(symbol)).divide(BigDecimal.valueOf(total), MathContext.DECIMAL128);
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BigDecimal high = currentLow.add(probability);
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probabilityTable.put(symbol, new Symbol(currentLow, high));
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currentLow = high;
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}
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return probabilityTable;
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}
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/**
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* Helper class to store the probability range [low, high) for a symbol.
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*/
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public record Symbol(BigDecimal low, BigDecimal high) {
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}
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}
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