import me.lemire.integercompression.*; import me.lemire.integercompression.differential.*; import java.util.*; public class example { public static void main(String[] args) { superSimpleExample(); unsortedExample(); basicExample(); basicExampleHeadless(); advancedExample(); headlessDemo(); } public static void superSimpleExample() { IntegratedIntCompressor iic = new IntegratedIntCompressor(); int[] data = new int[2342351]; for(int k = 0; k < data.length; ++k) data[k] = k; System.out.println("Compressing "+data.length+" integers using friendly interface"); int[] compressed = iic.compress(data); int[] recov = iic.uncompress(compressed); System.out.println("compressed from "+data.length*4/1024+"KB to "+compressed.length*4/1024+"KB"); if(!Arrays.equals(recov,data)) throw new RuntimeException("bug"); } public static void basicExample() { int[] data = new int[2342351]; System.out.println("Compressing "+data.length+" integers in one go"); // data should be sorted for best //results for(int k = 0; k < data.length; ++k) data[k] = k; // Very important: the data is in sorted order!!! If not, you // will get very poor compression with IntegratedBinaryPacking, // you should use another CODEC. // next we compose a CODEC. Most of the processing // will be done with binary packing, and leftovers will // be processed using variable byte IntegratedIntegerCODEC codec = new IntegratedComposition( new IntegratedBinaryPacking(), new IntegratedVariableByte()); // output vector should be large enough... int [] compressed = new int[data.length+1024]; // compressed might not be large enough in some cases // if you get java.lang.ArrayIndexOutOfBoundsException, try // allocating more memory /** * * compressing * */ IntWrapper inputoffset = new IntWrapper(0); IntWrapper outputoffset = new IntWrapper(0); codec.compress(data,inputoffset,data.length,compressed,outputoffset); // got it! // inputoffset should be at data.length but outputoffset tells // us where we are... System.out.println("compressed from "+data.length*4/1024+"KB to "+outputoffset.intValue()*4/1024+"KB"); // we can repack the data: (optional) compressed = Arrays.copyOf(compressed,outputoffset.intValue()); /** * * now uncompressing * * This assumes that we otherwise know how many integers * have been compressed, or we can bound it (e.g., you know that * will never need to decore more than 2000 integers). * See basicExampleHeadless for a * more general case where you can manually manage the compressed * array size. */ int[] recovered = new int[data.length]; IntWrapper recoffset = new IntWrapper(0); codec.uncompress(compressed,new IntWrapper(0),compressed.length,recovered,recoffset); if(Arrays.equals(data,recovered)) System.out.println("data is recovered without loss"); else throw new RuntimeException("bug"); // could use assert System.out.println(); } /** * Like the basicExample, but we store the input array size manually. */ public static void basicExampleHeadless() { int[] data = new int[2342351]; System.out.println("Compressing " + data.length + " integers in one go using the headless approach"); // data should be sorted for best // results for (int k = 0; k < data.length; ++k) data[k] = k; // Very important: the data is in sorted order!!! If not, you // will get very poor compression with IntegratedBinaryPacking, // you should use another CODEC. // next we compose a CODEC. Most of the processing // will be done with binary packing, and leftovers will // be processed using variable byte SkippableIntegratedComposition codec = new SkippableIntegratedComposition(new IntegratedBinaryPacking(), new IntegratedVariableByte()); int[] compressed = new int[codec.maxHeadlessCompressedLength(new IntWrapper(0), data.length)]; /** * * compressing * */ IntWrapper inputoffset = new IntWrapper(0); IntWrapper outputoffset = new IntWrapper(1); compressed[0] = data.length; // we manually store how many integers codec.headlessCompress(data, inputoffset, data.length, compressed, outputoffset, new IntWrapper(0)); // got it! // inputoffset should be at data.length but outputoffset tells // us where we are... System.out.println( "compressed from " + data.length * 4 / 1024 + "KB to " + outputoffset.intValue() * 4 / 1024 + "KB"); // we can repack the data: (optional) compressed = Arrays.copyOf(compressed, outputoffset.intValue()); /** * * now uncompressing * */ int howmany = compressed[0];// we manually stored the number of // compressed integers int[] recovered = new int[howmany]; IntWrapper recoffset = new IntWrapper(0); codec.headlessUncompress(compressed, new IntWrapper(1), compressed.length, recovered, recoffset, howmany, new IntWrapper(0)); if (Arrays.equals(data, recovered)) System.out.println("data is recovered without loss"); else throw new RuntimeException("bug"); // could use assert System.out.println(); } /** * This is an example to show you can compress unsorted integers * as long as most are small. */ public static void unsortedExample() { final int N = 1333333; int[] data = new int[N]; // initialize the data (most will be small for(int k = 0; k < N; k+=1) data[k] = 3; // throw some larger values for(int k = 0; k < N; k+=5) data[k] = 100; for(int k = 0; k < N; k+=533) data[k] = 10000; int[] compressed = new int [N+1024];// could need more IntegerCODEC codec = new Composition( new FastPFOR(), new VariableByte()); // compressing IntWrapper inputoffset = new IntWrapper(0); IntWrapper outputoffset = new IntWrapper(0); codec.compress(data,inputoffset,data.length,compressed,outputoffset); System.out.println("compressed unsorted integers from "+data.length*4/1024+"KB to "+outputoffset.intValue()*4/1024+"KB"); // we can repack the data: (optional) compressed = Arrays.copyOf(compressed,outputoffset.intValue()); int[] recovered = new int[N]; IntWrapper recoffset = new IntWrapper(0); codec.uncompress(compressed,new IntWrapper(0),compressed.length,recovered,recoffset); if(Arrays.equals(data,recovered)) System.out.println("data is recovered without loss"); else throw new RuntimeException("bug"); // could use assert System.out.println(); } /** * This is like the basic example, but we * show how to process larger arrays in chunks. * * Some of this code was written by Pavel Klinov. */ public static void advancedExample() { int TotalSize = 2342351; // some arbitrary number int ChunkSize = 16384; // size of each chunk, choose a multiple of 128 System.out.println("Compressing "+TotalSize+" integers using chunks of "+ChunkSize+" integers ("+ChunkSize*4/1024+"KB)"); System.out.println("(It is often better for applications to work in chunks fitting in CPU cache.)"); int[] data = new int[TotalSize]; // data should be sorted for best //results for(int k = 0; k < data.length; ++k) data[k] = k; // next we compose a CODEC. Most of the processing // will be done with binary packing, and leftovers will // be processed using variable byte, using variable byte // only for the last chunk! IntegratedIntegerCODEC regularcodec = new IntegratedBinaryPacking(); IntegratedVariableByte ivb = new IntegratedVariableByte(); IntegratedIntegerCODEC lastcodec = new IntegratedComposition(regularcodec,ivb); // output vector should be large enough... int [] compressed = new int[TotalSize+1024]; /** * * compressing * */ IntWrapper inputoffset = new IntWrapper(0); IntWrapper outputoffset = new IntWrapper(0); for(int k = 0; k < TotalSize / ChunkSize; ++k) regularcodec.compress(data,inputoffset,ChunkSize,compressed,outputoffset); lastcodec.compress(data, inputoffset, TotalSize % ChunkSize, compressed, outputoffset); // got it! // inputoffset should be at data.length but outputoffset tells // us where we are... System.out.println("compressed from "+data.length*4/1024+"KB to "+outputoffset.intValue()*4/1024+"KB"); // we can repack the data: compressed = Arrays.copyOf(compressed,outputoffset.intValue()); /** * * now uncompressing * * We are *not* assuming that the original array length is known, however * we assume that the chunk size (ChunkSize) is known. * */ int[] recovered = new int[ChunkSize]; IntWrapper compoff = new IntWrapper(0); IntWrapper recoffset; int currentpos = 0; while(compoff.get()