Full Code of thomasmueller/minperf for AI

Repository: thomasmueller/minperf
Branch: master
Commit: f97c859b5c4a
Files: 103
Total size: 983.5 KB

Directory structure:
gitextract_zbe5o8p1/

├── .gitignore
├── LICENSE
├── MAVEN.md
├── README.md
├── pom.xml
├── runjmh.sh
└── src/
    ├── main/
    │   ├── c/
    │   │   ├── Makefile
    │   │   ├── filter/
    │   │   │   ├── Makefile
    │   │   │   └── xor.c
    │   │   └── rec-split.c
    │   └── java/
    │       └── org/
    │           └── minperf/
    │               ├── BitBuffer.java
    │               ├── RecSplitBuilder.java
    │               ├── RecSplitEvaluator.java
    │               ├── Settings.java
    │               ├── bdz/
    │               │   └── BDZ.java
    │               ├── generator/
    │               │   ├── ConcurrencyTool.java
    │               │   └── Generator.java
    │               ├── hash/
    │               │   ├── HashPerformanceTest.java
    │               │   ├── LongPair.java
    │               │   ├── Mix.java
    │               │   ├── Murmur2.java
    │               │   ├── Murmur3.java
    │               │   ├── SpookyHash.java
    │               │   └── XXHash64.java
    │               ├── hem/
    │               │   ├── HemGenerator.java
    │               │   ├── KeyReader.java
    │               │   ├── Sort.java
    │               │   ├── SortedSignatures.java
    │               │   └── recsplit/
    │               │       ├── Builder.java
    │               │       ├── FastEvaluator.java
    │               │       └── FastGenerator.java
    │               ├── monotoneList/
    │               │   ├── EliasFanoMonotoneList.java
    │               │   ├── MonotoneList.java
    │               │   └── MultiStageMonotoneList.java
    │               ├── rank/
    │               │   ├── Rank9.java
    │               │   └── VerySimpleRank.java
    │               ├── select/
    │               │   ├── Select.java
    │               │   ├── SimpleSelect.java
    │               │   ├── SimpleSelectWrapper.java
    │               │   └── VerySimpleSelect.java
    │               ├── universal/
    │               │   ├── LongHash.java
    │               │   ├── StringHash.java
    │               │   └── UniversalHash.java
    │               └── utils/
    │                   ├── LargeLongList.java
    │                   ├── LongSet.java
    │                   ├── PoissonDistribution.java
    │                   ├── RandomSetGenerator.java
    │                   ├── RandomSetGeneratorSlow.java
    │                   └── Text.java
    └── test/
        └── java/
            └── org/
                └── minperf/
                    ├── BitCodes.java
                    ├── FunctionInfo.java
                    ├── Graphics.java
                    ├── LargeSetTest.java
                    ├── Paper.java
                    ├── PerformanceTest.java
                    ├── Probability.java
                    ├── RandomizedTest.java
                    ├── SettingsTest.java
                    ├── SpaceEstimator.java
                    ├── SplitRuleTest.java
                    ├── SplitRuleTest2.java
                    ├── SplitRuleTest3.java
                    ├── TestSplitStrategy.java
                    ├── TextFileTest.java
                    ├── TimeEstimator.java
                    ├── WikipediaTest.java
                    ├── bdz/
                    │   └── BDZTest.java
                    ├── c/
                    │   └── HashGenerator.java
                    ├── chd/
                    │   ├── CHD.java
                    │   ├── CHD2.java
                    │   ├── CHDTest.java
                    │   ├── EliasFanoList.java
                    │   └── EliasFanoListTest.java
                    ├── cuckoo/
                    │   ├── CuckooHashMap.java
                    │   ├── CuckooHashTest.java
                    │   └── CuckooLongKeyHashSet.java
                    ├── hash/
                    │   └── MixTest.java
                    ├── hem/
                    │   ├── HEM.java
                    │   ├── MetaFile.java
                    │   ├── RandomGenerator.java
                    │   └── recsplit/
                    │       └── TestFast.java
                    ├── hybrid/
                    │   └── HybridTest.java
                    ├── medium/
                    │   ├── EstimateTimeForHugeSets.java
                    │   ├── EstimateTwoBillionEntries.java
                    │   ├── MediumRecSplit.java
                    │   ├── MediumTest.java
                    │   ├── PartitionIntoSimilarSizedSets.java
                    │   ├── RecSplitEliasFano.java
                    │   ├── SimulateProbFallIntoLarge.java
                    │   └── TestBBHash.java
                    ├── monotoneList/
                    │   ├── FenwickTreeMonotoneList.java
                    │   └── MonotoneListTest.java
                    ├── rank/
                    │   ├── Rank9Test.java
                    │   └── RankTest.java
                    ├── select/
                    │   └── SelectTest.java
                    ├── simple/
                    │   ├── LongCollection.java
                    │   ├── SimpleRecSplit.java
                    │   ├── SimpleTest.java
                    │   └── recsplit.md
                    ├── tools/
                    │   ├── Dump.java
                    │   └── Load.java
                    └── utils/
                        ├── FastDigitFromNumberExtraction.java
                        └── TextTest.java

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
.checkstyle
.classpath
.project
.settings
bin
/target/


================================================
FILE: LICENSE
================================================
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================================================
FILE: MAVEN.md
================================================
Please ensure that unit tests actually pass.

```
   mvn clean install -DskipTests
   java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBench
```


================================================
FILE: README.md
================================================
# minperf
A Minimal Perfect Hash Function Library.

* Mainly written in Java. Includes a C version (currently only evaluation of a MPHF).
* Can generate, in linear time, MPHFs that need less than 1.58 bits per key.
* Can generate MPHFs in less than 100 ns/key, evaluation faster than 100 ns/key, at less than 3 bits per key.
* Concurrent generation.
* Tested up to 1 billion keys.
* Two parameters to configure space needed, generation time, and evaluation time.
* Can be used as a static bloom filter, by storing a hash fingerprint per key.
* Performance very similar than the [Sux4J](https://github.com/vigna/Sux4J) CHD and GOV algorithms, but configurable, with ability to use less space.

This library should already be usable, but it is still work in progress. The plan is to publish a paper.

The algorithm used is described [here as text](https://github.com/thomasmueller/minperf/blob/master/src/test/java/org/minperf/simple/recsplit.md), and
[here as slideshow](https://github.com/thomasmueller/minperf/raw/master/src/test/java/org/minperf/simple/recsplit.pdf) ([also available on SlideShare](https://www.slideshare.net/ThomasMueller12/recsplit-minimal-perfect-hashing)).


================================================
FILE: pom.xml
================================================
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
   <modelVersion>4.0.0</modelVersion>
   <groupId>thomasmueller</groupId>
   <artifactId>minperf</artifactId>
   <version>1.0-SNAPSHOT</version>
   <properties>
      <jmh.version>1.4</jmh.version>
      <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
      <uberjar.name>benchmarks</uberjar.name>
   </properties>
   <packaging>jar</packaging>
   <build>
      <plugins>
         <plugin>
            <groupId>org.apache.maven.plugins</groupId>
            <artifactId>maven-compiler-plugin</artifactId>
            <version>2.3.2</version>
            <configuration>
               <source>1.8</source>
               <target>1.8</target>
            </configuration>
         </plugin>
         <plugin>
            <artifactId>maven-assembly-plugin</artifactId>
            <executions>
               <execution>
                  <phase>package</phase>
                  <goals>
                     <goal>single</goal>
                  </goals>
               </execution>
            </executions>
            <configuration>
               <descriptorRefs>
                  <descriptorRef>jar-with-dependencies</descriptorRef>
               </descriptorRefs>
            </configuration>
         </plugin>
      </plugins>
   </build>
   <dependencies>
      <dependency>
         <groupId>junit</groupId>
         <artifactId>junit</artifactId>
         <version>4.13.1</version>
         <scope>test</scope>
      </dependency>
      <dependency>
         <groupId>org.openjdk.jmh</groupId>
         <artifactId>jmh-core</artifactId>
         <version>${jmh.version}</version>
      </dependency>
      <dependency>
         <groupId>org.openjdk.jmh</groupId>
         <artifactId>jmh-generator-annprocess</artifactId>
         <version>${jmh.version}</version>
         <scope>provided</scope>
      </dependency>
   </dependencies>
</project>


================================================
FILE: runjmh.sh
================================================
mvn clean install -DskipTests && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBench > JmhBench.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchBloom > JmhBenchBloom.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchCuckoo8_4 > JmhBenchCuckoo8_4.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchCuckoo16_4 > JmhBenchCuckoo16_4.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchXor8 > JmhBenchXor8.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchXor16 > JmhBenchXor16.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchXor16 > JmhBenchXor16.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchXor > JmhBenchXor.log && java  -Xmx16g -cp target/minperf-1.0-SNAPSHOT-jar-with-dependencies.jar org.minperf.bloom.JmhBenchCuckoo > JmhBenchCuckoo.log



================================================
FILE: src/main/c/Makefile
================================================
# 
# RecSplit for C.
# 
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# 
#     http://www.apache.org/licenses/LICENSE-2.0
# 
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

TARGETS = rec-split
CC = gcc
CFLAGS = -Wall -g -O3

all: $(TARGETS)

rec-split: rec-split.o

#	gcc rec-split.o -o rec-split

rec-split.o: rec-split.c

#	gcc -c rec-split.c -o rec-split.o

clean:
	rm -f *.a *.o $(TARGETS)

decompile:
	objdump -S --disassemble rec-split

================================================
FILE: src/main/c/filter/Makefile
================================================
# 
# RecSplit for C.
# 
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# 
#     http://www.apache.org/licenses/LICENSE-2.0
# 
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

TARGETS = xor
CC = gcc
CFLAGS = -Wall -g -O3

all: $(TARGETS)

xor: xor.o

#	gcc xor.o -o xor

xor.o: xor.c

#	gcc -c xor.c -o xor.o

clean:
	rm -f *.a *.o $(TARGETS)

decompile:
	objdump -S --disassemble xor


================================================
FILE: src/main/c/filter/xor.c
================================================
#include <stdio.h>
#include <stddef.h>
#include <stdlib.h>
#include <stdint.h>
#include <stdbool.h>
#include <time.h>
#include <string.h>
#include <sys/types.h>
#include <sys/stat.h>

// file I/O

int64_t getFileSize(FILE* fp) {
    struct stat buf;
    int fd = fileno(fp);
    fstat(fd, &buf);
    int64_t size = buf.st_size;
    return size;
}

int loadFile(char* directory, char* fileName, uint8_t** target) {
    if (!fileName || !directory) {
        printf("No file\n");
        return 0;
    }
    char* fullFileName = malloc(strlen(directory) + strlen(fileName) + 2);
    sprintf(fullFileName, "%s/%s", directory, fileName);
    printf("Loading file %s\n", fullFileName);
    FILE* fp = fopen(fullFileName, "r");
    free(fullFileName);
    if (!fp) {
        printf("Could not open file\n");
        return 0;
    }
	int64_t fileSize = getFileSize(fp);
    printf("File size: %lld\n", fileSize);
    
    *target = malloc(fileSize);
    size_t len = fread(*target, fileSize, 1, fp);
    if (len != 1) {
        printf("Could not full read the file\n");
        return 0;
    }
    fclose(fp);
    printf("(%lld bytes)\n", fileSize);
    return 1;
}

// bit manipulation

uint64_t rotateLeft64(uint64_t x, uint32_t n) {
    // TODO check if this is the best way, and if it always works as expected
    return (x << (n & 63)) | (x >> (64 - (n & 63)));
}

int numberOfLeadingZeros64(uint64_t x) {
    // If x is 0, the result is undefined.
	return __builtin_clzl(x);
}

int numberOfLeadingZeros32(uint32_t x) {
    // If x is 0, the result is undefined.
	return __builtin_clz(x);
}

// hashing related

inline uint32_t reduce(uint32_t hash, uint32_t n) {
	// http://lemire.me/blog/2016/06/27/a-fast-alternative-to-the-modulo-reduction/
	return (uint32_t) (((uint64_t) hash * n) >> 32);
}

// from https://stackoverflow.com/questions/11656241/how-to-print-uint128-t-number-using-gcc/11660651#11660651
typedef unsigned __int128 uint128_t;

// data

uint8_t* data;

uint32_t getArrayLength(uint32_t size) {
    return (uint32_t) (3 + (uint64_t) 123 * size / 100);
}

uint64_t hash64(uint64_t x) {
    x = (x ^ (x >> 30)) * 0xbf58476d1ce4e5b9L;
    x = (x ^ (x >> 27)) * 0x94d049bb133111ebL;
    x = x ^ (x >> 31);
    return x;
}

uint32_t fingerprint(uint64_t hash) {
    return (uint32_t) (hash & ((1 << 8) - 1));
}

// XorFilter8

struct XorFilter8 {
	uint32_t size;
	uint32_t arrayLength;
	uint32_t blockLength;
	uint32_t hashIndex;
	uint8_t* fingerprints;
};

struct XorFilter8 filter;

void XorFilter_load(struct XorFilter8* this) {
    printf("Loading...\n");
    this->size = (data[0] << 24) | (data[1] << 16) | (data[2] << 8) | data[3];
	printf("Size %d\n", this->size);
    this->hashIndex = (data[4] << 24) | (data[5] << 16) | (data[6] << 8) | data[7];
	printf("HashIndex %d\n", this->hashIndex);
    this->arrayLength = getArrayLength(this->size);
    this->blockLength = this->arrayLength / 3;
    this->fingerprints = data + 8;
}

uint32_t XorFilter_mayContain(struct XorFilter8* this, uint64_t key) {
	uint64_t hash = hash64(key + this->hashIndex);
	uint32_t f = fingerprint(hash);
    uint32_t r0 = (uint32_t) hash;
	uint32_t r1 = (uint32_t) (hash >> 16);
    uint32_t r2 = (uint32_t) (hash >> 32);
    uint32_t h0 = reduce(r0, this->blockLength);
    uint32_t h1 = reduce(r1, this->blockLength) + this->blockLength;
    uint32_t h2 = reduce(r2, this->blockLength) + 2 * this->blockLength;
    f ^= this->fingerprints[h0] ^ this->fingerprints[h1] ^ this->fingerprints[h2];
    return (f & 0xff) == 0;
}

// demo

int main(int argc, char** argv) {
    char* directory = ".";
    
    ++argv;
    --argc;
    if (argc > 0) {
        directory = argv[0];
        ++argv;
        --argc;
    }
    printf("Directory %s\n", directory);
    
    char* hashFile = "hash.bin";
    char* keyFile = "keys.txt";
    
    if (!loadFile(directory, hashFile, &data)) {
        return 0;
    }
  
    FILE* input;
    if(!keyFile) {
        input = stdin;
    } else {
        char* fullFileName = malloc(strlen(directory) + strlen(keyFile) + 2);
        sprintf(fullFileName, "%s/%s", directory, keyFile);
        printf("Loading file %s\n", fullFileName);
        input = fopen(fullFileName, "rb");
        free(fullFileName);
        if (!input) {
            printf("Could not open file %s\n", keyFile);
            return 0;
        }
    }    

    XorFilter_load(&filter);
    
    char line[255];
    
    // used to measure time of i/o
    // (it turned out to be 50 ns / key)
    /*
    for(int i=0; i<5; i++) {
        clock_t start = clock();
        int64_t sum = 0;
        while (fgets(line, 255, input)) {
            int len = strlen(line);
            // trim
            while (len > 0 && line[len - 1] < ' ') {
                line[--len] = 0;
            }
            sum += len;
        }
        clock_t time = (clock() - start);
        printf("sum: %lld sec: %ld %d\n", sum, time, CLOCKS_PER_SEC);
        rewind(input);
    }
    */
    
    clock_t start = clock();
    int64_t sum = 0;
    while (fgets(line, 255, input)) {
        int len = strlen(line);
        // trim
        while (len > 0 && line[len - 1] < ' ') {
            line[--len] = 0;
        }
        uint64_t key = atoll(line);
        uint32_t contain = XorFilter_mayContain(&filter, key);
        sum += contain;
    }
    clock_t time = (clock() - start);
    
    printf("Sum: %lld time: %ld ticks, at %d ticks/second\n", sum, time, CLOCKS_PER_SEC);
    
    free(data);
    
    return 0;
}



================================================
FILE: src/main/c/rec-split.c
================================================
#include <stdio.h>
#include <stddef.h>
#include <stdlib.h>
#include <stdint.h>
#include <stdbool.h>
#include <time.h>
#include <string.h>
#include <sys/types.h>
#include <sys/stat.h>

// file I/O

int64_t getFileSize(FILE* fp) {
    struct stat buf;
    int fd = fileno(fp);
    fstat(fd, &buf);
    int64_t size = buf.st_size;
    return size;
}

void fixEndian(uint64_t* longArray, uint64_t byteCount) {
    uint8_t* byteArray = (uint8_t*) longArray;
    uint64_t l=0;
    uint64_t b=0;
    while(b<byteCount) {
        uint64_t x = 0;
        for(int i=0; i<8; i++) {
            x = (x << 8) | byteArray[b++];
        }
        longArray[l++] = x;
    }
}

int loadFile(char* directory, char* fileName, uint64_t** target) {
    if (!fileName || !directory) {
        printf("No file\n");
        return 0;
    }
    char* fullFileName = malloc(strlen(directory) + strlen(fileName) + 2);
    sprintf(fullFileName, "%s/%s", directory, fileName);
    printf("Loading file %s\n", fullFileName);
    FILE* fp = fopen(fullFileName, "r");
    free(fullFileName);
    if (!fp) {
        printf("Could not open file\n");
        return 0;
    }
	int64_t fileSize = getFileSize(fp);
    printf("File size: %lld\n", fileSize);
    
    *target = malloc(fileSize);
    size_t len = fread(*target, fileSize, 1, fp);
    if (len != 1) {
        printf("Could not full read the file\n");
        return 0;
    }
    fclose(fp);
    printf("(%lld bytes)\n", fileSize);
    fixEndian(*target, fileSize);
    return 1;
}

// bit manipulation

uint64_t rotateLeft64(uint64_t x, uint32_t n) {
    // TODO check if this is the best way, and if it always works as expected
    return (x << (n & 63)) | (x >> (64 - (n & 63)));
}

int numberOfLeadingZeros64(uint64_t x) {
    // If x is 0, the result is undefined.
	return __builtin_clzl(x);
}

int numberOfLeadingZeros32(uint32_t x) {
    // If x is 0, the result is undefined.
	return __builtin_clz(x);
}

// hashing related

inline uint32_t reduce(uint32_t hash, uint32_t n) {
	// http://lemire.me/blog/2016/06/27/a-fast-alternative-to-the-modulo-reduction/
	return (uint32_t) (((uint64_t) hash * n) >> 32);
}

uint64_t getScaleFactor(uint32_t multiply, uint32_t divide) {
    return divide == 0 ? 0 : ((uint64_t) multiply << 32) / divide + 1;
}

// from https://stackoverflow.com/questions/11656241/how-to-print-uint128-t-number-using-gcc/11660651#11660651
typedef unsigned __int128 uint128_t;

uint128_t getSipHash24b128(char* b, int start, int end, uint64_t k0, uint64_t k1) {
    uint64_t v0 = k0 ^ 0x736f6d6570736575L;
    uint64_t v1 = k1 ^ 0x646f72616e646f6dL;
    uint64_t v2 = k0 ^ 0x6c7967656e657261L;
    uint64_t v3 = k1 ^ 0x7465646279746573L;
    int repeat;
    for (int off = start; off <= end + 8; off += 8) {
        long m;
        if (off <= end) {
            m = 0;
            int i = 0;
            for (; i < 8 && off + i < end; i++) {
                m |= ((uint64_t) b[off + i] & 255) << (8 * i);
            }
            if (i < 8) {
                m |= ((uint64_t) end - start) << 56;
            }
            v3 ^= m;
            repeat = 2;
        } else {
            m = 0;
            v2 ^= 0xff;
            repeat = 4;
        }
        for (int i = 0; i < repeat; i++) {
            v0 += v1;
            v2 += v3;
            v1 = rotateLeft64(v1, 13);
            v3 = rotateLeft64(v3, 16);
            v1 ^= v0;
            v3 ^= v2;
            v0 = rotateLeft64(v0, 32);
            v2 += v1;
            v0 += v3;
            v1 = rotateLeft64(v1, 17);
            v3 = rotateLeft64(v3, 21);
            v1 ^= v2;
            v3 ^= v0;
            v2 = rotateLeft64(v2, 32);
        }
        v0 ^= m;
    }
    return ((uint128_t) (v0 ^ v1) << 64) ^ v2 ^ v3;
}

uint64_t getSipHash24b(char* b, int start, int end, uint64_t k0, uint64_t k1) {
    uint64_t v0 = k0 ^ 0x736f6d6570736575L;
    uint64_t v1 = k1 ^ 0x646f72616e646f6dL;
    uint64_t v2 = k0 ^ 0x6c7967656e657261L;
    uint64_t v3 = k1 ^ 0x7465646279746573L;
    int repeat;
    for (int off = start; off <= end + 8; off += 8) {
        long m;
        if (off <= end) {
            m = 0;
            int i = 0;
            for (; i < 8 && off + i < end; i++) {
                m |= ((uint64_t) b[off + i] & 255) << (8 * i);
            }
            if (i < 8) {
                m |= ((uint64_t) end - start) << 56;
            }
            v3 ^= m;
            repeat = 2;
        } else {
            m = 0;
            v2 ^= 0xff;
            repeat = 4;
        }
        for (int i = 0; i < repeat; i++) {
            v0 += v1;
            v2 += v3;
            v1 = rotateLeft64(v1, 13);
            v3 = rotateLeft64(v3, 16);
            v1 ^= v0;
            v3 ^= v2;
            v0 = rotateLeft64(v0, 32);
            v2 += v1;
            v0 += v3;
            v1 = rotateLeft64(v1, 17);
            v3 = rotateLeft64(v3, 21);
            v1 ^= v2;
            v3 ^= v0;
            v2 = rotateLeft64(v2, 32);
        }
        v0 ^= m;
    }
    return v0 ^ v1 ^ v2 ^ v3;
}

uint64_t getSipHash24(char* b, uint64_t k0, uint64_t k1) {
	// TODO assuming 8 bits per char
	return getSipHash24b(b, 0, strlen(b), k0, k1);
}

uint64_t universalHash(char* key, uint64_t index) {
    return getSipHash24(key, index, index);
}

// BitBuffer

uint64_t* data;
uint64_t pos;

uint64_t readBit() {
    uint64_t p = pos++;
    return (data[p >> 6] >> (63 - (p & 63))) & 1;
}

uint64_t readEliasDelta() {
    int qq = 0;
    while (readBit() == 0) {
        qq++;
    }
    int64_t q = 1;
    for (int i = qq; i > 0; i--) {
        q = (q << 1) | readBit();
    }
    uint64_t x = 1;
	for (int64_t i = q - 2; i >= 0; i--) {
        x = (x << 1) | readBit();
    }
    return x;
}

uint64_t readNumber(uint64_t pos, int bitCount) {
	if (bitCount == 0) {
		return 0;
	}
	int remainingBits = 64 - (pos & 63);
	int index = pos >> 6;
 	long x = data[index];
    if (bitCount <= remainingBits) {
	    x >>= remainingBits - bitCount;
        return x & ((1L << bitCount) - 1);
    }
    x = x & ((1L << remainingBits) - 1);
    return (x << (bitCount - remainingBits)) |
        (data[index + 1] >> (64 - bitCount + remainingBits));
}

uint32_t supplementalHash(uint64_t hash, uint64_t index) {
	// it would be better to use long,
    // but with some processors, 32-bit multiplication
    // seem to be much faster
    // (about 1200 ms for 32 bit, about 2000 ms for 64 bit)
    uint32_t x = (uint32_t) (rotateLeft64(hash, (uint32_t) index) ^ index);
    x = ((x >> 16) ^ x) * 0x45d9f3b;
    x = ((x >> 16) ^ x) * 0x45d9f3b;
    x = (x >> 16) ^ x;
    return x;
}

uint64_t unfoldSigned(uint64_t x) {
    return ((x & 1) == 1) ? (x + 1) / 2 : -(x / 2);
}

int getEliasDeltaSize(uint64_t value) {
	if (value <= 0) {
		// illegal argument
	    return -1;
    }
	int q = 64 - numberOfLeadingZeros64(value);
    int qq = 31 - numberOfLeadingZeros32(q);
    int len = qq + qq + q;
    return len;
}

int readUntilZeroMore(int count, uint64_t pos) {
    while (true) {
        long x = data[++pos];
        if (x == -1L) {
            count += 64;
            continue;
        }
        return count + numberOfLeadingZeros64(~x);
    }
}

int readUntilZero(uint64_t pos) {
    int remainingBits = 64 - (pos & 63);
    uint64_t index = pos >> 6;
    uint64_t x = data[index] << (64 - remainingBits);
    int count = numberOfLeadingZeros64(~x);
    if (count < remainingBits) {
        return count;
    }
    return readUntilZeroMore(count, index);
}

uint64_t skipGolombRice(uint64_t pos, int shift) {
    int q = readUntilZero(pos);
    return pos + q + 1 + shift;
}

// MultiStageMonotoneList

struct MultiStageMonotoneList {
	uint64_t startLevel1, startLevel2, startLevel3;
	int bitCount1, bitCount2, bitCount3;
	uint32_t count1, count2, count3;
	uint64_t factor;
	uint32_t add;
};

struct MultiStageMonotoneList list;

#define SHIFT1 6
#define SHIFT2 3
#define FACTOR1 32
#define FACTOR2 16

void MultiStageMonotoneList_load(struct MultiStageMonotoneList* this) {
    this->count3 = (uint32_t) readEliasDelta() - 1;
    int diff = (uint32_t) readEliasDelta() - 1;
    this->factor = getScaleFactor(diff, this->count3);
    this->add = (uint32_t) unfoldSigned(readEliasDelta() - 1);
    this->bitCount1 = (int) readEliasDelta() - 1;
    this->bitCount2 = (int) readEliasDelta() - 1;
    this->bitCount3 = (int) readEliasDelta() - 1;
    this->startLevel1 = pos;
    this->count2 = (this->count3 + (1 << SHIFT2) - 1) >> SHIFT2;
    this->count1 = (this->count3 + (1 << SHIFT1) - 1) >> SHIFT1;
    this->startLevel2 = this->startLevel1 + this->count1 * this->bitCount1;
    this->startLevel3 = this->startLevel2 + this->count2 * this->bitCount2;
    pos = (this->startLevel3 + this->bitCount3 * this->count3);
}

uint32_t MultiStageMonotoneList_get(struct MultiStageMonotoneList* this, uint32_t i) {
    int expected = (int) ((i * this->factor) >> 32) + this->add;
    long a = readNumber(this->startLevel1 + (i >> SHIFT1) * this->bitCount1, this->bitCount1);
    long b = readNumber(this->startLevel2 + (i >> SHIFT2) * this->bitCount2, this->bitCount2);
    long c = readNumber(this->startLevel3 + i * this->bitCount3, this->bitCount3);
    return (int) (expected + a * FACTOR1 + b * FACTOR2 + c);
}

uint64_t MultiStageMonotoneList_getPair(struct MultiStageMonotoneList* this, uint32_t i) {
    return ((uint64_t) MultiStageMonotoneList_get(this, i) << 32) | (MultiStageMonotoneList_get(this, i + 1));
}

// Settings

#define MAX_SIZE 4096
#define SUPPLEMENTAL_HASH_SHIFT 18

struct Settings {
    int leafSize;
    int averageBucketSize;
	int rice[MAX_SIZE];
	int splits[MAX_SIZE];
};

struct Settings settings;

void Settings_load(struct Settings* this) {
    this->leafSize = readEliasDelta() - 1;
    this->averageBucketSize = readEliasDelta() - 1;
    uint32_t len = readEliasDelta() - 1;
    printf("Loading settings: leafSize: %d, averageBucketSize: %d, maxBucketSize: %d\n", 
	    this->leafSize,
	    this->averageBucketSize,
	    len);
    for(int i=0; i<len && i < MAX_SIZE; i++) {
        this->splits[i] = unfoldSigned(readEliasDelta() - 1);
        this->rice[i] = readEliasDelta() - 1;
		//         if (i < 32)
        // printf("  %d: rice=%d, splits: %d\n", i, this->rice[i], this->splits[i]);
    }
}

uint64_t getUniversalHashIndex(uint64_t index) {
	return index >> SUPPLEMENTAL_HASH_SHIFT;
}


// RecSplitEvaluator

struct RecSplitEvaluator {
	uint64_t size;
	uint32_t bucketCount;
	uint32_t minStartDiff;
	struct MultiStageMonotoneList startList;	
	uint32_t minOffsetDiff;
	struct MultiStageMonotoneList offsetList;	
	uint32_t startBuckets;
	uint32_t endHeader;
	uint32_t endOffsetList;
};

struct RecSplitEvaluator evaluator;

uint32_t getBucketCount(uint64_t size, int averageBucketSize) {
    return (uint32_t) ((size + averageBucketSize - 1) / averageBucketSize);
}

void RecSplitEvaluator_load(struct RecSplitEvaluator* this) {
	this->size = readEliasDelta() - 1;
	printf("Hash size %lld\n", this->size);
	
	this->bucketCount = getBucketCount(this->size, settings.averageBucketSize);
	printf("Buckets: %d\n", this->bucketCount);
    int alternative = readBit() != 0;
    if (alternative) {
        // not supported
        printf("Not supported: alternative hash\n");
        return;
    }
    this->minOffsetDiff = (uint32_t) (readEliasDelta() - 1);
	// printf("minOffsetDiff: %d\n", this->minOffsetDiff);
    this->minStartDiff = (uint32_t) (readEliasDelta() - 1);
	// printf("minStartDiff: %d\n", this->minStartDiff);
    this->endHeader = pos;
    MultiStageMonotoneList_load(&(this->offsetList));
	this->endOffsetList = pos;
    MultiStageMonotoneList_load(&(this->startList));
	this->startBuckets = pos;
	
	// printf("hash loaded\n");
}

uint32_t getMinBitCount(uint32_t size) {
    // at least 1.375 bits per key (if it is less, fill with zeroes)
    return (size  * 11 + 7) >> 3;
}

uint32_t skip(struct RecSplitEvaluator* this, uint64_t pos, uint32_t size) {
    if (size < 2) {
        return pos;
    }
    pos = skipGolombRice(pos, settings.rice[size]);
    if (size <= settings.leafSize) {
        return pos;
    }
    int split = settings.splits[size];
    int firstPart, otherPart;
    if (split < 0) {
        firstPart = -split;
        otherPart = size - firstPart;
        split = 2;
    } else {
        firstPart = size / split;
        otherPart = firstPart;
    }
    int s = firstPart;
    for (int i = 0; i < split; i++) {
        pos = skip(this, pos, s);
        s = otherPart;
    }
    return pos;
}

uint32_t evaluate2(struct RecSplitEvaluator* this, uint64_t pos, char* obj, uint64_t hashCode,
        uint64_t index, uint32_t add, uint32_t size) {
    while (true) {
        if (size < 2) {
            return add;
        }
        int shift = settings.rice[size];
        uint64_t q = readUntilZero(pos);
        pos += q + 1;
        uint64_t value = (q << shift) | readNumber(pos, shift);
        pos += shift;
        uint64_t oldX = getUniversalHashIndex(index);
        index += value + 1;
        uint64_t x = getUniversalHashIndex(index);
        if (x != oldX) {
            hashCode = universalHash(obj, x);
        }
        if (size <= settings.leafSize) {
            int h = supplementalHash(hashCode, index);
            h = reduce(h, size);
			//printf("shift %d q %d value %lld oldX %lld x %lld size %d h %d add %d\n", shift, q, value, oldX, x, size, h, add);
            return add + h;
        }
        int split = settings.splits[size];
        int firstPart, otherPart;
        if (split < 0) {
            firstPart = -split;
            otherPart = size - firstPart;
            split = 2;
        } else {
            firstPart = size / split;
            otherPart = firstPart;
        }
        int h = supplementalHash(hashCode, index);
        if (firstPart != otherPart) {
            h = reduce(h, size);
            if (h < firstPart) {
                size = firstPart;
                continue;
            }
            pos = skip(this, pos, firstPart);
            add += firstPart;
            size = otherPart;
            continue;
        }
        h = reduce(h, split);
        for (int i = 0; i < h; i++) {
            pos = skip(this, pos, firstPart);
            add += firstPart;
        }
        size = firstPart;
    }
}

uint64_t evaluate(struct RecSplitEvaluator* this, char* obj) {
	uint64_t hashCode = universalHash(obj, 0);
	//printf("  hashCode %s = %lld\n", obj, hashCode); 	
	uint32_t b;
    if (this->bucketCount == 1) {
        b = 0;
    } else {
        b = reduce((uint32_t) hashCode, this->bucketCount);
    }
	//printf("  bucket %d\n", b); 	
	uint32_t startPos;
    uint64_t offsetPair = MultiStageMonotoneList_getPair(&this->offsetList, b);
    uint32_t offset = (uint32_t) (offsetPair >> 32) + b * this->minOffsetDiff;
    uint32_t offsetNext = ((uint32_t) offsetPair) + (b + 1) * this->minOffsetDiff;
    if (offsetNext == offset) {
        // entry not found
        return 0;
    }
    uint32_t bucketSize = offsetNext - offset;
    startPos = this->startBuckets +
            getMinBitCount(offset) +
            MultiStageMonotoneList_get(&this->startList, b) + b * this->minStartDiff;
	// printf("  startPos %d offset %d bucketSize %d\n", startPos, offset, bucketSize); 	
    return evaluate2(this, startPos, obj, hashCode, 0, offset, bucketSize);
}

// demo

int main(int argc, char** argv) {
    char* directory = ".";
    
    ++argv;
    --argc;
    if (argc > 0) {
        directory = argv[0];
        ++argv;
        --argc;
    }
    printf("Directory %s\n", directory);
    
    char* settingsFile = "settings.bin";
    char* hashFile = "hash.bin";
    char* keyFile = "keys.txt";
    
    if (!loadFile(directory, settingsFile, &data)) {
        return 0;
    }
	Settings_load(&settings);
    
    free(data);
    if (!loadFile(directory, hashFile, &data)) {
        return 0;
    }
    
    FILE* input;
    if(!keyFile) {
        input = stdin;
    } else {
        char* fullFileName = malloc(strlen(directory) + strlen(keyFile) + 2);
        sprintf(fullFileName, "%s/%s", directory, keyFile);
        printf("Loading file %s\n", fullFileName);
        input = fopen(fullFileName, "rb");
        free(fullFileName);
        if (!input) {
            printf("Could not open file %s\n", keyFile);
            return 0;
        }
    }

    pos = 0;
    RecSplitEvaluator_load(&evaluator);
    
    char line[255];
    
    // used to measure time of i/o
    // (it turned out to be 50 ns / key)
    /*
    for(int i=0; i<5; i++) {
        clock_t start = clock();
        int64_t sum = 0;
        while (fgets(line, 255, input)) {
            int len = strlen(line);
            // trim
            while (len > 0 && line[len - 1] < ' ') {
                line[--len] = 0;
            }
            sum += len;
        }
        clock_t time = (clock() - start);
        printf("sum: %lld sec: %ld %d\n", sum, time, CLOCKS_PER_SEC);
        rewind(input);
    }
    */
    
    clock_t start = clock();
    int64_t sum = 0;
    while (fgets(line, 255, input)) {
        int len = strlen(line);
        // trim
        while (len > 0 && line[len - 1] < ' ') {
            line[--len] = 0;
        }
        uint64_t index = evaluate(&evaluator, line);
        sum += index;
    }
    clock_t time = (clock() - start);
    // with leafSize 8 and averageBucketSize 128 and 10 million keys,
    // that is 1.79 bits/key, average key length 55 bits/key,
    // evaluate takes about 220 ns/key with -O3, and 260 ns/key with -Os
    
    // with leafSize 6 and averageBucketSize 18 and 10 million keys,
    // that is 2.33 bits/key, average key length 55 bits/key,
    // evaluate takes about 140 ns/key with -O3
    printf("sum: %lld time: %ld ticks, at %d ticks/second\n", sum, time, CLOCKS_PER_SEC);
    
    free(data);
    
    return 0;
}



================================================
FILE: src/main/java/org/minperf/BitBuffer.java
================================================
package org.minperf;

import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;

/**
 * A simple bit buffer. It is partially optimized for reading, but writing is
 * relatively slow. Writing will only add bits (bitwise or with existing bits).
 */
public class BitBuffer {

    public final long[] data;
    private int pos;

    public BitBuffer(long bits) {
        this.data = new long[(int)((bits + 63) / 64)];
    }

    public BitBuffer(byte[] data) {
        this.data = new long[(data.length + 7) / 8];
        if (this.data.length != data.length * 8) {
            data = Arrays.copyOf(data, this.data.length * 8);
        }
        ByteBuffer.wrap(data).order(ByteOrder.BIG_ENDIAN).asLongBuffer().get(this.data);
    }

    /**
     * Create a buffer that shared the byte data, but uses a separate position
     * (initially 0).
     *
     * @param buffer the buffer
     */
    public BitBuffer(BitBuffer buffer) {
        this.data = buffer.data;
   }

    public void write(BitBuffer bits) {
        int count = bits.pos;
        bits.pos = 0;
        // for (int i = 0; i < count; i++) {
        //     writeBit(bits.readBit());
        // }
        int i = 0;
        for (; i < count - 31; i += 32) {
            writeNumber(bits.readNumber(32), 32);
        }
        for (; i < count; i++) {
            writeBit(bits.readBit());
        }
    }

    public int position() {
        return pos;
    }

    public void seek(int pos) {
        this.pos = pos;
    }

    /**
     * Read a number.
     *
     * @param bitCount the number of bits, at most 63
     * @return the value
     */
    public long readNumber(int bitCount) {
        long x = readNumber(pos, bitCount);
        pos += bitCount;
        return x;
    }

    public long readLong() {
        return (readNumber(32) << 32) | readNumber(32);
    }

    /**
     * Read a number.
     *
     * @param pos the position
     * @param bitCount the number of bits, at most 63
     * @return the value
     */
    public long readNumber(long pos, int bitCount) {
        if (bitCount == 0) {
            return 0;
        }
        int remainingBits = 64 - ((int) pos & 63);
        int index = (int) (pos >>> 6);
        long x = data[index];
        if (bitCount <= remainingBits) {
            x >>>= remainingBits - bitCount;
            return x & ((1L << bitCount) - 1);
        }
        x = x & ((1L << remainingBits) - 1);
        return (x << (bitCount - remainingBits)) |
                (data[index + 1] >>> (64 - bitCount + remainingBits));
    }

    /**
     * Fold a signed number into an unsigned number. Negative numbers are odd,
     * and positive numbers are even. For example, -5 is converted to 11, and 5
     * to 10.
     *
     * @param x a signed number
     * @return an unsigned number
     */
    public static long foldSigned(long x) {
        return x > 0 ? x * 2 - 1 : -x * 2;
    }

    /**
     * Unfold an unsigned number into a signed number.
     *
     * @param x an unsigned number
     * @return a signed number
     */
    public static long unfoldSigned(long x) {
        return ((x & 1) == 1) ? (x + 1) / 2 : -(x / 2);
    }

    public void writeBit(long x) {
        if (x == 1) {
            data[pos >>> 6] |= 1L << (63 - (pos & 63));
        }
        pos++;
    }

    public long readBit() {
        return (data[pos >>> 6] >>> (63 - (pos++ & 63))) & 1;
    }

    public int readUntilZero(int pos) {
        int remainingBits = 64 - (pos & 63);
        int index = pos >>> 6;
        long x = data[index] << (64 - remainingBits);
        int count = Long.numberOfLeadingZeros(~x);
        if (count < remainingBits) {
            return count;
        }
        return readUntilZeroMore(count, index);
    }

    private int readUntilZeroMore(int count, int index) {
        while (true) {
            long x = data[++index];
            if (x == -1L) {
                count += 64;
                continue;
            }
            return count + Long.numberOfLeadingZeros(~x);
        }
    }

    private int readUntilZero() {
        int len = readUntilZero(pos);
        pos += len + 1;
        return len;
    }

    public void writeGolombRice(int shift, long value) {
        writeGolombRiceFast(shift, value);
    }

    public void writeGolombRiceSlow(int shift, long value) {
        long q = value >>> shift;
        for (int i = 0; i < q; i++) {
            writeBit(1);
        }
        writeBit(0);
        for (int i = shift - 1; i >= 0; i--) {
            writeBit((value >>> i) & 1);
        }
    }

    public void writeGolombRiceFast(int shift, long value) {
        long q = value >>> shift;
        if (q < 63) {
            long m = (2L << q) - 2;
            writeNumber(m, (int) (q + 1));
        } else {
            for (int i = 0; i < q; i++) {
                writeBit(1);
            }
            writeBit(0);
        }
        writeNumber(value & ((1L << shift) - 1), shift);
        // for (int i = shift - 1; i >= 0; i--) {
        //     writeBit((value >>> i) & 1);
        // }
    }

//    public void writeVarLong(long x) {
//        while ((x & ~0x7f) != 0) {
//            writeNumber((0x80 | (x & 0x7f)) & 0xff, 8);
//            x >>>= 7;
//        }
//        writeNumber(x & 0xff, 8);
//    }

//    public long readVarLong() {
//        long x = buff.get();
//        if (x >= 0) {
//            return x;
//        }
//        x &= 0x7f;
//        for (int s = 7; s < 64; s += 7) {
//            long b = buff.get();
//            x |= (b & 0x7f) << s;
//            if (b >= 0) {
//                break;
//            }
//        }
//        return x;
//    }

    public long readGolombRice(int pos, int shift) {
        int q = readUntilZero(pos);
        return (q << shift) | readNumber(pos + q + 1, shift);
    }

    public long readGolombRice(int shift) {
        long q = readUntilZero();
        return (q << shift) | readNumber(shift);
        // int q = 0;
        // while (readBit() == 1) {
        //     q++;
        // }
        // long x = ((long) q) << shift;
        // for (int i = shift - 1; i >= 0; i--) {
        //     x |= readBit() << i;
        // }
        // return x;
    }

    public void skipGolombRice(int shift) {
        pos = skipGolombRice(pos, shift);
    }

    public int skipGolombRice(int pos, int shift) {
        int q = readUntilZero(pos);
        return pos + q + 1 + shift;
    }

    public void writeEliasDelta(long value) {
        if (value <= 0) {
            throw new IllegalArgumentException();
        }
        int q = 64 - Long.numberOfLeadingZeros(value);
        int qq = 31 - Integer.numberOfLeadingZeros(q);
        for (int i = 0; i < qq; i++) {
            writeBit(0);
        }
        for (int i = qq; i >= 0; i--) {
            writeBit((q >>> i) & 1);
        }
        for (int i = q - 2; i >= 0; i--) {
            writeBit((value >>> i) & 1);
        }
    }

    public long readEliasDelta() {
        int qq = 0;
        while (readBit() == 0) {
            qq++;
        }
        long q = 1;
        for (int i = qq; i > 0; i--) {
            q = (q << 1) | readBit();
        }
        long x = 1;
        for (long i = q - 2; i >= 0; i--) {
            x = (x << 1) | readBit();
        }
        return x;
    }

    /**
     * Write a number of bits. The most significant bit is written first.
     *
     * @param x the number
     * @param bitCount the number of bits, at most 63
     */
    public void writeNumber(long x, int bitCount) {
        // while (bitCount-- > 0) {
        //     writeBit((x >>> bitCount) & 1);
        // }
        if (bitCount == 0) {
            return;
        }
        int remainingBits = 64 - (pos & 63);
        int index = pos >>> 6;
        if (bitCount <= remainingBits) {
            data[index] |= x << (remainingBits - bitCount);
        } else {
            data[index] |= x >>> (bitCount - remainingBits);
            data[index + 1] |= x << (64 - bitCount + remainingBits);
        }
        pos += bitCount;
    }

    public void clearBits(int bitCount) {
        if (bitCount == 0) {
            return;
        }
        int remainingBits = 64 - (pos & 63);
        int index = pos >>> 6;
        long x = (1 << bitCount) - 1;
        if (bitCount <= remainingBits) {
            data[index] &= ~(x << (remainingBits - bitCount));
        } else {
            data[index] &= ~(x >>> (bitCount - remainingBits));
            data[index + 1] &= ~(x << (64 - bitCount + remainingBits));
        }
        pos += bitCount;
    }

    public byte[] toByteArray() {
        byte[] d = new byte[data.length * 8];
        ByteBuffer.wrap(d).order(ByteOrder.BIG_ENDIAN).asLongBuffer()
                .put(data, 0, (pos + 63) / 64);
        if ((pos + 7) / 8 == d.length) {
            return d;
        }
        return Arrays.copyOf(d, (pos + 7) / 8);
    }

    public void clear() {
        Arrays.fill(data, 0);
    }

    public long[] getLongArray() {
        return data;
    }

    public static int getGolombRiceSize(int shift, long value) {
        return (int) ((value >>> shift) + 1 + shift);
    }

    public static int getEliasDeltaSize(long value) {
        if (value <= 0) {
            throw new IllegalArgumentException();
        }
        int q = 64 - Long.numberOfLeadingZeros(value);
        int qq = 31 - Integer.numberOfLeadingZeros(q);
        int len = qq + qq + q;
        return len;
    }

}


================================================
FILE: src/main/java/org/minperf/RecSplitBuilder.java
================================================
package org.minperf;

import java.util.Collection;

import org.minperf.generator.ConcurrencyTool;
import org.minperf.generator.Generator;
import org.minperf.universal.UniversalHash;

/**
 * A builder to generate a MPHF description, or to get an evaluator of a description.
 *
 * @param <T> the type
 */
public class RecSplitBuilder<T> {

    private final UniversalHash<T> hash;
    private int averageBucketSize = 256;
    private int leafSize = 10;
    private boolean eliasFanoMonotoneLists = true;
    private int parallelism = Runtime.getRuntime().availableProcessors();
    private int maxChunkSize = Integer.MAX_VALUE;

    private RecSplitBuilder(UniversalHash<T> hash) {
        this.hash = hash;
    }

    /**
     * Create a new instance of the builder, with the given universal hash implementation.
     *
     * @param <T> the type
     * @param hash the universal hash function
     * @return the builder
     */
    public static <T> RecSplitBuilder<T> newInstance(UniversalHash<T> hash) {
        return new RecSplitBuilder<T>(hash);
    }

    public RecSplitBuilder<T> averageBucketSize(int averageBucketSize) {
        if (averageBucketSize < 4 || averageBucketSize > 64 * 1024) {
            throw new IllegalArgumentException("averageBucketSize out of range: " + averageBucketSize);
        }
        this.averageBucketSize = averageBucketSize;
        return this;
    }

    public RecSplitBuilder<T> leafSize(int leafSize) {
        if (leafSize < 1 || leafSize > 25) {
            throw new IllegalArgumentException("leafSize out of range: " + leafSize);
        }
        this.leafSize = leafSize;
        return this;
    }

    public RecSplitBuilder<T> eliasFanoMonotoneLists(boolean eliasFano) {
        this.eliasFanoMonotoneLists = eliasFano;
        return this;
    }

    public RecSplitBuilder<T> maxChunkSize(int maxChunkSize) {
        this.maxChunkSize = maxChunkSize;
        return this;
    }

    public RecSplitBuilder<T> parallelism(int parallelism) {
        this.parallelism = parallelism;
        return this;
    }

    /**
     * Generate the hash function description for a collection.
     * The entries in the collection must be unique.
     *
     * @param collection the collection
     * @return the hash function description
     */
    public BitBuffer generate(Collection<T> collection) {
        Settings s = new Settings(leafSize, averageBucketSize);
        ConcurrencyTool pool = new ConcurrencyTool(parallelism);
        Generator<T> g = new Generator<T>(
                pool, hash, s,
                eliasFanoMonotoneLists, maxChunkSize);
        BitBuffer result = g.generate(collection);
        return result;
    }

    public RecSplitEvaluator<T> buildEvaluator(BitBuffer description) {
        Settings s = new Settings(leafSize, averageBucketSize);
        return new RecSplitEvaluator<T>(new BitBuffer(description), hash, s, eliasFanoMonotoneLists);
    }

}


================================================
FILE: src/main/java/org/minperf/RecSplitEvaluator.java
================================================
package org.minperf;

import org.minperf.bdz.BDZ;
import org.minperf.generator.Generator;
import org.minperf.monotoneList.MonotoneList;
import org.minperf.universal.UniversalHash;

/**
 * Evaluator for the hybrid mechanism.
 *
 * @param <T> the data type
 */
public class RecSplitEvaluator<T> {

    private final Settings settings;
    private final UniversalHash<T> hash;
    private final BitBuffer buffer;
    private final long size;
    private final int bucketCount;
    private final int minStartDiff;
    private final MonotoneList startList;
    private final int minOffsetDiff;
    private final MonotoneList offsetList;
    private final int startBuckets;
    private final int endHeader;
    private final int endOffsetList;
    private final BDZ<T> alternative;

    public RecSplitEvaluator(BitBuffer buffer, UniversalHash<T> hash, Settings settings, boolean eliasFanoMonotoneLists) {
        this.settings = settings;
        this.hash = hash;
        this.buffer = buffer;
        this.size = (int) (buffer.readEliasDelta() - 1);
        this.bucketCount = Settings.getBucketCount(size, settings.getAverageBucketSize());
        boolean alternative = buffer.readBit() != 0;
        this.minOffsetDiff = (int) (buffer.readEliasDelta() - 1);
        this.minStartDiff = (int) (buffer.readEliasDelta() - 1);
        this.endHeader = buffer.position();
        this.offsetList = MonotoneList.load(buffer, eliasFanoMonotoneLists);
        this.endOffsetList = buffer.position();
        this.startList = MonotoneList.load(buffer, eliasFanoMonotoneLists);
        this.startBuckets = buffer.position();
        if (alternative) {
            int b = bucketCount;
            int offset = offsetList.get(b);
            int pos = startBuckets +
                    Generator.getMinBitCount(offset) +
                    startList.get(b) + b * minStartDiff;
            buffer.seek(pos);
            this.alternative = BDZ.load(hash, buffer);
        } else {
            this.alternative = null;
        }
    }

    public int getHeaderSize() {
        return endHeader;
    }

    public int getOffsetListSize() {
        return endOffsetList - endHeader;
    }

    public int getStartListSize() {
        return startBuckets - endOffsetList;
    }

    public int evaluate(T obj) {
        int b;
        long hashCode = hash.universalHash(obj, 0);
//System.out.println("hashCode " + obj + " =" + hashCode);
        if (bucketCount == 1) {
            b = 0;
        } else {
            b = Settings.reduce((int) hashCode, bucketCount);
        }
//System.out.println("bucket " + b);
        int startPos;
        long offsetPair = offsetList.getPair(b);
        int offset = (int) (offsetPair >>> 32) + b * minOffsetDiff;
        int offsetNext = ((int) offsetPair) + (b + 1) * minOffsetDiff;
        if (offsetNext == offset) {
            if (alternative == null) {
                // entry not found
                return 0;
            }
            offset = offsetList.get(bucketCount) + bucketCount * minOffsetDiff;
            return offset + alternative.evaluate(obj);
        }
        int bucketSize = offsetNext - offset;
        startPos = startBuckets +
                Generator.getMinBitCount(offset) +
                startList.get(b) + b * minStartDiff;
//System.out.println("startPos " + startPos + " offset " + offset + " bucketSize " + bucketSize);
        return evaluate(startPos, obj, hashCode, 0, offset, bucketSize);
    }

    private int skip(int pos, int size) {
        if (size < 2) {
            return pos;
        }
        pos = buffer.skipGolombRice(pos, settings.getGolombRiceShift(size));
        if (size <= settings.getLeafSize()) {
            return pos;
        }
        int split = settings.getSplit(size);
        int firstPart, otherPart;
        if (split < 0) {
            firstPart = -split;
            otherPart = size - firstPart;
            split = 2;
        } else {
            firstPart = size / split;
            otherPart = firstPart;
        }
        int s = firstPart;
        for (int i = 0; i < split; i++) {
            pos = skip(pos, s);
            s = otherPart;
        }
        return pos;
    }

    private int evaluate(int pos, T obj, long hashCode,
            long index, int add, int size) {
        while (true) {
            if (size < 2) {
                return add;
            }
            int shift = settings.getGolombRiceShift(size);
            long q = buffer.readUntilZero(pos);
            pos += q + 1;
            long value = (q << shift) | buffer.readNumber(pos, shift);
            pos += shift;
            long oldX = Settings.getUniversalHashIndex(index);
            index += value + 1;
            long x = Settings.getUniversalHashIndex(index);
            if (x != oldX) {
                hashCode = hash.universalHash(obj, x);
            }
            if (size <= settings.getLeafSize()) {
                int h = Settings.supplementalHash(hashCode, index);
                h = Settings.reduce(h, size);
//System.out.printf("shift %d q %lld value %d oldX %d x %d size %d h %d add %d\n", shift, q, value, oldX, x, size, h, add);
                return add + h;
            }
            int split = settings.getSplit(size);
            int firstPart, otherPart;
            if (split < 0) {
                firstPart = -split;
                otherPart = size - firstPart;
                split = 2;
            } else {
                firstPart = size / split;
                otherPart = firstPart;
            }
            int h = Settings.supplementalHash(hashCode, index);
            if (firstPart != otherPart) {
                h = Settings.reduce(h, size);
                if (h < firstPart) {
                    size = firstPart;
                    continue;
                }
                pos = skip(pos, firstPart);
                add += firstPart;
                size = otherPart;
                continue;
            }
            h = Settings.reduce(h, split);
            for (int i = 0; i < h; i++) {
                pos = skip(pos, firstPart);
                add += firstPart;
            }
            size = firstPart;
        }
    }

}


================================================
FILE: src/main/java/org/minperf/Settings.java
================================================
package org.minperf;

/**
 * The settings used to generate the hash function.
 */
public class Settings {

public static final boolean IMPROVED_SPLIT_RULES = true;

    /**
     * The number of supplemental hash functions per universal hash is 2 ^ this
     * number. Could be increased to reduce the number of universal hash
     * function calls, which also speeds up evaluation time.
     */
    public static final int SUPPLEMENTAL_HASH_SHIFT = 18;

    /**
     * The number of times the same universal hash is mixed using the
     * supplemental hash function. Must be a power of 2.
     */
    private static final long SUPPLEMENTAL_HASH_CALLS = 1 << SUPPLEMENTAL_HASH_SHIFT;

    /**
     * The Rice parameter k to use for leaves of size = array index.
     */
    private static final int[] RICE_LEAF = { 0, 0, 0, 1, 3, 4, 5, 7, 8, 10, 11,
            12, 14, 15, 16, 18, 19, 21, 22, 23, 25, 26, 28, 29, 30, 32, 33, 35,
            36, 38, 39, 40, 42 };

    /**
     * The Rice parameter k that is used to split medium sized sets that are
     * evenly split into subsets.
     */
    private static final int[][] RICE_SPLIT_MORE = {
        // 0 .. 6
        { }, { }, { }, { }, { }, { 4}, { 4},
        // 7 .. 13
        { 4}, { 7}, { 7}, { 10, 7}, { 11, 7}, { 11, 7}, { 14, 8},
        // 14 .. 18
        { 14, 8}, { 15, 8}, { 18, 8}, { 18, 8}, { 19, 8},
        // 19 .. 23
        { 22, 13}, { 22, 13}, { 23, 14}, { 26, 14}, { 27, 14},
        // 24 .. 25
        { 27, 14}, { 31, 20, 12}};

    /**
     * Convert an array of strings to an array of integers. This is needed to
     * work around the bytecode limit of Java methods.
     */
    private static int[] splitIntegerList(String x) {
        if (x.trim().isEmpty()) {
            return new int[0];
        }
        String[] array = x.split(",");
        int[] result = new int[array.length];
        for (int i = 0; i < array.length; i++) {
            result[i] = Integer.parseInt(array[i].trim());
        }
        return result;
    }

    /**
     * Array of size, split, k.
     */
    static int[][] SPLIT_RULES = {
    // leafSize 0
    splitIntegerList(""),
    // leafSize 1
    splitIntegerList(""),
    // leafSize 2
    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