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io.milvus.bulkwriter.common.utils.GeneratorUtils Maven / Gradle / Ivy
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Java SDK for Milvus, a distributed high-performance vector database.
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you 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.
*/
package io.milvus.bulkwriter.common.utils;
import org.apache.commons.lang3.RandomUtils;
import java.nio.ByteBuffer;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import java.util.UUID;
public class GeneratorUtils {
public static List generatorLongValue(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add((long) i);
}
return result;
}
public static List generatorBoolValue(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add(i % 5 == 0);
}
return result;
}
public static List generatorInt8Value(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add(i % 128);
}
return result;
}
public static List generatorInt16Value(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add(i % 1000);
}
return result;
}
public static List generatorInt32Value(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add(i % 100000);
}
return result;
}
public static List generatorFloatValue(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add( (float)i / 3);
}
return result;
}
public static List generatorDoubleValue(int count) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add((double)i / 7);
}
return result;
}
public static List generatorVarcharValue(int count, int maxLength) {
List result = new ArrayList<>();
for (int i = 0; i < count; ++i) {
result.add(UUID.randomUUID().toString().substring(0, maxLength));
}
return result;
}
public static ByteBuffer generatorBinaryVector(int dim) {
int[] rawVector = generateRandomBinaryVector(dim);
return packBits(rawVector);
}
private static int[] generateRandomBinaryVector(int dim) {
int[] rawVector = new int[dim];
Random random = new Random();
for (int i = 0; i < dim; i++) {
rawVector[i] = random.nextInt(2); // random 0 or 1
}
return rawVector;
}
private static ByteBuffer packBits(int[] rawVector) {
int byteCount = (int) Math.ceil((double) rawVector.length / 8);
byte[] binaryArray = new byte[byteCount];
for (int i = 0; i < rawVector.length; i++) {
if (rawVector[i] != 0) {
int byteIndex = i / 8;
int bitIndex = 7 - (i % 8);
binaryArray[byteIndex] |= (1 << bitIndex);
}
}
// binary vector doesn't care endian since each byte is independent
ByteBuffer byteBuffer = ByteBuffer.allocate(byteCount);
for (byte b : binaryArray) {
byteBuffer.put(b);
}
return byteBuffer;
}
public static List> generatorFloatVector(int dim, int count) {
List> floatVector = new ArrayList<>();
for (int i = 0; i < count; ++i) {
List result = new ArrayList<>();
for (int j = 0; j < dim; ++j) {
result.add( (float)j / 3);
}
floatVector.add(result);
}
return floatVector;
}
public static List genFloatVector(int dim) {
List result = new ArrayList<>();
for (int i = 0; i < dim; ++i) {
result.add(RandomUtils.nextFloat(100, 10000));
}
return result;
}
}
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