From 1c3d3731a2d9dae90b02d76af314b026b8847572 Mon Sep 17 00:00:00 2001 From: luyuncheng Date: Fri, 25 Dec 2020 15:03:43 +0800 Subject: [PATCH 01/46] 1. New Branch Support Faiss 2. Right Now Only Support JNI --- build.gradle | 10 +- jniFaiss/CMakeLists.txt | 141 +++++++++ ...relasticsearch_knn_index_faiss_KNNFIndex.h | 53 ++++ ...lasticsearch_knn_index_faiss_KNNFIndex.cpp | 271 ++++++++++++++++++ .../knn/index/faiss/KNNFIndex.java | 138 +++++++++ .../knn/index/util/NmsLibVersion.java | 6 + .../knn/index/KNNJNIFaissTests.java | 177 ++++++++++++ 7 files changed, 791 insertions(+), 5 deletions(-) create mode 100644 jniFaiss/CMakeLists.txt create mode 100644 jniFaiss/include/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.h create mode 100644 jniFaiss/src/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.cpp create mode 100644 src/main/java/com/amazon/opendistroforelasticsearch/knn/index/faiss/KNNFIndex.java create mode 100644 src/test/java/com/amazon/opendistroforelasticsearch/knn/index/KNNJNIFaissTests.java diff --git a/build.gradle b/build.gradle index ced000a9..3d4f418d 100644 --- a/build.gradle +++ b/build.gradle @@ -121,20 +121,20 @@ def es_tmp_dir = rootProject.file('build/private/es_tmp').absoluteFile es_tmp_dir.mkdirs() task cmakeJniLib(type:Exec) { - workingDir 'jni' + workingDir 'jniFaiss' commandLine 'cmake', '.' } task buildJniLib(type:Exec) { dependsOn cmakeJniLib - workingDir 'jni' + workingDir 'jniFaiss' commandLine 'make' } test { dependsOn buildJniLib systemProperty 'tests.security.manager', 'false' - systemProperty "java.library.path", "$rootDir/jni/release" + systemProperty "java.library.path", "$rootDir/jniFaiss/release" } def _numNodes = findProperty('numNodes') as Integer ?: 1 @@ -144,7 +144,7 @@ integTest { } systemProperty 'tests.security.manager', 'false' systemProperty 'java.io.tmpdir', es_tmp_dir.absolutePath - systemProperty "java.library.path", "$rootDir/jni/release" + systemProperty "java.library.path", "$rootDir/jniFaiss/release" // allows integration test classes to access test resource from project root path systemProperty('project.root', project.rootDir.absolutePath) @@ -183,7 +183,7 @@ testClusters.integTest { debugPort += 1 } } - systemProperty("java.library.path", "$rootDir/jni/release") + systemProperty("java.library.path", "$rootDir/jniFaiss/release") } run { diff --git a/jniFaiss/CMakeLists.txt b/jniFaiss/CMakeLists.txt new file mode 100644 index 00000000..867ee4d8 --- /dev/null +++ b/jniFaiss/CMakeLists.txt @@ -0,0 +1,141 @@ +cmake_minimum_required(VERSION 2.8) + +project(KNNIndexVFaiss) + +# Corner case. For CMake 2.8, there is no option to specify set(CMAKE_CXX_STANDARD 11). Instead, the flag manually needs +# to be set. +if (CMAKE_VERSION VERSION_LESS "3.1") + set (CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11") +else() + set(CMAKE_CXX_STANDARD 11) + set(CMAKE_CXX_STANDARD_REQUIRED True) +endif() + +# Target Library to be built +set(KNN_INDEX KNNIndexVFaiss) +set(KNN_PACKAGE_NAME opendistro-knnlib) + +# --- NMSLIB BEGIN --- +# Check if similarity search exists +#find_path(NMS_REPO_DIR NAMES similarity_search PATHS ${CMAKE_CURRENT_SOURCE_DIR}/external/nmslib) + +# If not, pull the updated submodule +#if (NOT EXISTS ${NMS_REPO_DIR}) +# message(STATUS "Could not find nmslib. Pulling updated submodule.") +# execute_process(COMMAND git submodule update --init -- external/nmslib WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}) +#endif () + +# Add the subdirectory so it is possible to use its targets +#add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/external/nmslib/similarity_search EXCLUDE_FROM_ALL) +# --- NMSLIB END --- + +# --- FAISS BEGIN --- +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/external/faiss) +set(FIASSLIB ${CMAKE_CURRENT_SOURCE_DIR}/external/faiss/libfaiss.a) +set(FIASSLIBDIR ${CMAKE_CURRENT_SOURCE_DIR}/external/faiss) + +set(CMAKE_CXX_STANDARD_REQUIRED ON) +set(CMAKE_C_COMPILER "/usr/bin/gcc") +set(CMAKE_CXX_COMPILER "/usr/bin/g++") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS_RELEASE} -fpermissive -std=c++11 -Wall -pthread -O3 -g") +find_package(ZLIB REQUIRED) +find_package(BLAS REQUIRED) +find_package(LAPACK REQUIRED) + +# ---- OPENMP BEGIN ---- +set(CMAKE_C_COMPILER "/usr/local/Cellar/llvm/11.0.0/bin/clang") +set(CMAKE_CXX_COMPILER "/usr/local/Cellar/llvm/11.0.0/bin/clang++") +set(OPENMP_LIBRARIES "/usr/local/Cellar/llvm/11.0.0/lib") +set(OPENMP_INCLUDES "/usr/local/Cellar/llvm/11.0.0/include") + +OPTION (USE_OpenMP "Use OpenMP to enamble " ON) + +# Find OpenMP +if(APPLE AND USE_OpenMP) + if(CMAKE_C_COMPILER_ID MATCHES "Clang") + set(OpenMP_C "${CMAKE_C_COMPILER}") + set(OpenMP_C_FLAGS "-fopenmp=libomp -Wno-unused-command-line-argument") + set(OpenMP_C_LIB_NAMES "libomp" "libgomp" "libiomp5") + set(OpenMP_libomp_LIBRARY ${OpenMP_C_LIB_NAMES}) + set(OpenMP_libgomp_LIBRARY ${OpenMP_C_LIB_NAMES}) + set(OpenMP_libiomp5_LIBRARY ${OpenMP_C_LIB_NAMES}) + endif() + if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") + set(OpenMP_CXX "${CMAKE_CXX_COMPILER}") + set(OpenMP_CXX_FLAGS "-fopenmp=libomp -Wno-unused-command-line-argument") + set(OpenMP_CXX_LIB_NAMES "libomp" "libgomp" "libiomp5") + set(OpenMP_libomp_LIBRARY ${OpenMP_CXX_LIB_NAMES}) + set(OpenMP_libgomp_LIBRARY ${OpenMP_CXX_LIB_NAMES}) + set(OpenMP_libiomp5_LIBRARY ${OpenMP_CXX_LIB_NAMES}) + endif() +endif() + +if(USE_OpenMP) + find_package(OpenMP REQUIRED) +endif(USE_OpenMP) + +if (OPENMP_FOUND) + include_directories("${OPENMP_INCLUDES}") + link_directories("${OPENMP_LIBRARIES}") + set (CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}") + set (CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}") + # set (CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}") +endif(OPENMP_FOUND) +# ---- OPENMP END ---- +# --- FAISS END + +# Set OS specific variables +if (${CMAKE_SYSTEM_NAME} STREQUAL Darwin) + set(CMAKE_MACOSX_RPATH 1) + set(JVM_OS_TYPE darwin) + set(LIB_EXT .jnilib) +elseif(${CMAKE_SYSTEM_NAME} STREQUAL Linux) + set(JVM_OS_TYPE linux) + set(LIB_EXT .so) +else() + message( FATAL_ERROR "Unable to run on system: ${CMAKE_SYSTEM_NAME}") +endif() + +# Compile the library +add_library(${KNN_INDEX} SHARED ${CMAKE_CURRENT_SOURCE_DIR}/src/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.cpp) +target_link_libraries(${KNN_INDEX} ${FIASSLIB} ${BLAS_LIBRARIES} ${LAPACK_LIBRARIES}) +target_include_directories(${KNN_INDEX} PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/include $ENV{JAVA_HOME}/include $ENV{JAVA_HOME}/include/${JVM_OS_TYPE} ${CMAKE_CURRENT_SOURCE_DIR}/external ) + +set_target_properties(${KNN_INDEX} PROPERTIES SUFFIX ${LIB_EXT}) +set_target_properties(${KNN_INDEX} PROPERTIES POSITION_INDEPENDENT_CODE ON) +set_target_properties(${KNN_INDEX} PROPERTIES LIBRARY_OUTPUT_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/release) + +# Installation rules for shared library +install(TARGETS ${KNN_INDEX} + LIBRARY DESTINATION lib + COMPONENT library) + +# CPack section to build artifacts +set(KNN_MAINTAINER "OpenDistro for Elasticsearch Team ") +set(ODFE_DOWNLOAD_URL "https://opendistro.github.io/elasticsearch/downloads") +set(CPACK_PACKAGE_NAME ${KNN_PACKAGE_NAME}) +set(CPACK_PACKAGE_VERSION 1.12.0.0) +set(CMAKE_INSTALL_PREFIX /usr) +set(CPACK_GENERATOR "RPM;DEB") +SET(CPACK_OUTPUT_FILE_PREFIX packages) +set(CPACK_PACKAGE_RELEASE 1) +set(CPACK_PACKAGE_DESCRIPTION_SUMMARY "KNN JNI library built off of NMSLIB for OpenDistro for Elasticsearch. Reference documentation can be found at https://opendistro.github.io/for-elasticsearch-docs/.") +set(CPACK_PACKAGE_VENDOR "Amazon") +set(CPACK_PACKAGE_CONTACT "Maintainer: ${KNN_MAINTAINER}") +set(CPACK_PACKAGING_INSTALL_PREFIX ${CMAKE_INSTALL_PREFIX}) +set(CPACK_PACKAGE_FILE_NAME "${CPACK_PACKAGE_NAME}-${CPACK_PACKAGE_VERSION}-${CPACK_PACKAGE_RELEASE}_${JVM_OS_TYPE}.${CMAKE_SYSTEM_PROCESSOR}") + +# RPM Specific variables +set(CPACK_RPM_PACKAGE_RELEASE ${CPACK_PACKAGE_RELEASE}) +set(CPACK_RPM_PACKAGE_URL ${ODFE_DOWNLOAD_URL}) +set(CPACK_RPM_PACKAGE_DESCRIPTION "Open Distro for Elasticsearch KNN JNI Library") +set(CPACK_RPM_PACKAGE_LICENSE "ASL-2.0") + +# DEB Specific variables +set(CPACK_DEBIAN_PACKAGE_HOMEPAGE ${ODFE_DOWNLOAD_URL}) +set(CPACK_DEBIAN_PACKAGE_MAINTAINER ${KNN_MAINTAINER}) +set(CPACK_DEBIAN_PACKAGE_SOURCE ${CPACK_PACKAGE_NAME}) +set(CPACK_DEBIAN_PACKAGE_VERSION ${CPACK_PACKAGE_VERSION}) +set(CPACK_DEBIAN_PACKAGE_SECTION "libs") + +include(CPack) diff --git a/jniFaiss/include/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.h b/jniFaiss/include/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.h new file mode 100644 index 00000000..173bc801 --- /dev/null +++ b/jniFaiss/include/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.h @@ -0,0 +1,53 @@ +/* DO NOT EDIT THIS FILE - it is machine generated */ +#include +/* Header for class com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex */ + +#ifndef _Included_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex +#define _Included_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex +#ifdef __cplusplus +extern "C" { +#endif +/* + * Class: com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex + * Method: saveIndex + * Signature: ([I[[FLjava/lang/String;[Ljava/lang/String;Ljava/lang/String;)V + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_saveIndex + (JNIEnv *, jclass, jintArray, jobjectArray, jstring, jobjectArray, jstring); + +/* + * Class: com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex + * Method: queryIndex + * Signature: (J[FI)[Lcom/amazon/opendistroforelasticsearch/knn/index/KNNQueryResult; + */ +JNIEXPORT jobjectArray JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_queryIndex + (JNIEnv *, jclass, jlong, jfloatArray, jint); + +/* + * Class: com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex + * Method: init + * Signature: (Ljava/lang/String;[Ljava/lang/String;Ljava/lang/String;)J + */ +JNIEXPORT jlong JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_init + (JNIEnv *, jclass, jstring, jobjectArray, jstring); + +/* + * Class: com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex + * Method: gc + * Signature: (J)V + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_gc + (JNIEnv *, jclass, jlong); + +/* + * Class: com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex + * Method: initLibrary + * Signature: ()V + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_initLibrary + (JNIEnv *, jclass); + +#ifdef __cplusplus +} +#endif +#endif diff --git a/jniFaiss/src/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.cpp b/jniFaiss/src/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.cpp new file mode 100644 index 00000000..af5df3bd --- /dev/null +++ b/jniFaiss/src/com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.cpp @@ -0,0 +1,271 @@ +#include "com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex.h" + +#include +#include +#include +#include +#include +#include +#include + +#include "faiss/index_factory.h" +#include "faiss/MetaIndexes.h" +#include "faiss/index_io.h" +#include "faiss/IndexHNSW.h" + + +using std::string; +using std::vector; + +std::unordered_map mapMetric = { + {"l2", faiss::METRIC_L2}, + {"innerproduct", faiss::METRIC_INNER_PRODUCT} +}; + +extern "C" + +struct JavaException { + JavaException(JNIEnv* env, const char* type = "", const char* message = "") + { + jclass newExcCls = env->FindClass(type); + if (newExcCls != NULL) + env->ThrowNew(newExcCls, message); + } +}; + +inline void has_exception_in_stack(JNIEnv* env) +{ + if (env->ExceptionCheck() == JNI_TRUE) + throw std::runtime_error("Exception Occured"); +} + +void catch_cpp_exception_and_throw_java(JNIEnv* env) +{ + try { + throw; + } + catch (const std::bad_alloc& rhs) { + JavaException(env, "java/io/IOException", rhs.what()); + } + catch (const std::runtime_error& re) { + JavaException(env, "java/lang/Exception", re.what()); + } + catch (const std::exception& e) { + JavaException(env, "java/lang/Exception", e.what()); + } + catch (...) { + JavaException(env, "java/lang/Exception", "Unknown exception occured"); + } +} + +/** + * Method: saveIndex + * + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_saveIndex +(JNIEnv* env, jclass cls, jintArray ids, jobjectArray vectors, jstring indexPath, jobjectArray algoParams, jstring spaceType) +{ + vector idVector; + vector dataset; + vector paramsList; + string indexDescription = "HNSW32"; + faiss::MetricType metric = faiss::METRIC_L2; + std::unique_ptr indexWriter; + int dim = 0; + try { + //---- ids + int* object_ids = NULL; + object_ids = env->GetIntArrayElements(ids, 0); + for(int i = 0; i < env->GetArrayLength(ids); ++i) { + idVector.push_back(object_ids[i]); + } + env->ReleaseIntArrayElements(ids, object_ids, 0); + has_exception_in_stack(env); + + //---- vectors + for (int i = 0; i < env->GetArrayLength(vectors); ++i) { + jfloatArray vectorArray = (jfloatArray)env->GetObjectArrayElement(vectors, i); + float* vector = env->GetFloatArrayElements(vectorArray, 0); + dim = env->GetArrayLength(vectorArray); + for(int j = 0; j < dim; ++j) { + dataset.push_back(vector[j]); + } + env->ReleaseFloatArrayElements(vectorArray, vector, 0); + } + has_exception_in_stack(env); + + //---- indexPath + const char *indexString = env->GetStringUTFChars(indexPath, 0); + string indexPathString(indexString); + env->ReleaseStringUTFChars(indexPath, indexString); + has_exception_in_stack(env); + + //---- algoParams + int paramsCount = env->GetArrayLength(algoParams); + for (int i=0; iGetObjectArrayElement(algoParams, i)); + const char *rawString = env->GetStringUTFChars(param, 0); + paramsList.push_back(rawString); + env->ReleaseStringUTFChars(param, rawString); + } + has_exception_in_stack(env); + //Faiss IndexFactory Descp, Default We use HNSW32, + if(paramsCount > 0) { + //algoParams[0] as index description + indexDescription = paramsList[0]; + } + + //---- space + const char *spaceTypeCStr = env->GetStringUTFChars(spaceType, 0); + string spaceTypeString(spaceTypeCStr); + env->ReleaseStringUTFChars(spaceType, spaceTypeCStr); + has_exception_in_stack(env); + // space mapping faiss::MetricType + if(mapMetric.find(spaceTypeString) != mapMetric.end()) { + metric = mapMetric[spaceTypeString]; + } + + //---- Create IndexWriter from faiss index_factory + indexWriter.reset(faiss::index_factory(dim, indexDescription.data(), metric)); + + //Preparation And TODO Verify IndexWriter + //Some Param Can not Create from IndexFactory, Like HNSW efSearch and efCOnstruction + //----FOR HNSW 1st PARAM: M(HNSW32->M=32), efConstruction, efSearch + if(indexDescription.find("HNSW") != std::string::npos) { + for(int i = 0; i < paramsCount; ++i) { + const string& param = paramsList[i]; + int efConstruction = 40; //default + int efSearch = 16;//default + + if(param.find("efConstruction") != std::string::npos && + sscanf(param.data(), "efConstruction=%d", &efConstruction) == 1) { + faiss::IndexHNSW* ihp = reinterpret_cast(indexWriter.get()); + ihp->hnsw.efConstruction = efConstruction; + } else if (param.find("efSearch") != std::string::npos && + sscanf(param.data(), "efSearch=%d", &efSearch) == 1){ + faiss::IndexHNSW* ihp = reinterpret_cast(indexWriter.get()); + ihp->hnsw.efSearch = efSearch; + } + } + } + + //---- Do Index + //----- 1. Train + if(!indexWriter->is_trained) { + //TODO if we use like PQ, we have to train dataset + // but when a lucene segment only one document, it + // can not train the data. + } + //----- 2. Add IDMap + // default all use self defined IndexIDMap cause some class no add_with_ids + faiss::IndexIDMap idMap = faiss::IndexIDMap(indexWriter.get()); + idMap.add_with_ids(idVector.size(), dataset.data(), idVector.data()); + + //----- 3. WriteIndex + faiss::write_index(&idMap, indexPathString.c_str()); + + //Explicit delete object + faiss::Index* indexPointer = indexWriter.release(); + if(indexPointer) delete indexPointer; + + } + catch(...) { + faiss::Index* indexPointer = indexWriter.release(); + if(indexPointer) delete indexPointer; + catch_cpp_exception_and_throw_java(env); + } +} + + +JNIEXPORT jobjectArray JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_queryIndex +(JNIEnv* env, jclass cls, jlong indexPointer, jfloatArray queryVector, jint k) +{ + faiss::Index *indexReader = nullptr; + try { + indexReader = reinterpret_cast(indexPointer); + float* rawQueryvector = env->GetFloatArrayElements(queryVector, 0); + int dim = env->GetArrayLength(queryVector); + + std::vector dis(k * dim); + std::vector ids( k * dim); + indexReader->search(1, rawQueryvector, k, dis.data(), ids.data()); + env->ReleaseFloatArrayElements(queryVector, rawQueryvector, 0); + has_exception_in_stack(env); + + int resultSize = k; + //if result is not enough, padded with -1s + for(int i = 0; i < k; i++) { + if(ids[i] == -1) { + resultSize = i; + break; + } + } + + jclass resultClass = env->FindClass("com/amazon/opendistroforelasticsearch/knn/index/KNNQueryResult"); + jmethodID allArgs = env->GetMethodID(resultClass, "", "(IF)V"); + jobjectArray results = env->NewObjectArray(resultSize, resultClass, NULL); + for(int i = 0; i < resultSize; ++i) { + float distance = dis[i]; + long id = ids[i]; + env->SetObjectArrayElement(results, i, env->NewObject(resultClass, allArgs, id, distance)); + } + has_exception_in_stack(env); + return results; + + } + catch(...) { + if(indexReader) delete indexReader; + catch_cpp_exception_and_throw_java(env); + } + return NULL; +} + +JNIEXPORT jlong JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_init +(JNIEnv* env, jclass cls, jstring indexPath, jobjectArray algoParams, jstring spaceType) +{ + + faiss::Index* indexReader = nullptr; + try { + const char *indexPathCStr = env->GetStringUTFChars(indexPath, 0); + string indexPathString(indexPathCStr); + env->ReleaseStringUTFChars(indexPath, indexPathCStr); + has_exception_in_stack(env); + //whether set IO_FLAGS = 0 or IO_FLAG_READ_ONLYfaiss::IO_FLAG_READ_ONLY + indexReader = faiss::read_index(indexPathString.c_str(), faiss::IO_FLAG_READ_ONLY); + return (jlong) indexReader; + } + catch(...) { + if (indexReader) delete indexReader; + catch_cpp_exception_and_throw_java(env); + } + return NULL; +} + +/** + * When autoclose class do close, then delete the pointer + * Method GC pointer + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_gc +(JNIEnv* env, jclass cls, jlong indexPointer) +{ + try { + faiss::Index *indexWrapper = reinterpret_cast(indexPointer); + has_exception_in_stack(env); + delete indexWrapper; + has_exception_in_stack(env); + } + catch (...) { + catch_cpp_exception_and_throw_java(env); + } +} + +/** + * Method: Global Init + * + */ +JNIEXPORT void JNICALL Java_com_amazon_opendistroforelasticsearch_knn_index_faiss_KNNFIndex_initLibrary(JNIEnv *, jclass) +{ + //set thread 1 cause ES has Search thread + //TODO make it different at search and write + omp_set_num_threads(1); +} diff --git a/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/faiss/KNNFIndex.java b/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/faiss/KNNFIndex.java new file mode 100644 index 00000000..c3ccca69 --- /dev/null +++ b/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/faiss/KNNFIndex.java @@ -0,0 +1,138 @@ +package com.amazon.opendistroforelasticsearch.knn.index.faiss; + +import com.amazon.opendistroforelasticsearch.knn.index.KNNQueryResult; +import com.amazon.opendistroforelasticsearch.knn.index.util.NmsLibVersion; +import com.amazon.opendistroforelasticsearch.knn.plugin.stats.KNNCounter; + +import java.io.File; +import java.io.IOException; +import java.security.AccessController; +import java.security.PrivilegedAction; +import java.util.concurrent.locks.Lock; +import java.util.concurrent.locks.ReadWriteLock; +import java.util.concurrent.locks.ReentrantReadWriteLock; + +public class KNNFIndex implements AutoCloseable { + + public static NmsLibVersion VERSION = NmsLibVersion.VFaiss; + static { + AccessController.doPrivileged(new PrivilegedAction() { + public Void run() { + System.loadLibrary(NmsLibVersion.VFaiss.indexLibraryVersion()); + return null; + } + }); + initLibrary(); + } + + private volatile boolean isClosed = false; + private final ReadWriteLock readWriteLock = new ReentrantReadWriteLock(); + + private final long indexPointer; + private final long indexSize; + + private KNNFIndex(final long indexPointer, final long indexSize) { + this.indexPointer = indexPointer; + this.indexSize = indexSize; + } + + /** + * This function is useful in computing the weight for caching. File sizes are stored in KiloBytes to prevent an + * Integer Overflow. The Guava Cache weigh method returns an int. The max size of a Java int is 2,147,483,647. So, + * a 2GB file, would lead to an overflow. With KB, however, 2,147,483,647 KB = 1.99 TB. So, it would take a 2 TB + * file to produce an Integer Overflow. + * + * @return size of the hnsw index on the disk in KB. + */ + public long getIndexSize() { + return this.indexSize; + } + + public KNNQueryResult[] queryIndex(final float[] query, final int k) throws IOException { + Lock readLock = readWriteLock.readLock(); + readLock.lock(); + KNNCounter.GRAPH_QUERY_REQUESTS.increment(); + try { + if (this.isClosed) { + throw new IOException("Index is already closed"); + } + final long indexPointer = this.indexPointer; + return AccessController.doPrivileged( + new PrivilegedAction() { + public KNNQueryResult[] run() { + return queryIndex(indexPointer, query, k); + } + } + ); + + } catch (Exception ex) { + KNNCounter.GRAPH_QUERY_ERRORS.increment(); + throw new RuntimeException("Unable to query the index: " + ex); + } finally { + readLock.unlock(); + } + } + + @Override + public void close() { + Lock writeLock = readWriteLock.writeLock(); + writeLock.lock(); + // Autocloseable documentation recommends making close idempotent. We don't expect to doubly close + // but this will help prevent a crash in that situation. + if (this.isClosed) { + return; + } + try { + gc(this.indexPointer); + } finally { + this.isClosed = true; + writeLock.unlock(); + } + } + + /** + * Loads the knn index to memory for querying the neighbours + * + * @param indexPath path where the hnsw index is stored + * @param algoParams hnsw algorithm parameters + * @param spaceType space type of the index + * @return knn index that can be queried for k nearest neighbours + */ + public static KNNFIndex loadIndex(String indexPath, final String[] algoParams, final String spaceType) { + long fileSize = computeFileSize(indexPath); + long indexPointer = init(indexPath, algoParams, spaceType); + return new KNNFIndex(indexPointer, fileSize); + } + + /** + * determines the size of the hnsw index on disk + * @param indexPath absolute path of the index + * + */ + private static long computeFileSize(String indexPath) { + if (indexPath == null || indexPath.isEmpty()) { + return 0; + } + File file = new File(indexPath); + if (!file.exists() || !file.isFile()) { + return 0; + } + + return file.length() / 1024 + 1; + } + + // Builds index and writes to disk (no index pointer escapes). + public static native void saveIndex(int[] ids, float[][] data, String indexPath, String[] algoParams, String spaceType); + + // Queries index (thread safe with other readers, blocked by write lock) + private static native KNNQueryResult[] queryIndex(long indexPointer, float[] query, int k); + + + // Loads index and returns pointer to index + private static native long init(String indexPath, String[] algoParams, String spaceType); + + // Deletes memory pointed to by index pointer (needs write lock) + private static native void gc(long indexPointer); + + private static native void initLibrary(); +} diff --git a/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/util/NmsLibVersion.java b/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/util/NmsLibVersion.java index 1ce2749c..5093b951 100644 --- a/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/util/NmsLibVersion.java +++ b/src/main/java/com/amazon/opendistroforelasticsearch/knn/index/util/NmsLibVersion.java @@ -25,6 +25,12 @@ public enum NmsLibVersion { public String indexLibraryVersion() { return "KNNIndexV2_0_6"; } + }, + VFaiss("Faiss") { + @Override + public String indexLibraryVersion() { + return "KNNIndexVFaiss"; + } }; public static final NmsLibVersion LATEST = V206; diff --git a/src/test/java/com/amazon/opendistroforelasticsearch/knn/index/KNNJNIFaissTests.java b/src/test/java/com/amazon/opendistroforelasticsearch/knn/index/KNNJNIFaissTests.java new file mode 100644 index 00000000..0b23df18 --- /dev/null +++ b/src/test/java/com/amazon/opendistroforelasticsearch/knn/index/KNNJNIFaissTests.java @@ -0,0 +1,177 @@ +package com.amazon.opendistroforelasticsearch.knn.index; + +import com.amazon.opendistroforelasticsearch.knn.KNNTestCase; + +import com.amazon.opendistroforelasticsearch.knn.index.faiss.KNNFIndex; +import org.apache.logging.log4j.LogManager; +import org.apache.logging.log4j.Logger; +import org.apache.lucene.store.Directory; +import org.apache.lucene.store.FSDirectory; +import org.apache.lucene.store.FilterDirectory; + +import java.nio.file.Paths; +import java.security.AccessController; +import java.security.PrivilegedAction; +import java.util.Arrays; +import java.util.Map; +import java.util.stream.Collectors; + +public class KNNJNIFaissTests extends KNNTestCase { + private static final Logger logger = LogManager.getLogger(KNNJNIFaissTests.class); + + public void testCreateFaissHnswIndex() throws Exception { + int[] docs = {0, 1, 2}; + + float[][] vectors = { + {1.0f, 2.0f, 3.0f, 4.0f}, + {5.0f, 6.0f, 7.0f, 8.0f}, + {9.0f, 10.0f, 11.0f, 12.0f} + }; + + Directory dir = newFSDirectory(createTempDir()); + String segmentName = "_dummy"; + String indexPath = Paths.get(((FSDirectory) (FilterDirectory.unwrap(dir))).getDirectory().toString(), + String.format("%s.faiss", segmentName)).toString(); + + String[] algoParams = {}; + AccessController.doPrivileged( + new PrivilegedAction() { + public Void run() { + KNNFIndex.saveIndex(docs, vectors, indexPath, algoParams, "l2"); + return null; + } + } + ); + + assertTrue(Arrays.asList(dir.listAll()).contains("_dummy.faiss")); + dir.close(); + } + + public void testQueryFaissHnswIndex() throws Exception { + int[] docs = {0, 1, 2}; + + float[][] vectors = { + {5.0f, 6.0f, 7.0f, 8.0f}, + {1.0f, 2.0f, 3.0f, 4.0f}, + {9.0f, 10.0f, 11.0f, 12.0f} + }; + + Directory dir = newFSDirectory(createTempDir()); + String segmentName = "_dummy1"; + String indexPath = Paths.get(((FSDirectory) (FilterDirectory.unwrap(dir))).getDirectory().toString(), + String.format("%s.hnsw", segmentName)).toString(); + + String[] algoParams = {}; + AccessController.doPrivileged( + new PrivilegedAction() { + public Void run() { + KNNFIndex.saveIndex(docs, vectors, indexPath, algoParams, "l2"); + return null; + } + } + ); + + assertTrue(Arrays.asList(dir.listAll()).contains("_dummy1.hnsw")); + + float[] queryVector = {1.0f, 1.0f, 1.0f, 1.0f}; + String[] algoQueryParams = {"efSearch=20"}; + + final KNNFIndex knnIndex = KNNFIndex.loadIndex(indexPath, algoQueryParams, "l2"); + final KNNQueryResult[] results = knnIndex.queryIndex(queryVector, 30); + + Map scores = Arrays.stream(results).collect( + Collectors.toMap(result -> result.getId(), result -> result.getScore())); + logger.info(scores); + + assertEquals(results.length, 3); + /* + * scores are evaluated using Euclidean distance. Distance of the documents with + * respect to query vector are as follows + * doc0 = 11.224972, doc1 = 3.7416575, doc2 = 19.131126 + * Nearest neighbor is doc1 then doc0 then doc2 + * Faiss Returns need Math.pow(dis,2) + */ + assertEquals(scores.get(0), Math.pow(11.224972,2), 0.1); + assertEquals(scores.get(1), Math.pow(3.7416575,2), 0.1); + assertEquals(scores.get(2), Math.pow(19.131126,2), 0.1); + dir.close(); + } + + public void testAssertExceptionFromJni() throws Exception { + + Directory dir = newFSDirectory(createTempDir()); + String segmentName = "_dummy1"; + String indexPath = Paths.get(((FSDirectory) (FilterDirectory.unwrap(dir))).getDirectory().toString(), + String.format("%s.hnsw", segmentName)).toString(); + /*** + * Trying to load index which did not exist. This results in Runtime Error in nmslib. + * Making sure c++ exceptions are casted to java Exception to avoid ES process crash + */ + expectThrows(Exception.class, () -> + AccessController.doPrivileged( + new PrivilegedAction() { + public Void run() { + KNNFIndex index = KNNFIndex.loadIndex(indexPath.toString(), new String[] {}, "l2"); + return null; + } + } + )); + dir.close(); + } + + public void testQueryHnswIndexWithValidAlgoParams() throws Exception { + int[] docs = {0, 1, 2}; + + float[][] vectors = { + {5.0f, 6.0f, 7.0f, 8.0f}, + {1.0f, 2.0f, 3.0f, 4.0f}, + {9.0f, 10.0f, 11.0f, 12.0f} + }; + + Directory dir = newFSDirectory(createTempDir()); + String indexPath = getIndexPath(dir); + + /** + * Passing valid algo params should not fail the graph construction. + */ + String[] algoIndexParams = {"HNSW40","efConstruction=200", "efSearch=100"}; + AccessController.doPrivileged( + new PrivilegedAction() { + public Void run() { + KNNFIndex.saveIndex(docs, vectors, indexPath, algoIndexParams, "l2"); + return null; + } + } + ); + + + assertTrue(Arrays.asList(dir.listAll()).contains("_dummy1.hnsw")); + + float[] queryVector = {1.0f, 1.0f, 1.0f, 1.0f}; + String[] algoQueryParams = {"efSearch=200"}; + + final KNNFIndex index = KNNFIndex.loadIndex(indexPath, algoQueryParams, "l2"); + final KNNQueryResult[] results = index.queryIndex(queryVector, 30); + + Map scores = Arrays.stream(results).collect( + Collectors.toMap(result -> result.getId(), result -> result.getScore())); + logger.info(scores); + + assertEquals(results.length, 3); + /* + * scores are evaluated using Euclidean distance. Distance of the documents with + * respect to query vector are as follows + * doc0 = 11.224972, doc1 = 3.7416575, doc2 = 19.131126 + * Nearest neighbor is doc1 then doc0 then doc2 + */ + assertEquals(scores.get(0), Math.pow(11.224972,2), 0.1); + assertEquals(scores.get(1), Math.pow(3.7416575,2), 0.1); + assertEquals(scores.get(2), Math.pow(19.131126,2), 0.1); + dir.close(); + } + private String getIndexPath(Directory dir ) { + String segmentName = "_dummy1"; + return Paths.get(((FSDirectory) (FilterDirectory.unwrap(dir))).getDirectory().toString(), + String.format("%s.hnsw", segmentName)).toString(); + } +} From 6066a658a8681a28216741c6614e7e2ae9ab4ac9 Mon Sep 17 00:00:00 2001 From: luyuncheng Date: Fri, 25 Dec 2020 15:28:13 +0800 Subject: [PATCH 02/46] 1. add submmodule faiss --- .gitmodules | 3 +++ jniFaiss/CMakeLists.txt | 14 +++++++++++--- jniFaiss/external/libfaiss.a | Bin 0 -> 30280952 bytes 3 files changed, 14 insertions(+), 3 deletions(-) create mode 100644 jniFaiss/external/libfaiss.a diff --git a/.gitmodules b/.gitmodules index 71cd5efb..d75d4218 100644 --- a/.gitmodules +++ b/.gitmodules @@ -1,3 +1,6 @@ [submodule "jni/external/nmslib"] path = jni/external/nmslib url = https://github.com/nmslib/nmslib.git +[submodule "jniFaiss/external/faiss"] + path = jniFaiss/external/faiss + url = https://github.com/facebookresearch/faiss diff --git a/jniFaiss/CMakeLists.txt b/jniFaiss/CMakeLists.txt index 867ee4d8..480238c3 100644 --- a/jniFaiss/CMakeLists.txt +++ b/jniFaiss/CMakeLists.txt @@ -30,9 +30,17 @@ set(KNN_PACKAGE_NAME opendistro-knnlib) # --- NMSLIB END --- # --- FAISS BEGIN --- -include_directories(${CMAKE_CURRENT_SOURCE_DIR}/external/faiss) -set(FIASSLIB ${CMAKE_CURRENT_SOURCE_DIR}/external/faiss/libfaiss.a) -set(FIASSLIBDIR ${CMAKE_CURRENT_SOURCE_DIR}/external/faiss) +# Check if faiss search exists +find_path(NMS_REPO_DIR NAMES faiss PATHS ${CMAKE_CURRENT_SOURCE_DIR}/external/faiss) + +# If not, pull the updated submodule +if (NOT EXISTS ${NMS_REPO_DIR}) + message(STATUS "Could not find faiss. Pulling updated submodule.") + execute_process(COMMAND git submodule update --init -- external/faiss WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}) +endif () + +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/external/faiss/) +set(FIASSLIB ${CMAKE_CURRENT_SOURCE_DIR}/external/libfaiss.a) set(CMAKE_CXX_STANDARD_REQUIRED ON) set(CMAKE_C_COMPILER "/usr/bin/gcc") diff --git a/jniFaiss/external/libfaiss.a b/jniFaiss/external/libfaiss.a new file mode 100644 index 0000000000000000000000000000000000000000..f86a1da8f5afaed20af2b99089ff0f3595481891 GIT binary patch literal 30280952 zcmdp<1$0$s8m>=pcPIslyT*V3#R(9c1h+$oKxm8@L0Y^x6pFhQcXxLw?hv%N7WcbP z-X}o93DU89@2pwtnfJ5*`(^KAJ4}ur-Ge;Zl}nP#u9&@T_7DHDD`D$Y!mgB^V~On9 zi`&{64!P}YZA&;hX3y^EP^yHj!R*;vCo!9gx;3p`#ks2K!+!#|noM<)noQv<5}4K` z5zl-tUN0mLaunOb-uU~cmwh#H*=?j}rVw)#6q~@345bI&P%xgW#>CB#A4b2IKLbOdpY>0?!K#gBq1;C1?20xyuCFqh(U!q?O< zgWkz}pV8mZM2gRtPP||o6U(_6jy*|A=``pEX{Fo3h&0j-VGeug{i(&Wa9S$q%L&Ei 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