mirror of https://github.com/milvus-io/milvus.git
fix conflicts
commit
35f1796355
|
@ -8,10 +8,14 @@ Please mark all change in change log and use the ticket from JIRA.
|
|||
- \#246 - Exclude src/external folder from code coverage for jenkin ci
|
||||
- \#248 - Reside src/external in thirdparty
|
||||
- \#316 - Some files not merged after vectors added
|
||||
- \#327 - Search does not use GPU when index type is FLAT
|
||||
- \#340 - Test cases run failed on 0.6.0
|
||||
- \#374 - sdk_simple return empty result
|
||||
|
||||
## Feature
|
||||
- \#12 - Pure CPU version for Milvus
|
||||
- \#77 - Support table partition
|
||||
- \#127 - Support new Index type IVFPQ
|
||||
- \#226 - Experimental shards middleware for Milvus
|
||||
- \#346 - Support build index with multiple gpu
|
||||
|
||||
|
@ -22,6 +26,7 @@ Please mark all change in change log and use the ticket from JIRA.
|
|||
- \#314 - add Find FAISS in CMake
|
||||
- \#310 - Add Q&A for 'protocol https not supported or disable in libcurl' issue
|
||||
- \#322 - Add option to enable / disable prometheus
|
||||
- \#358 - Add more information in build.sh and install.md
|
||||
|
||||
## Task
|
||||
|
||||
|
|
|
@ -33,22 +33,29 @@ pipeline {
|
|||
}
|
||||
|
||||
stages {
|
||||
stage("Ubuntu 18.04") {
|
||||
stage("Ubuntu 18.04 x86_64") {
|
||||
environment {
|
||||
OS_NAME = "ubuntu18.04"
|
||||
CPU_ARCH = "amd64"
|
||||
}
|
||||
|
||||
parallel {
|
||||
stage ("GPU Version") {
|
||||
environment {
|
||||
BINRARY_VERSION = "gpu"
|
||||
PACKAGE_VERSION = VersionNumber([
|
||||
versionNumberString : '${SEMVER}-${LOWER_BUILD_TYPE}-ubuntu18.04-x86_64-${BUILD_DATE_FORMATTED, "yyyyMMdd"}-${BUILDS_TODAY}'
|
||||
versionNumberString : '${SEMVER}-gpu-${OS_NAME}-${CPU_ARCH}-${LOWER_BUILD_TYPE}-${BUILD_DATE_FORMATTED, "yyyyMMdd"}-${BUILDS_TODAY}'
|
||||
]);
|
||||
DOCKER_VERSION = "${SEMVER}-${OS_NAME}-${LOWER_BUILD_TYPE}"
|
||||
DOCKER_VERSION = "${SEMVER}-gpu-${OS_NAME}-${LOWER_BUILD_TYPE}"
|
||||
}
|
||||
|
||||
stages {
|
||||
stage("Run Build") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label 'build'
|
||||
label "${BINRARY_VERSION}-build"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/milvus-build-env-pod.yaml'
|
||||
yamlFile 'ci/jenkins/pod/milvus-gpu-version-build-env-pod.yaml'
|
||||
}
|
||||
}
|
||||
|
||||
|
@ -86,7 +93,7 @@ pipeline {
|
|||
stage("Publish docker images") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label 'publish'
|
||||
label "${BINRARY_VERSION}-publish"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/docker-pod.yaml'
|
||||
}
|
||||
|
@ -108,7 +115,137 @@ pipeline {
|
|||
stage("Deploy to Development") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label 'dev-test'
|
||||
label "${BINRARY_VERSION}-dev-test"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/testEnvironment.yaml'
|
||||
}
|
||||
}
|
||||
|
||||
stages {
|
||||
stage("Deploy to Dev") {
|
||||
steps {
|
||||
container('milvus-test-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/deploySingle2Dev.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
stage("Dev Test") {
|
||||
steps {
|
||||
container('milvus-test-env') {
|
||||
script {
|
||||
boolean isNightlyTest = isTimeTriggeredBuild()
|
||||
if (isNightlyTest) {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/singleDevNightlyTest.groovy"
|
||||
} else {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/singleDevTest.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
stage ("Cleanup Dev") {
|
||||
steps {
|
||||
container('milvus-test-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/cleanupSingleDev.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
post {
|
||||
unsuccessful {
|
||||
container('milvus-test-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/cleanupSingleDev.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
stage ("CPU Version") {
|
||||
environment {
|
||||
BINRARY_VERSION = "cpu"
|
||||
PACKAGE_VERSION = VersionNumber([
|
||||
versionNumberString : '${SEMVER}-cpu-${OS_NAME}-${CPU_ARCH}-${LOWER_BUILD_TYPE}-${BUILD_DATE_FORMATTED, "yyyyMMdd"}-${BUILDS_TODAY}'
|
||||
]);
|
||||
DOCKER_VERSION = "${SEMVER}-cpu-${OS_NAME}-${LOWER_BUILD_TYPE}"
|
||||
}
|
||||
|
||||
stages {
|
||||
stage("Run Build") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label "${BINRARY_VERSION}-build"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/milvus-cpu-version-build-env-pod.yaml'
|
||||
}
|
||||
}
|
||||
|
||||
stages {
|
||||
stage('Build') {
|
||||
steps {
|
||||
container('milvus-build-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/build.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
stage('Code Coverage') {
|
||||
steps {
|
||||
container('milvus-build-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/coverage.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
stage('Upload Package') {
|
||||
steps {
|
||||
container('milvus-build-env') {
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/package.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
stage("Publish docker images") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label "${BINRARY_VERSION}-publish"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/docker-pod.yaml'
|
||||
}
|
||||
}
|
||||
|
||||
stages {
|
||||
stage('Publish') {
|
||||
steps {
|
||||
container('publish-images'){
|
||||
script {
|
||||
load "${env.WORKSPACE}/ci/jenkins/step/publishImages.groovy"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
stage("Deploy to Development") {
|
||||
agent {
|
||||
kubernetes {
|
||||
label "${BINRARY_VERSION}-dev-test"
|
||||
defaultContainer 'jnlp'
|
||||
yamlFile 'ci/jenkins/pod/testEnvironment.yaml'
|
||||
}
|
||||
|
@ -164,6 +301,8 @@ pipeline {
|
|||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
boolean isTimeTriggeredBuild() {
|
||||
if (currentBuild.getBuildCauses('hudson.triggers.TimerTrigger$TimerTriggerCause').size() != 0) {
|
||||
|
|
|
@ -0,0 +1,34 @@
|
|||
apiVersion: v1
|
||||
kind: Pod
|
||||
metadata:
|
||||
name: milvus-cpu-build-env
|
||||
labels:
|
||||
app: milvus
|
||||
componet: cpu-build-env
|
||||
spec:
|
||||
containers:
|
||||
- name: milvus-build-env
|
||||
image: registry.zilliz.com/milvus/milvus-cpu-build-env:v0.6.0-ubuntu18.04
|
||||
env:
|
||||
- name: POD_IP
|
||||
valueFrom:
|
||||
fieldRef:
|
||||
fieldPath: status.podIP
|
||||
command:
|
||||
- cat
|
||||
tty: true
|
||||
resources:
|
||||
limits:
|
||||
memory: "32Gi"
|
||||
cpu: "8.0"
|
||||
requests:
|
||||
memory: "16Gi"
|
||||
cpu: "4.0"
|
||||
- name: milvus-mysql
|
||||
image: mysql:5.6
|
||||
env:
|
||||
- name: MYSQL_ROOT_PASSWORD
|
||||
value: 123456
|
||||
ports:
|
||||
- containerPort: 3306
|
||||
name: mysql
|
|
@ -1,14 +1,14 @@
|
|||
apiVersion: v1
|
||||
kind: Pod
|
||||
metadata:
|
||||
name: milvus-build-env
|
||||
name: milvus-gpu-build-env
|
||||
labels:
|
||||
app: milvus
|
||||
componet: build-env
|
||||
componet: gpu-build-env
|
||||
spec:
|
||||
containers:
|
||||
- name: milvus-build-env
|
||||
image: registry.zilliz.com/milvus/milvus-build-env:v0.5.1-ubuntu18.04
|
||||
image: registry.zilliz.com/milvus/milvus-gpu-build-env:v0.6.0-ubuntu18.04
|
||||
env:
|
||||
- name: POD_IP
|
||||
valueFrom:
|
|
@ -1,8 +1,11 @@
|
|||
timeout(time: 60, unit: 'MINUTES') {
|
||||
dir ("ci/scripts") {
|
||||
withCredentials([usernamePassword(credentialsId: "${params.JFROG_CREDENTIALS_ID}", usernameVariable: 'USERNAME', passwordVariable: 'PASSWORD')]) {
|
||||
if ("${env.BINRARY_VERSION}" == "gpu") {
|
||||
sh "export JFROG_ARTFACTORY_URL='${params.JFROG_ARTFACTORY_URL}' && export JFROG_USER_NAME='${USERNAME}' && export JFROG_PASSWORD='${PASSWORD}' && ./build.sh -t ${params.BUILD_TYPE} -o /opt/milvus -l -g -j -u -c"
|
||||
} else {
|
||||
sh "export JFROG_ARTFACTORY_URL='${params.JFROG_ARTFACTORY_URL}' && export JFROG_USER_NAME='${USERNAME}' && export JFROG_PASSWORD='${PASSWORD}' && ./build.sh -t ${params.BUILD_TYPE} -o /opt/milvus -l -m -j -u -c"
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
|
|
@ -1,12 +1,12 @@
|
|||
try {
|
||||
def helmResult = sh script: "helm status ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu", returnStatus: true
|
||||
def helmResult = sh script: "helm status ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}", returnStatus: true
|
||||
if (!helmResult) {
|
||||
sh "helm del --purge ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu"
|
||||
sh "helm del --purge ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}"
|
||||
}
|
||||
} catch (exc) {
|
||||
def helmResult = sh script: "helm status ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu", returnStatus: true
|
||||
def helmResult = sh script: "helm status ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}", returnStatus: true
|
||||
if (!helmResult) {
|
||||
sh "helm del --purge ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu"
|
||||
sh "helm del --purge ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}"
|
||||
}
|
||||
throw exc
|
||||
}
|
||||
|
|
|
@ -1,9 +1,13 @@
|
|||
sh 'helm init --client-only --skip-refresh --stable-repo-url https://kubernetes.oss-cn-hangzhou.aliyuncs.com/charts'
|
||||
sh 'helm repo update'
|
||||
dir ('milvus-helm') {
|
||||
checkout([$class: 'GitSCM', branches: [[name: "0.5.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.5.0:refs/remotes/origin/0.5.0"]]])
|
||||
dir ("milvus-gpu") {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu -f ci/db_backend/sqlite_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
checkout([$class: 'GitSCM', branches: [[name: "0.6.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.6.0:refs/remotes/origin/0.6.0"]]])
|
||||
dir ("milvus") {
|
||||
if ("${env.BINRARY_VERSION}" == "gpu") {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f gpu_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
} else {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
|
|
@ -1,6 +1,6 @@
|
|||
container('publish-images') {
|
||||
timeout(time: 15, unit: 'MINUTES') {
|
||||
dir ("docker/deploy/${OS_NAME}") {
|
||||
dir ("docker/deploy/${env.BINRARY_VERSION}/${env.OS_NAME}") {
|
||||
def binaryPackage = "${PROJECT_NAME}-${PACKAGE_VERSION}.tar.gz"
|
||||
|
||||
withCredentials([usernamePassword(credentialsId: "${params.JFROG_CREDENTIALS_ID}", usernameVariable: 'JFROG_USERNAME', passwordVariable: 'JFROG_PASSWORD')]) {
|
||||
|
|
|
@ -1,22 +1,26 @@
|
|||
timeout(time: 90, unit: 'MINUTES') {
|
||||
dir ("tests/milvus_python_test") {
|
||||
sh 'python3 -m pip install -r requirements.txt'
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/sqlite\" --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu-milvus-gpu-engine.milvus.svc.cluster.local"
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/sqlite\" --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}-milvus-engine.milvus.svc.cluster.local"
|
||||
}
|
||||
// mysql database backend test
|
||||
load "${env.WORKSPACE}/ci/jenkins/jenkinsfile/cleanupSingleDev.groovy"
|
||||
|
||||
if (!fileExists('milvus-helm')) {
|
||||
dir ("milvus-helm") {
|
||||
checkout([$class: 'GitSCM', branches: [[name: "0.5.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.5.0:refs/remotes/origin/0.5.0"]]])
|
||||
checkout([$class: 'GitSCM', branches: [[name: "0.6.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.6.0:refs/remotes/origin/0.6.0"]]])
|
||||
}
|
||||
}
|
||||
dir ("milvus-helm") {
|
||||
dir ("milvus-gpu") {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
dir ("milvus") {
|
||||
if ("${env.BINRARY_VERSION}" == "gpu") {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f gpu_values.yaml -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
} else {
|
||||
sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
}
|
||||
}
|
||||
}
|
||||
dir ("tests/milvus_python_test") {
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/mysql\" --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu-milvus-gpu-engine.milvus.svc.cluster.local"
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/mysql\" --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}-milvus-engine.milvus.svc.cluster.local"
|
||||
}
|
||||
}
|
||||
|
|
|
@ -1,24 +1,27 @@
|
|||
timeout(time: 60, unit: 'MINUTES') {
|
||||
dir ("tests/milvus_python_test") {
|
||||
sh 'python3 -m pip install -r requirements.txt'
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/sqlite\" --level=1 --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu-milvus-gpu-engine.milvus.svc.cluster.local"
|
||||
sh "pytest . --alluredir=\"test_out/dev/single/sqlite\" --level=1 --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}-milvus-engine.milvus.svc.cluster.local"
|
||||
}
|
||||
|
||||
// mysql database backend test
|
||||
// load "${env.WORKSPACE}/ci/jenkins/jenkinsfile/cleanupSingleDev.groovy"
|
||||
|
||||
// Remove mysql-version tests: 10-28
|
||||
|
||||
// if (!fileExists('milvus-helm')) {
|
||||
// dir ("milvus-helm") {
|
||||
// checkout([$class: 'GitSCM', branches: [[name: "0.5.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.5.0:refs/remotes/origin/0.5.0"]]])
|
||||
// checkout([$class: 'GitSCM', branches: [[name: "0.6.0"]], userRemoteConfigs: [[url: "https://github.com/milvus-io/milvus-helm.git", name: 'origin', refspec: "+refs/heads/0.6.0:refs/remotes/origin/0.6.0"]]])
|
||||
// }
|
||||
// }
|
||||
// dir ("milvus-helm") {
|
||||
// dir ("milvus-gpu") {
|
||||
// sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
// dir ("milvus") {
|
||||
// if ("${env.BINRARY_VERSION}" == "gpu") {
|
||||
// sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f gpu_values.yaml -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
// } else {
|
||||
// sh "helm install --wait --timeout 300 --set engine.image.tag=${DOCKER_VERSION} --set expose.type=clusterIP --name ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION} -f ci/db_backend/mysql_values.yaml -f ci/filebeat/values.yaml --namespace milvus ."
|
||||
// }
|
||||
// }
|
||||
// }
|
||||
// dir ("tests/milvus_python_test") {
|
||||
// sh "pytest . --alluredir=\"test_out/dev/single/mysql\" --level=1 --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-gpu-milvus-gpu-engine.milvus.svc.cluster.local"
|
||||
// sh "pytest . --alluredir=\"test_out/dev/single/mysql\" --level=1 --ip ${env.PIPELINE_NAME}-${env.BUILD_NUMBER}-single-${env.BINRARY_VERSION}-milvus-engine.milvus.svc.cluster.local"
|
||||
// }
|
||||
}
|
||||
|
|
|
@ -18,8 +18,7 @@ FAISS_ROOT="" #FAISS root path
|
|||
FAISS_SOURCE="BUNDLED"
|
||||
WITH_PROMETHEUS="ON"
|
||||
|
||||
while getopts "p:d:t:f:ulrcgjhxzme" arg
|
||||
do
|
||||
while getopts "p:d:t:f:ulrcgjhxzme" arg; do
|
||||
case $arg in
|
||||
p)
|
||||
INSTALL_PREFIX=$OPTARG
|
||||
|
@ -35,8 +34,8 @@ do
|
|||
FAISS_SOURCE="AUTO"
|
||||
;;
|
||||
u)
|
||||
echo "Build and run unittest cases" ;
|
||||
BUILD_UNITTEST="ON";
|
||||
echo "Build and run unittest cases"
|
||||
BUILD_UNITTEST="ON"
|
||||
;;
|
||||
l)
|
||||
RUN_CPPLINT="ON"
|
||||
|
@ -75,7 +74,9 @@ parameter:
|
|||
-p: install prefix(default: $(pwd)/milvus)
|
||||
-d: db data path(default: /tmp/milvus)
|
||||
-t: build type(default: Debug)
|
||||
-f: faiss root path(default: empty)
|
||||
-f: FAISS root path(default: empty). The path should be an absolute path
|
||||
containing the pre-installed lib/ and include/ directory of FAISS. If they can't be found,
|
||||
we will build the original FAISS from source instead.
|
||||
-u: building unit test options(default: OFF)
|
||||
-l: run cpplint, clang-format and clang-tidy(default: OFF)
|
||||
-r: remove previous build directory(default: OFF)
|
||||
|
@ -84,7 +85,7 @@ parameter:
|
|||
-j: use jfrog cache build directory(default: OFF)
|
||||
-g: build GPU version(default: OFF)
|
||||
-m: build with MKL(default: OFF)
|
||||
-e: build without prometheus
|
||||
-e: build without prometheus(default: OFF)
|
||||
-h: help
|
||||
|
||||
usage:
|
||||
|
|
|
@ -179,9 +179,10 @@ DBImpl::PreloadTable(const std::string& table_id) {
|
|||
}
|
||||
|
||||
// get all table files from parent table
|
||||
meta::DatesT dates;
|
||||
std::vector<size_t> ids;
|
||||
meta::TableFilesSchema files_array;
|
||||
auto status = GetFilesToSearch(table_id, ids, files_array);
|
||||
auto status = GetFilesToSearch(table_id, ids, dates, files_array);
|
||||
if (!status.ok()) {
|
||||
return status;
|
||||
}
|
||||
|
@ -190,7 +191,7 @@ DBImpl::PreloadTable(const std::string& table_id) {
|
|||
std::vector<meta::TableSchema> partiton_array;
|
||||
status = meta_ptr_->ShowPartitions(table_id, partiton_array);
|
||||
for (auto& schema : partiton_array) {
|
||||
status = GetFilesToSearch(schema.table_id_, ids, files_array);
|
||||
status = GetFilesToSearch(schema.table_id_, ids, dates, files_array);
|
||||
}
|
||||
|
||||
int64_t size = 0;
|
||||
|
@ -304,6 +305,10 @@ DBImpl::InsertVectors(const std::string& table_id, const std::string& partition_
|
|||
if (!partition_tag.empty()) {
|
||||
std::string partition_name;
|
||||
status = meta_ptr_->GetPartitionName(table_id, partition_tag, target_table_name);
|
||||
if (!status.ok()) {
|
||||
ENGINE_LOG_ERROR << status.message();
|
||||
return status;
|
||||
}
|
||||
}
|
||||
|
||||
// insert vectors into target table
|
||||
|
@ -400,7 +405,7 @@ DBImpl::Query(const std::string& table_id, const std::vector<std::string>& parti
|
|||
if (partition_tags.empty()) {
|
||||
// no partition tag specified, means search in whole table
|
||||
// get all table files from parent table
|
||||
status = GetFilesToSearch(table_id, ids, files_array);
|
||||
status = GetFilesToSearch(table_id, ids, dates, files_array);
|
||||
if (!status.ok()) {
|
||||
return status;
|
||||
}
|
||||
|
@ -408,7 +413,7 @@ DBImpl::Query(const std::string& table_id, const std::vector<std::string>& parti
|
|||
std::vector<meta::TableSchema> partiton_array;
|
||||
status = meta_ptr_->ShowPartitions(table_id, partiton_array);
|
||||
for (auto& schema : partiton_array) {
|
||||
status = GetFilesToSearch(schema.table_id_, ids, files_array);
|
||||
status = GetFilesToSearch(schema.table_id_, ids, dates, files_array);
|
||||
}
|
||||
} else {
|
||||
// get files from specified partitions
|
||||
|
@ -416,7 +421,7 @@ DBImpl::Query(const std::string& table_id, const std::vector<std::string>& parti
|
|||
GetPartitionsByTags(table_id, partition_tags, partition_name_array);
|
||||
|
||||
for (auto& partition_name : partition_name_array) {
|
||||
status = GetFilesToSearch(partition_name, ids, files_array);
|
||||
status = GetFilesToSearch(partition_name, ids, dates, files_array);
|
||||
}
|
||||
}
|
||||
|
||||
|
@ -446,7 +451,7 @@ DBImpl::QueryByFileID(const std::string& table_id, const std::vector<std::string
|
|||
}
|
||||
|
||||
meta::TableFilesSchema files_array;
|
||||
auto status = GetFilesToSearch(table_id, ids, files_array);
|
||||
auto status = GetFilesToSearch(table_id, ids, dates, files_array);
|
||||
if (!status.ok()) {
|
||||
return status;
|
||||
}
|
||||
|
@ -829,9 +834,8 @@ DBImpl::BackgroundBuildIndex() {
|
|||
}
|
||||
|
||||
Status
|
||||
DBImpl::GetFilesToSearch(const std::string& table_id, const std::vector<size_t>& file_ids,
|
||||
DBImpl::GetFilesToSearch(const std::string& table_id, const std::vector<size_t>& file_ids, const meta::DatesT& dates,
|
||||
meta::TableFilesSchema& files) {
|
||||
meta::DatesT dates;
|
||||
meta::DatePartionedTableFilesSchema date_files;
|
||||
auto status = meta_ptr_->FilesToSearch(table_id, file_ids, dates, date_files);
|
||||
if (!status.ok()) {
|
||||
|
|
|
@ -153,7 +153,8 @@ class DBImpl : public DB {
|
|||
MemSerialize();
|
||||
|
||||
Status
|
||||
GetFilesToSearch(const std::string& table_id, const std::vector<size_t>& file_ids, meta::TableFilesSchema& files);
|
||||
GetFilesToSearch(const std::string& table_id, const std::vector<size_t>& file_ids, const meta::DatesT& dates,
|
||||
meta::TableFilesSchema& files);
|
||||
|
||||
Status
|
||||
GetPartitionsByTags(const std::string& table_id, const std::vector<std::string>& partition_tags,
|
||||
|
|
|
@ -26,6 +26,7 @@
|
|||
namespace milvus {
|
||||
namespace engine {
|
||||
|
||||
// TODO(linxj): replace with VecIndex::IndexType
|
||||
enum class EngineType {
|
||||
INVALID = 0,
|
||||
FAISS_IDMAP = 1,
|
||||
|
@ -33,7 +34,8 @@ enum class EngineType {
|
|||
FAISS_IVFSQ8,
|
||||
NSG_MIX,
|
||||
FAISS_IVFSQ8H,
|
||||
MAX_VALUE = FAISS_IVFSQ8H,
|
||||
FAISS_PQ,
|
||||
MAX_VALUE = FAISS_PQ,
|
||||
};
|
||||
|
||||
enum class MetricType {
|
||||
|
|
|
@ -116,6 +116,14 @@ ExecutionEngineImpl::CreatetVecIndex(EngineType type) {
|
|||
index = GetVecIndexFactory(IndexType::FAISS_IVFSQ8_HYBRID);
|
||||
break;
|
||||
}
|
||||
case EngineType::FAISS_PQ: {
|
||||
#ifdef MILVUS_CPU_VERSION
|
||||
index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_CPU);
|
||||
#else
|
||||
index = GetVecIndexFactory(IndexType::FAISS_IVFPQ_MIX);
|
||||
#endif
|
||||
break;
|
||||
}
|
||||
default: {
|
||||
ENGINE_LOG_ERROR << "Unsupported index type";
|
||||
return nullptr;
|
||||
|
|
|
@ -1321,7 +1321,8 @@ class RowRecord :
|
|||
void clear_vector_data();
|
||||
float vector_data(int index) const;
|
||||
void set_vector_data(int index, float value);
|
||||
void add_vector_data(float value);
|
||||
// void add_vector_data(float value);
|
||||
void add_vector_data(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end);
|
||||
const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >&
|
||||
vector_data() const;
|
||||
::PROTOBUF_NAMESPACE_ID::RepeatedField< float >*
|
||||
|
@ -1473,7 +1474,9 @@ class InsertParam :
|
|||
void clear_row_id_array();
|
||||
::PROTOBUF_NAMESPACE_ID::int64 row_id_array(int index) const;
|
||||
void set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
// void add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
void add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin,
|
||||
std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end);
|
||||
const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >&
|
||||
row_id_array() const;
|
||||
::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >*
|
||||
|
@ -2136,7 +2139,9 @@ class TopKQueryResult :
|
|||
void clear_ids();
|
||||
::PROTOBUF_NAMESPACE_ID::int64 ids(int index) const;
|
||||
void set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
// void add_ids(::PROTOBUF_NAMESPACE_ID::int64 value);
|
||||
void add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin,
|
||||
std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end);
|
||||
const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >&
|
||||
ids() const;
|
||||
::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >*
|
||||
|
@ -2147,7 +2152,8 @@ class TopKQueryResult :
|
|||
void clear_distances();
|
||||
float distances(int index) const;
|
||||
void set_distances(int index, float value);
|
||||
void add_distances(float value);
|
||||
// void add_distances(float value);
|
||||
void add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end);
|
||||
const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >&
|
||||
distances() const;
|
||||
::PROTOBUF_NAMESPACE_ID::RepeatedField< float >*
|
||||
|
@ -3922,8 +3928,13 @@ inline void RowRecord::set_vector_data(int index, float value) {
|
|||
vector_data_.Set(index, value);
|
||||
// @@protoc_insertion_point(field_set:milvus.grpc.RowRecord.vector_data)
|
||||
}
|
||||
inline void RowRecord::add_vector_data(float value) {
|
||||
vector_data_.Add(value);
|
||||
//inline void RowRecord::add_vector_data(float value) {
|
||||
// vector_data_.Add(value);
|
||||
// // @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data)
|
||||
//}
|
||||
inline void RowRecord::add_vector_data(std::vector<float>::const_iterator begin,
|
||||
std::vector<float>::const_iterator end) {
|
||||
vector_data_.Add(begin, end);
|
||||
// @@protoc_insertion_point(field_add:milvus.grpc.RowRecord.vector_data)
|
||||
}
|
||||
inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >&
|
||||
|
@ -4037,8 +4048,13 @@ inline void InsertParam::set_row_id_array(int index, ::PROTOBUF_NAMESPACE_ID::in
|
|||
row_id_array_.Set(index, value);
|
||||
// @@protoc_insertion_point(field_set:milvus.grpc.InsertParam.row_id_array)
|
||||
}
|
||||
inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) {
|
||||
row_id_array_.Add(value);
|
||||
//inline void InsertParam::add_row_id_array(::PROTOBUF_NAMESPACE_ID::int64 value) {
|
||||
// row_id_array_.Add(value);
|
||||
// // @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array)
|
||||
//}
|
||||
inline void InsertParam::add_row_id_array(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin,
|
||||
std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) {
|
||||
row_id_array_.Add(begin, end);
|
||||
// @@protoc_insertion_point(field_add:milvus.grpc.InsertParam.row_id_array)
|
||||
}
|
||||
inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >&
|
||||
|
@ -4588,8 +4604,13 @@ inline void TopKQueryResult::set_ids(int index, ::PROTOBUF_NAMESPACE_ID::int64 v
|
|||
ids_.Set(index, value);
|
||||
// @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.ids)
|
||||
}
|
||||
inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) {
|
||||
ids_.Add(value);
|
||||
//inline void TopKQueryResult::add_ids(::PROTOBUF_NAMESPACE_ID::int64 value) {
|
||||
// ids_.Add(value);
|
||||
// // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids)
|
||||
//}
|
||||
inline void TopKQueryResult::add_ids(std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator begin,
|
||||
std::vector<::PROTOBUF_NAMESPACE_ID::int64>::const_iterator end) {
|
||||
ids_.Add(begin,end);
|
||||
// @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.ids)
|
||||
}
|
||||
inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< ::PROTOBUF_NAMESPACE_ID::int64 >&
|
||||
|
@ -4618,8 +4639,12 @@ inline void TopKQueryResult::set_distances(int index, float value) {
|
|||
distances_.Set(index, value);
|
||||
// @@protoc_insertion_point(field_set:milvus.grpc.TopKQueryResult.distances)
|
||||
}
|
||||
inline void TopKQueryResult::add_distances(float value) {
|
||||
distances_.Add(value);
|
||||
//inline void TopKQueryResult::add_distances(float value) {
|
||||
// distances_.Add(value);
|
||||
// // @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances)
|
||||
//}
|
||||
inline void TopKQueryResult::add_distances(std::vector<float>::const_iterator begin, std::vector<float>::const_iterator end) {
|
||||
distances_.Add(begin, end);
|
||||
// @@protoc_insertion_point(field_add:milvus.grpc.TopKQueryResult.distances)
|
||||
}
|
||||
inline const ::PROTOBUF_NAMESPACE_ID::RepeatedField< float >&
|
||||
|
|
|
@ -39,17 +39,19 @@ GPUIVFPQ::Train(const DatasetPtr& dataset, const Config& config) {
|
|||
|
||||
GETTENSOR(dataset)
|
||||
|
||||
// TODO(linxj): set device here.
|
||||
// TODO(linxj): set gpu resource here.
|
||||
faiss::gpu::StandardGpuResources res;
|
||||
faiss::gpu::GpuIndexIVFPQ device_index(&res, dim, build_cfg->nlist, build_cfg->m, build_cfg->nbits,
|
||||
auto temp_resource = FaissGpuResourceMgr::GetInstance().GetRes(gpu_id_);
|
||||
if (temp_resource != nullptr) {
|
||||
ResScope rs(temp_resource, gpu_id_, true);
|
||||
auto device_index = new faiss::gpu::GpuIndexIVFPQ(temp_resource->faiss_res.get(), dim, build_cfg->nlist,
|
||||
build_cfg->m, build_cfg->nbits,
|
||||
GetMetricType(build_cfg->metric_type)); // IP not support
|
||||
device_index.train(rows, (float*)p_data);
|
||||
|
||||
device_index->train(rows, (float*)p_data);
|
||||
std::shared_ptr<faiss::Index> host_index = nullptr;
|
||||
host_index.reset(faiss::gpu::index_gpu_to_cpu(&device_index));
|
||||
|
||||
host_index.reset(faiss::gpu::index_gpu_to_cpu(device_index));
|
||||
return std::make_shared<IVFIndexModel>(host_index);
|
||||
} else {
|
||||
KNOWHERE_THROW_MSG("Build IVFSQ can't get gpu resource");
|
||||
}
|
||||
}
|
||||
|
||||
std::shared_ptr<faiss::IVFSearchParameters>
|
||||
|
@ -66,7 +68,14 @@ GPUIVFPQ::GenParams(const Config& config) {
|
|||
|
||||
VectorIndexPtr
|
||||
GPUIVFPQ::CopyGpuToCpu(const Config& config) {
|
||||
KNOWHERE_THROW_MSG("not support yet");
|
||||
std::lock_guard<std::mutex> lk(mutex_);
|
||||
|
||||
faiss::Index* device_index = index_.get();
|
||||
faiss::Index* host_index = faiss::gpu::index_gpu_to_cpu(device_index);
|
||||
|
||||
std::shared_ptr<faiss::Index> new_index;
|
||||
new_index.reset(host_index);
|
||||
return std::make_shared<IVFPQ>(new_index);
|
||||
}
|
||||
|
||||
} // namespace knowhere
|
||||
|
|
|
@ -18,6 +18,7 @@
|
|||
#pragma once
|
||||
|
||||
#include <memory>
|
||||
#include <utility>
|
||||
|
||||
#include "IndexGPUIVF.h"
|
||||
|
||||
|
@ -28,6 +29,10 @@ class GPUIVFPQ : public GPUIVF {
|
|||
explicit GPUIVFPQ(const int& device_id) : GPUIVF(device_id) {
|
||||
}
|
||||
|
||||
GPUIVFPQ(std::shared_ptr<faiss::Index> index, const int64_t& device_id, ResPtr& resource)
|
||||
: GPUIVF(std::move(index), device_id, resource) {
|
||||
}
|
||||
|
||||
IndexModelPtr
|
||||
Train(const DatasetPtr& dataset, const Config& config) override;
|
||||
|
||||
|
|
|
@ -17,11 +17,19 @@
|
|||
|
||||
#include <faiss/IndexFlat.h>
|
||||
#include <faiss/IndexIVFPQ.h>
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
#include <faiss/gpu/GpuCloner.h>
|
||||
#endif
|
||||
|
||||
#include <memory>
|
||||
#include <utility>
|
||||
|
||||
#include "knowhere/adapter/VectorAdapter.h"
|
||||
#include "knowhere/common/Exception.h"
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
#include "knowhere/index/vector_index/IndexGPUIVF.h"
|
||||
#include "knowhere/index/vector_index/IndexGPUIVFPQ.h"
|
||||
#endif
|
||||
#include "knowhere/index/vector_index/IndexIVFPQ.h"
|
||||
|
||||
namespace knowhere {
|
||||
|
@ -60,4 +68,22 @@ IVFPQ::Clone_impl(const std::shared_ptr<faiss::Index>& index) {
|
|||
return std::make_shared<IVFPQ>(index);
|
||||
}
|
||||
|
||||
VectorIndexPtr
|
||||
IVFPQ::CopyCpuToGpu(const int64_t& device_id, const Config& config) {
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
if (auto res = FaissGpuResourceMgr::GetInstance().GetRes(device_id)) {
|
||||
ResScope rs(res, device_id, false);
|
||||
auto gpu_index = faiss::gpu::index_cpu_to_gpu(res->faiss_res.get(), device_id, index_.get());
|
||||
|
||||
std::shared_ptr<faiss::Index> device_index;
|
||||
device_index.reset(gpu_index);
|
||||
return std::make_shared<GPUIVFPQ>(device_index, device_id, res);
|
||||
} else {
|
||||
KNOWHERE_THROW_MSG("CopyCpuToGpu Error, can't get gpu_resource");
|
||||
}
|
||||
#else
|
||||
KNOWHERE_THROW_MSG("Calling IVFPQ::CopyCpuToGpu when we are using CPU version");
|
||||
#endif
|
||||
}
|
||||
|
||||
} // namespace knowhere
|
||||
|
|
|
@ -34,6 +34,9 @@ class IVFPQ : public IVF {
|
|||
IndexModelPtr
|
||||
Train(const DatasetPtr& dataset, const Config& config) override;
|
||||
|
||||
VectorIndexPtr
|
||||
CopyCpuToGpu(const int64_t& device_id, const Config& config) override;
|
||||
|
||||
protected:
|
||||
std::shared_ptr<faiss::IVFSearchParameters>
|
||||
GenParams(const Config& config) override;
|
||||
|
|
|
@ -49,7 +49,7 @@ CopyCpuToGpu(const VectorIndexPtr& index, const int64_t& device_id, const Config
|
|||
if (auto cpu_index = std::dynamic_pointer_cast<IVFSQ>(index)) {
|
||||
return cpu_index->CopyCpuToGpu(device_id, config);
|
||||
} else if (auto cpu_index = std::dynamic_pointer_cast<IVFPQ>(index)) {
|
||||
KNOWHERE_THROW_MSG("IVFPQ not support transfer to gpu");
|
||||
return cpu_index->CopyCpuToGpu(device_id, config);
|
||||
} else if (auto cpu_index = std::dynamic_pointer_cast<IVF>(index)) {
|
||||
return cpu_index->CopyCpuToGpu(device_id, config);
|
||||
} else if (auto cpu_index = std::dynamic_pointer_cast<IDMAP>(index)) {
|
||||
|
|
|
@ -213,7 +213,7 @@ TEST_P(IVFTest, clone_test) {
|
|||
|
||||
{
|
||||
// copy from gpu to cpu
|
||||
std::vector<std::string> support_idx_vec{"GPUIVF", "GPUIVFSQ", "IVFSQHybrid"};
|
||||
std::vector<std::string> support_idx_vec{"GPUIVF", "GPUIVFSQ", "GPUIVFPQ", "IVFSQHybrid"};
|
||||
auto finder = std::find(support_idx_vec.cbegin(), support_idx_vec.cend(), index_type);
|
||||
if (finder != support_idx_vec.cend()) {
|
||||
EXPECT_NO_THROW({
|
||||
|
@ -238,7 +238,7 @@ TEST_P(IVFTest, clone_test) {
|
|||
|
||||
{
|
||||
// copy to gpu
|
||||
std::vector<std::string> support_idx_vec{"IVF", "GPUIVF", "IVFSQ", "GPUIVFSQ"};
|
||||
std::vector<std::string> support_idx_vec{"IVF", "GPUIVF", "IVFSQ", "GPUIVFSQ", "IVFPQ", "GPUIVFPQ"};
|
||||
auto finder = std::find(support_idx_vec.cbegin(), support_idx_vec.cend(), index_type);
|
||||
if (finder != support_idx_vec.cend()) {
|
||||
EXPECT_NO_THROW({
|
||||
|
|
|
@ -33,8 +33,7 @@ namespace milvus {
|
|||
namespace interface {
|
||||
|
||||
struct dumpable {
|
||||
virtual ~dumpable() {
|
||||
}
|
||||
virtual ~dumpable() = default;
|
||||
|
||||
virtual json
|
||||
Dump() const = 0;
|
||||
|
|
|
@ -34,9 +34,16 @@ BuildIndexPass::Run(const TaskPtr& task) {
|
|||
if (build_gpu_ids_.empty())
|
||||
return false;
|
||||
|
||||
ResourcePtr res_ptr = ResMgrInst::GetInstance()->GetResource(ResourceType::GPU, build_gpu_ids_[specified_gpu_id_]);
|
||||
ResourcePtr res_ptr;
|
||||
if (build_gpu_ids_[0] == server::CPU_DEVICE_ID && build_gpu_ids_.size() == 1) {
|
||||
res_ptr = ResMgrInst::GetInstance()->GetResource("cpu");
|
||||
auto label = std::make_shared<SpecResLabel>(std::weak_ptr<Resource>(res_ptr));
|
||||
task->label() = label;
|
||||
} else {
|
||||
res_ptr = ResMgrInst::GetInstance()->GetResource(ResourceType::GPU, build_gpu_ids_[specified_gpu_id_]);
|
||||
auto label = std::make_shared<SpecResLabel>(std::weak_ptr<Resource>(res_ptr));
|
||||
task->label() = label;
|
||||
}
|
||||
|
||||
specified_gpu_id_ = (specified_gpu_id_ + 1) % build_gpu_ids_.size();
|
||||
return true;
|
||||
|
|
|
@ -34,7 +34,8 @@ OnlyGPUPass::Run(const TaskPtr& task) {
|
|||
|
||||
auto search_task = std::static_pointer_cast<XSearchTask>(task);
|
||||
if (search_task->file_->engine_type_ != (int)engine::EngineType::FAISS_IVFSQ8 &&
|
||||
search_task->file_->engine_type_ != (int)engine::EngineType::FAISS_IVFFLAT) {
|
||||
search_task->file_->engine_type_ != (int)engine::EngineType::FAISS_IVFFLAT &&
|
||||
search_task->file_->engine_type_ != (int)engine::EngineType::FAISS_IDMAP) {
|
||||
return false;
|
||||
}
|
||||
|
||||
|
|
|
@ -32,13 +32,6 @@ UriCheck(const std::string& uri) {
|
|||
return (index != std::string::npos);
|
||||
}
|
||||
|
||||
void
|
||||
CopyRowRecord(::milvus::grpc::RowRecord* target, const RowRecord& src) {
|
||||
auto vector_data = target->mutable_vector_data();
|
||||
vector_data->Resize(static_cast<int>(src.data.size()), 0.0);
|
||||
memcpy(vector_data->mutable_data(), src.data.data(), src.data.size() * sizeof(float));
|
||||
}
|
||||
|
||||
Status
|
||||
ClientProxy::Connect(const ConnectParam& param) {
|
||||
std::string uri = param.ip_address + ":" + param.port;
|
||||
|
@ -196,17 +189,14 @@ ClientProxy::Insert(const std::string& table_name, const std::string& partition_
|
|||
|
||||
for (auto& record : record_array) {
|
||||
::milvus::grpc::RowRecord* grpc_record = insert_param.add_row_record_array();
|
||||
CopyRowRecord(grpc_record, record);
|
||||
grpc_record->add_vector_data(record.data.begin(), record.data.end());
|
||||
}
|
||||
|
||||
// Single thread
|
||||
::milvus::grpc::VectorIds vector_ids;
|
||||
if (!id_array.empty()) {
|
||||
/* set user's ids */
|
||||
auto row_ids = insert_param.mutable_row_id_array();
|
||||
row_ids->Reserve(static_cast<int>(id_array.size()));
|
||||
memcpy(row_ids->mutable_data(), id_array.data(), id_array.size() * sizeof(int64_t));
|
||||
|
||||
insert_param.add_row_id_array(id_array.begin(), id_array.end());
|
||||
client_ptr_->Insert(vector_ids, insert_param, status);
|
||||
} else {
|
||||
client_ptr_->Insert(vector_ids, insert_param, status);
|
||||
|
@ -236,7 +226,7 @@ ClientProxy::Search(const std::string& table_name, const std::vector<std::string
|
|||
}
|
||||
for (auto& record : query_record_array) {
|
||||
::milvus::grpc::RowRecord* row_record = search_param.add_query_record_array();
|
||||
CopyRowRecord(row_record, record);
|
||||
row_record->add_vector_data(record.data.begin(), record.data.end());
|
||||
}
|
||||
|
||||
// step 2: convert range array
|
||||
|
|
|
@ -762,6 +762,12 @@ Config::CheckResourceConfigIndexBuildDevice(const std::vector<std::string>& valu
|
|||
}
|
||||
}
|
||||
|
||||
if (value.size() > 1 && value[0] == "cpu") {
|
||||
std::string msg =
|
||||
"Invalid index build resource. "
|
||||
"Possible reason: resource_config.index_build_device does not support hybrid of cpu and gpux.";
|
||||
}
|
||||
|
||||
return Status::OK();
|
||||
}
|
||||
|
||||
|
|
|
@ -682,11 +682,8 @@ SearchTask::OnExecute() {
|
|||
|
||||
// step 7: construct result array
|
||||
topk_result_->set_row_num(record_count);
|
||||
topk_result_->mutable_ids()->Resize(static_cast<int>(result_ids.size()), 0);
|
||||
memcpy(topk_result_->mutable_ids()->mutable_data(), result_ids.data(), result_ids.size() * sizeof(int64_t));
|
||||
topk_result_->mutable_distances()->Resize(static_cast<int>(result_distances.size()), 0.0);
|
||||
memcpy(topk_result_->mutable_distances()->mutable_data(), result_distances.data(),
|
||||
result_distances.size() * sizeof(float));
|
||||
topk_result_->add_ids(result_ids.begin(), result_ids.end());
|
||||
topk_result_->add_distances(result_distances.begin(), result_distances.end());
|
||||
|
||||
// step 8: print time cost percent
|
||||
rc.RecordSection("construct result and send");
|
||||
|
|
|
@ -16,6 +16,7 @@
|
|||
// under the License.
|
||||
|
||||
#include "wrapper/ConfAdapter.h"
|
||||
#include "WrapperException.h"
|
||||
#include "knowhere/index/vector_index/helpers/IndexParameter.h"
|
||||
#include "utils/Log.h"
|
||||
|
||||
|
@ -76,7 +77,7 @@ IVFConfAdapter::MatchNlist(const int64_t& size, const int64_t& nlist) {
|
|||
if (size <= TYPICAL_COUNT / 16384 + 1) {
|
||||
// handle less row count, avoid nlist set to 0
|
||||
return 1;
|
||||
} else if (int(size / TYPICAL_COUNT) * nlist == 0) {
|
||||
} else if (int(size / TYPICAL_COUNT) * nlist <= 0) {
|
||||
// calculate a proper nlist if nlist not specified or size less than TYPICAL_COUNT
|
||||
return int(size / TYPICAL_COUNT * 16384);
|
||||
}
|
||||
|
@ -87,6 +88,10 @@ knowhere::Config
|
|||
IVFConfAdapter::MatchSearch(const TempMetaConf& metaconf, const IndexType& type) {
|
||||
auto conf = std::make_shared<knowhere::IVFCfg>();
|
||||
conf->k = metaconf.k;
|
||||
|
||||
if (metaconf.nprobe <= 0)
|
||||
conf->nprobe = 16; // hardcode here
|
||||
else
|
||||
conf->nprobe = metaconf.nprobe;
|
||||
|
||||
switch (type) {
|
||||
|
@ -123,11 +128,47 @@ IVFPQConfAdapter::Match(const TempMetaConf& metaconf) {
|
|||
conf->metric_type = metaconf.metric_type;
|
||||
conf->gpu_id = conf->gpu_id;
|
||||
conf->nbits = 8;
|
||||
conf->m = 8;
|
||||
|
||||
if (!(conf->d % 4))
|
||||
conf->m = conf->d / 4; // compression radio = 16
|
||||
else if (!(conf->d % 2))
|
||||
conf->m = conf->d / 2; // compression radio = 8
|
||||
else if (!(conf->d % 3))
|
||||
conf->m = conf->d / 3; // compression radio = 12
|
||||
else
|
||||
conf->m = conf->d; // same as SQ8, compression radio = 4
|
||||
|
||||
MatchBase(conf);
|
||||
return conf;
|
||||
}
|
||||
|
||||
knowhere::Config
|
||||
IVFPQConfAdapter::MatchSearch(const TempMetaConf& metaconf, const IndexType& type) {
|
||||
auto conf = std::make_shared<knowhere::IVFPQCfg>();
|
||||
conf->k = metaconf.k;
|
||||
|
||||
if (metaconf.nprobe <= 0) {
|
||||
WRAPPER_LOG_ERROR << "The nprobe of PQ is wrong!";
|
||||
throw WrapperException("The nprobe of PQ is wrong!");
|
||||
} else {
|
||||
conf->nprobe = metaconf.nprobe;
|
||||
}
|
||||
|
||||
return conf;
|
||||
}
|
||||
|
||||
int64_t
|
||||
IVFPQConfAdapter::MatchNlist(const int64_t& size, const int64_t& nlist) {
|
||||
if (size <= TYPICAL_COUNT / 16384 + 1) {
|
||||
// handle less row count, avoid nlist set to 0
|
||||
return 1;
|
||||
} else if (int(size / TYPICAL_COUNT) * nlist <= 0) {
|
||||
// calculate a proper nlist if nlist not specified or size less than TYPICAL_COUNT
|
||||
return int(size / TYPICAL_COUNT * 16384);
|
||||
}
|
||||
return nlist;
|
||||
}
|
||||
|
||||
knowhere::Config
|
||||
NSGConfAdapter::Match(const TempMetaConf& metaconf) {
|
||||
auto conf = std::make_shared<knowhere::NSGCfg>();
|
||||
|
@ -136,13 +177,14 @@ NSGConfAdapter::Match(const TempMetaConf& metaconf) {
|
|||
conf->metric_type = metaconf.metric_type;
|
||||
conf->gpu_id = conf->gpu_id;
|
||||
|
||||
double factor = metaconf.size / TYPICAL_COUNT;
|
||||
auto scale_factor = round(metaconf.dim / 128.0);
|
||||
scale_factor = scale_factor >= 4 ? 4 : scale_factor;
|
||||
conf->nprobe = 6 + 10 * scale_factor;
|
||||
conf->knng = 100 + 100 * scale_factor;
|
||||
conf->search_length = 40 + 5 * scale_factor;
|
||||
conf->out_degree = 50 + 5 * scale_factor;
|
||||
conf->candidate_pool_size = 200 + 100 * scale_factor;
|
||||
conf->nprobe = conf->nlist > 10000 ? conf->nlist * 0.02 : conf->nlist * 0.1;
|
||||
conf->knng = (100 + 100 * scale_factor) * factor;
|
||||
conf->search_length = (40 + 5 * scale_factor) * factor;
|
||||
conf->out_degree = (50 + 5 * scale_factor) * factor;
|
||||
conf->candidate_pool_size = (200 + 100 * scale_factor) * factor;
|
||||
MatchBase(conf);
|
||||
|
||||
// WRAPPER_LOG_DEBUG << "nlist: " << conf->nlist
|
||||
|
@ -156,6 +198,9 @@ NSGConfAdapter::MatchSearch(const TempMetaConf& metaconf, const IndexType& type)
|
|||
auto conf = std::make_shared<knowhere::NSGCfg>();
|
||||
conf->k = metaconf.k;
|
||||
conf->search_length = metaconf.search_length;
|
||||
if (metaconf.search_length == TEMPMETA_DEFAULT_VALUE) {
|
||||
conf->search_length = 30; // TODO(linxj): hardcode here.
|
||||
}
|
||||
return conf;
|
||||
}
|
||||
|
||||
|
|
|
@ -79,6 +79,13 @@ class IVFPQConfAdapter : public IVFConfAdapter {
|
|||
public:
|
||||
knowhere::Config
|
||||
Match(const TempMetaConf& metaconf) override;
|
||||
|
||||
knowhere::Config
|
||||
MatchSearch(const TempMetaConf& metaconf, const IndexType& type) override;
|
||||
|
||||
protected:
|
||||
static int64_t
|
||||
MatchNlist(const int64_t& size, const int64_t& nlist);
|
||||
};
|
||||
|
||||
class NSGConfAdapter : public IVFConfAdapter {
|
||||
|
|
|
@ -53,6 +53,7 @@ AdapterMgr::RegisterAdapter() {
|
|||
|
||||
REGISTER_CONF_ADAPTER(IVFPQConfAdapter, IndexType::FAISS_IVFPQ_CPU, ivfpq_cpu);
|
||||
REGISTER_CONF_ADAPTER(IVFPQConfAdapter, IndexType::FAISS_IVFPQ_GPU, ivfpq_gpu);
|
||||
REGISTER_CONF_ADAPTER(IVFPQConfAdapter, IndexType::FAISS_IVFPQ_MIX, ivfpq_mix);
|
||||
|
||||
REGISTER_CONF_ADAPTER(NSGConfAdapter, IndexType::NSG_MIX, nsg_mix);
|
||||
}
|
||||
|
|
|
@ -145,6 +145,10 @@ GetVecIndexFactory(const IndexType& type, const Config& cfg) {
|
|||
index = std::make_shared<knowhere::GPUIVFPQ>(gpu_device);
|
||||
break;
|
||||
}
|
||||
case IndexType::FAISS_IVFPQ_MIX: {
|
||||
index = std::make_shared<knowhere::GPUIVFPQ>(gpu_device);
|
||||
return std::make_shared<IVFMixIndex>(index, IndexType::FAISS_IVFPQ_MIX);
|
||||
}
|
||||
case IndexType::FAISS_IVFSQ8_MIX: {
|
||||
index = std::make_shared<knowhere::GPUIVFSQ>(gpu_device);
|
||||
return std::make_shared<IVFMixIndex>(index, IndexType::FAISS_IVFSQ8_MIX);
|
||||
|
@ -276,6 +280,10 @@ ConvertToCpuIndexType(const IndexType& type) {
|
|||
case IndexType::FAISS_IVFSQ8_MIX: {
|
||||
return IndexType::FAISS_IVFSQ8_CPU;
|
||||
}
|
||||
case IndexType::FAISS_IVFPQ_GPU:
|
||||
case IndexType::FAISS_IVFPQ_MIX: {
|
||||
return IndexType::FAISS_IVFPQ_CPU;
|
||||
}
|
||||
default: { return type; }
|
||||
}
|
||||
}
|
||||
|
@ -291,9 +299,12 @@ ConvertToGpuIndexType(const IndexType& type) {
|
|||
case IndexType::FAISS_IVFSQ8_CPU: {
|
||||
return IndexType::FAISS_IVFSQ8_GPU;
|
||||
}
|
||||
case IndexType::FAISS_IVFPQ_MIX:
|
||||
case IndexType::FAISS_IVFPQ_CPU: {
|
||||
return IndexType::FAISS_IVFPQ_GPU;
|
||||
}
|
||||
default: { return type; }
|
||||
}
|
||||
}
|
||||
|
||||
} // namespace engine
|
||||
} // namespace milvus
|
||||
|
|
|
@ -33,6 +33,7 @@ namespace engine {
|
|||
|
||||
using Config = knowhere::Config;
|
||||
|
||||
// TODO(linxj): replace with string, Do refactor serialization
|
||||
enum class IndexType {
|
||||
INVALID = 0,
|
||||
FAISS_IDMAP = 1,
|
||||
|
@ -47,6 +48,7 @@ enum class IndexType {
|
|||
FAISS_IVFSQ8_GPU,
|
||||
FAISS_IVFSQ8_HYBRID, // only support build on gpu.
|
||||
NSG_MIX,
|
||||
FAISS_IVFPQ_MIX,
|
||||
};
|
||||
|
||||
class VecIndex;
|
||||
|
|
|
@ -295,7 +295,7 @@ TEST_F(ConfigTest, SERVER_CONFIG_VALID_TEST) {
|
|||
std::vector<int64_t> device_ids;
|
||||
s = config.GetResourceConfigIndexBuildDevice(device_ids);
|
||||
ASSERT_TRUE(s.ok());
|
||||
ASSERT_TRUE(int32_val == resource_index_build_device);
|
||||
ASSERT_TRUE(device_ids[0] == resource_index_build_device);
|
||||
}
|
||||
|
||||
TEST_F(ConfigTest, SERVER_CONFIG_INVALID_TEST) {
|
||||
|
|
|
@ -29,33 +29,40 @@
|
|||
|
||||
INITIALIZE_EASYLOGGINGPP
|
||||
|
||||
using ::testing::Combine;
|
||||
using ::testing::TestWithParam;
|
||||
using ::testing::Values;
|
||||
using ::testing::Combine;
|
||||
|
||||
class KnowhereWrapperTest
|
||||
: public DataGenBase,
|
||||
public TestWithParam<::std::tuple<milvus::engine::IndexType, std::string, int, int, int, int>> {
|
||||
protected:
|
||||
void
|
||||
SetUp() override {
|
||||
void SetUp() override {
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
knowhere::FaissGpuResourceMgr::GetInstance().InitDevice(DEVICEID, PINMEM, TEMPMEM, RESNUM);
|
||||
#endif
|
||||
|
||||
std::string generator_type;
|
||||
std::tie(index_type, generator_type, dim, nb, nq, k) = GetParam();
|
||||
GenData(dim, nb, nq, xb, xq, ids, k, gt_ids, gt_dis);
|
||||
|
||||
milvus::engine::TempMetaConf tempconf;
|
||||
tempconf.metric_type = knowhere::METRICTYPE::L2;
|
||||
tempconf.gpu_id = DEVICEID;
|
||||
tempconf.size = nb;
|
||||
tempconf.dim = dim;
|
||||
tempconf.k = k;
|
||||
tempconf.nprobe = 16;
|
||||
|
||||
index_ = GetVecIndexFactory(index_type);
|
||||
conf = ParamGenerator::GetInstance().Gen(index_type);
|
||||
conf->k = k;
|
||||
conf->d = dim;
|
||||
conf->gpu_id = DEVICEID;
|
||||
conf = ParamGenerator::GetInstance().GenBuild(index_type, tempconf);
|
||||
searchconf = ParamGenerator::GetInstance().GenSearchConf(index_type, tempconf);
|
||||
|
||||
// conf->k = k;
|
||||
// conf->d = dim;
|
||||
// conf->gpu_id = DEVICEID;
|
||||
}
|
||||
|
||||
void
|
||||
TearDown() override {
|
||||
void TearDown() override {
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
knowhere::FaissGpuResourceMgr::GetInstance().Free();
|
||||
#endif
|
||||
|
@ -65,24 +72,27 @@ class KnowhereWrapperTest
|
|||
milvus::engine::IndexType index_type;
|
||||
milvus::engine::VecIndexPtr index_ = nullptr;
|
||||
knowhere::Config conf;
|
||||
knowhere::Config searchconf;
|
||||
};
|
||||
|
||||
INSTANTIATE_TEST_CASE_P(
|
||||
WrapperParam, KnowhereWrapperTest,
|
||||
INSTANTIATE_TEST_CASE_P(WrapperParam, KnowhereWrapperTest,
|
||||
Values(
|
||||
//["Index type", "Generator type", "dim", "nb", "nq", "k", "build config", "search config"]
|
||||
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFFLAT_GPU, "Default", DIM, NB, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFFLAT_MIX, "Default", 64, 100000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFFLAT_MIX, "Default", 64, 1000, 10, 10),
|
||||
// std::make_tuple(milvus::engine::IndexType::FAISS_IVFSQ8_GPU, "Default", DIM, NB,
|
||||
// 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFSQ8_GPU, "Default", DIM, NB, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFSQ8_MIX, "Default", DIM, NB, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFPQ_MIX, "Default", 64, 1000, 10, 10),
|
||||
|
||||
// std::make_tuple(IndexType::NSG_MIX, "Default", 128, 250000, 10, 10),
|
||||
#endif
|
||||
// std::make_tuple(IndexType::SPTAG_KDT_RNT_CPU, "Default", 128, 250000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IDMAP, "Default", 64, 100000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFFLAT_CPU, "Default", 64, 100000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IDMAP, "Default", 64, 1000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFFLAT_CPU, "Default", 64, 1000, 10, 10),
|
||||
std::make_tuple(milvus::engine::IndexType::FAISS_IVFSQ8_CPU, "Default", DIM, NB, 10, 10)));
|
||||
|
||||
TEST_P(KnowhereWrapperTest, BASE_TEST) {
|
||||
|
@ -93,12 +103,11 @@ TEST_P(KnowhereWrapperTest, BASE_TEST) {
|
|||
std::vector<float> res_dis(elems);
|
||||
|
||||
index_->BuildAll(nb, xb.data(), ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
AssertResult(res_ids, res_dis);
|
||||
}
|
||||
|
||||
#ifdef MILVUS_GPU_VERSION
|
||||
|
||||
TEST_P(KnowhereWrapperTest, TO_GPU_TEST) {
|
||||
EXPECT_EQ(index_->GetType(), index_type);
|
||||
|
||||
|
@ -107,13 +116,13 @@ TEST_P(KnowhereWrapperTest, TO_GPU_TEST) {
|
|||
std::vector<float> res_dis(elems);
|
||||
|
||||
index_->BuildAll(nb, xb.data(), ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
AssertResult(res_ids, res_dis);
|
||||
|
||||
{
|
||||
auto dev_idx = index_->CopyToGpu(DEVICEID);
|
||||
for (int i = 0; i < 10; ++i) {
|
||||
dev_idx->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
dev_idx->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
}
|
||||
AssertResult(res_ids, res_dis);
|
||||
}
|
||||
|
@ -125,7 +134,7 @@ TEST_P(KnowhereWrapperTest, TO_GPU_TEST) {
|
|||
|
||||
auto dev_idx = new_index->CopyToGpu(DEVICEID);
|
||||
for (int i = 0; i < 10; ++i) {
|
||||
dev_idx->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
dev_idx->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
}
|
||||
AssertResult(res_ids, res_dis);
|
||||
}
|
||||
|
@ -139,7 +148,7 @@ TEST_P(KnowhereWrapperTest, SERIALIZE_TEST) {
|
|||
std::vector<int64_t> res_ids(elems);
|
||||
std::vector<float> res_dis(elems);
|
||||
index_->BuildAll(nb, xb.data(), ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
index_->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
AssertResult(res_ids, res_dis);
|
||||
|
||||
{
|
||||
|
@ -152,7 +161,7 @@ TEST_P(KnowhereWrapperTest, SERIALIZE_TEST) {
|
|||
|
||||
std::vector<int64_t> res_ids(elems);
|
||||
std::vector<float> res_dis(elems);
|
||||
new_index->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
new_index->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
AssertResult(res_ids, res_dis);
|
||||
}
|
||||
|
||||
|
@ -166,7 +175,7 @@ TEST_P(KnowhereWrapperTest, SERIALIZE_TEST) {
|
|||
|
||||
std::vector<int64_t> res_ids(elems);
|
||||
std::vector<float> res_dis(elems);
|
||||
new_index->Search(nq, xq.data(), res_dis.data(), res_ids.data(), conf);
|
||||
new_index->Search(nq, xq.data(), res_dis.data(), res_ids.data(), searchconf);
|
||||
AssertResult(res_ids, res_dis);
|
||||
}
|
||||
}
|
||||
|
|
|
@ -15,18 +15,22 @@
|
|||
// specific language governing permissions and limitations
|
||||
// under the License.
|
||||
|
||||
|
||||
#pragma once
|
||||
|
||||
#include <gtest/gtest.h>
|
||||
#include <cstdio>
|
||||
#include <cstdlib>
|
||||
#include <fstream>
|
||||
#include <memory>
|
||||
#include <vector>
|
||||
#include <cstdlib>
|
||||
#include <cstdio>
|
||||
#include <fstream>
|
||||
|
||||
|
||||
#include "knowhere/index/vector_index/helpers/IndexParameter.h"
|
||||
#include "wrapper/VecIndex.h"
|
||||
#include "wrapper/utils.h"
|
||||
#include "knowhere/index/vector_index/helpers/IndexParameter.h"
|
||||
#include "wrapper/ConfAdapterMgr.h"
|
||||
#include "wrapper/ConfAdapter.h"
|
||||
|
||||
class DataGenBase;
|
||||
|
||||
|
@ -45,24 +49,26 @@ static const char* CONFIG_FILE = "/server_config.yaml";
|
|||
|
||||
class KnowhereTest : public ::testing::Test {
|
||||
protected:
|
||||
void
|
||||
SetUp() override;
|
||||
void
|
||||
TearDown() override;
|
||||
void SetUp() override;
|
||||
void TearDown() override;
|
||||
};
|
||||
|
||||
class DataGenBase {
|
||||
public:
|
||||
virtual void
|
||||
GenData(const int& dim, const int& nb, const int& nq, float* xb, float* xq, int64_t* ids, const int& k,
|
||||
int64_t* gt_ids, float* gt_dis);
|
||||
virtual void GenData(const int& dim, const int& nb, const int& nq, float* xb, float* xq, int64_t* ids,
|
||||
const int& k, int64_t* gt_ids, float* gt_dis);
|
||||
|
||||
virtual void
|
||||
GenData(const int& dim, const int& nb, const int& nq, std::vector<float>& xb, std::vector<float>& xq,
|
||||
std::vector<int64_t>& ids, const int& k, std::vector<int64_t>& gt_ids, std::vector<float>& gt_dis);
|
||||
virtual void GenData(const int& dim,
|
||||
const int& nb,
|
||||
const int& nq,
|
||||
std::vector<float>& xb,
|
||||
std::vector<float>& xq,
|
||||
std::vector<int64_t>& ids,
|
||||
const int& k,
|
||||
std::vector<int64_t>& gt_ids,
|
||||
std::vector<float>& gt_dis);
|
||||
|
||||
void
|
||||
AssertResult(const std::vector<int64_t>& ids, const std::vector<float>& dis);
|
||||
void AssertResult(const std::vector<int64_t>& ids, const std::vector<float>& dis);
|
||||
|
||||
int dim = DIM;
|
||||
int nb = NB;
|
||||
|
@ -79,14 +85,22 @@ class DataGenBase {
|
|||
|
||||
class ParamGenerator {
|
||||
public:
|
||||
static ParamGenerator&
|
||||
GetInstance() {
|
||||
static ParamGenerator& GetInstance() {
|
||||
static ParamGenerator instance;
|
||||
return instance;
|
||||
}
|
||||
|
||||
knowhere::Config
|
||||
Gen(const milvus::engine::IndexType& type) {
|
||||
knowhere::Config GenSearchConf(const milvus::engine::IndexType& type, const milvus::engine::TempMetaConf& conf) {
|
||||
auto adapter = milvus::engine::AdapterMgr::GetInstance().GetAdapter(type);
|
||||
return adapter->MatchSearch(conf, type);
|
||||
}
|
||||
|
||||
knowhere::Config GenBuild(const milvus::engine::IndexType& type, const milvus::engine::TempMetaConf& conf) {
|
||||
auto adapter = milvus::engine::AdapterMgr::GetInstance().GetAdapter(type);
|
||||
return adapter->Match(conf);
|
||||
}
|
||||
|
||||
knowhere::Config Gen(const milvus::engine::IndexType& type) {
|
||||
switch (type) {
|
||||
case milvus::engine::IndexType::FAISS_IDMAP: {
|
||||
auto tempconf = std::make_shared<knowhere::Cfg>();
|
||||
|
@ -113,34 +127,37 @@ class ParamGenerator {
|
|||
tempconf->metric_type = knowhere::METRICTYPE::L2;
|
||||
return tempconf;
|
||||
}
|
||||
// case milvus::engine::IndexType::FAISS_IVFPQ_CPU:
|
||||
// case milvus::engine::IndexType::FAISS_IVFPQ_GPU: {
|
||||
// auto tempconf = std::make_shared<knowhere::IVFPQCfg>();
|
||||
// tempconf->nlist = 100;
|
||||
// tempconf->nprobe = 16;
|
||||
// tempconf->nbits = 8;
|
||||
// tempconf->m = 8;
|
||||
// tempconf->metric_type = knowhere::METRICTYPE::L2;
|
||||
// return tempconf;
|
||||
// }
|
||||
// case milvus::engine::IndexType::NSG_MIX: {
|
||||
// auto tempconf = std::make_shared<knowhere::NSGCfg>();
|
||||
// tempconf->nlist = 100;
|
||||
// tempconf->nprobe = 16;
|
||||
// tempconf->search_length = 8;
|
||||
// tempconf->knng = 200;
|
||||
// tempconf->search_length = 40; // TODO(linxj): be 20 when search
|
||||
// tempconf->out_degree = 60;
|
||||
// tempconf->candidate_pool_size = 200;
|
||||
// tempconf->metric_type = knowhere::METRICTYPE::L2;
|
||||
// return tempconf;
|
||||
// }
|
||||
case milvus::engine::IndexType::FAISS_IVFPQ_CPU:
|
||||
case milvus::engine::IndexType::FAISS_IVFPQ_GPU:
|
||||
case milvus::engine::IndexType::FAISS_IVFPQ_MIX: {
|
||||
auto tempconf = std::make_shared<knowhere::IVFPQCfg>();
|
||||
tempconf->nlist = 100;
|
||||
tempconf->nprobe = 16;
|
||||
tempconf->nbits = 8;
|
||||
tempconf->m = 8;
|
||||
tempconf->metric_type = knowhere::METRICTYPE::L2;
|
||||
return tempconf;
|
||||
}
|
||||
case milvus::engine::IndexType::NSG_MIX: {
|
||||
auto tempconf = std::make_shared<knowhere::NSGCfg>();
|
||||
tempconf->nlist = 100;
|
||||
tempconf->nprobe = 16;
|
||||
tempconf->search_length = 8;
|
||||
tempconf->knng = 200;
|
||||
tempconf->search_length = 40; // TODO(linxj): be 20 when search
|
||||
tempconf->out_degree = 60;
|
||||
tempconf->candidate_pool_size = 200;
|
||||
tempconf->metric_type = knowhere::METRICTYPE::L2;
|
||||
return tempconf;
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
|
||||
//class SanityCheck : public DataGenBase {
|
||||
// public:
|
||||
// void GenData(const int &dim, const int &nb, const int &nq, float *xb, float *xq, long *ids,
|
||||
// const int &k, long *gt_ids, float *gt_dis) override;
|
||||
//};
|
||||
|
||||
|
|
|
@ -0,0 +1,29 @@
|
|||
FROM ubuntu:16.04
|
||||
|
||||
ENV DEBIAN_FRONTEND noninteractive
|
||||
|
||||
RUN apt-get update && apt-get install -y --no-install-recommends wget ca-certificates gnupg2 apt-transport-https && \
|
||||
wget -P /tmp https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB && \
|
||||
apt-key add /tmp/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB && \
|
||||
sh -c 'echo deb https://apt.repos.intel.com/mkl all main > /etc/apt/sources.list.d/intel-mkl.list' && \
|
||||
wget -qO- "https://cmake.org/files/v3.14/cmake-3.14.3-Linux-x86_64.tar.gz" | tar --strip-components=1 -xz -C /usr/local && \
|
||||
apt-get update && apt-get install -y --no-install-recommends \
|
||||
g++ git gfortran lsb-core \
|
||||
libboost-serialization-dev libboost-filesystem-dev libboost-system-dev libboost-regex-dev \
|
||||
curl libtool automake libssl-dev pkg-config libcurl4-openssl-dev python3-pip \
|
||||
clang-format-6.0 clang-tidy-6.0 \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so \
|
||||
/usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.5.281/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
|
||||
COPY docker-entrypoint.sh /app/docker-entrypoint.sh
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/app/docker-entrypoint.sh" ]
|
||||
CMD [ "start" ]
|
|
@ -0,0 +1,29 @@
|
|||
FROM ubuntu:18.04
|
||||
|
||||
ENV DEBIAN_FRONTEND noninteractive
|
||||
|
||||
RUN apt-get update && apt-get install -y --no-install-recommends wget ca-certificates gnupg2 && \
|
||||
wget -P /tmp https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB && \
|
||||
apt-key add /tmp/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB && \
|
||||
sh -c 'echo deb https://apt.repos.intel.com/mkl all main > /etc/apt/sources.list.d/intel-mkl.list' && \
|
||||
wget -qO- "https://cmake.org/files/v3.14/cmake-3.14.3-Linux-x86_64.tar.gz" | tar --strip-components=1 -xz -C /usr/local && \
|
||||
apt-get update && apt-get install -y --no-install-recommends \
|
||||
g++ git gfortran lsb-core \
|
||||
libboost-serialization-dev libboost-filesystem-dev libboost-system-dev libboost-regex-dev \
|
||||
curl libtool automake libssl-dev pkg-config libcurl4-openssl-dev python3-pip \
|
||||
clang-format-6.0 clang-tidy-6.0 \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so \
|
||||
/usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.5.281/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
|
||||
COPY docker-entrypoint.sh /app/docker-entrypoint.sh
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/app/docker-entrypoint.sh" ]
|
||||
CMD [ "start" ]
|
|
@ -11,15 +11,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget && \
|
|||
git flex bison gfortran lsb-core \
|
||||
curl libtool automake libboost1.58-all-dev libssl-dev pkg-config libcurl4-openssl-dev python3-pip \
|
||||
clang-format-6.0 clang-tidy-6.0 \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.4-243 intel-mkl-core-2019.4-243 && \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.4.243/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.5.281/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
|
||||
COPY docker-entrypoint.sh /app/docker-entrypoint.sh
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/app/docker-entrypoint.sh" ]
|
||||
CMD [ "start" ]
|
||||
|
|
@ -0,0 +1,10 @@
|
|||
#!/bin/bash
|
||||
|
||||
set -e
|
||||
|
||||
if [ "$1" = 'start' ]; then
|
||||
tail -f /dev/null
|
||||
fi
|
||||
|
||||
exec "$@"
|
||||
|
|
@ -11,15 +11,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget && \
|
|||
git flex bison gfortran lsb-core \
|
||||
curl libtool automake libboost-all-dev libssl-dev pkg-config libcurl4-openssl-dev python3-pip \
|
||||
clang-format-6.0 clang-tidy-6.0 \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.4-243 intel-mkl-core-2019.4-243 && \
|
||||
lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.4.243/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
RUN sh -c 'echo export LD_LIBRARY_PATH=/opt/intel/compilers_and_libraries_2019.5.281/linux/mkl/lib/intel64:\$LD_LIBRARY_PATH > /etc/profile.d/mkl.sh'
|
||||
|
||||
COPY docker-entrypoint.sh /app/docker-entrypoint.sh
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/app/docker-entrypoint.sh" ]
|
||||
CMD [ "start" ]
|
||||
|
|
@ -0,0 +1,10 @@
|
|||
#!/bin/bash
|
||||
|
||||
set -e
|
||||
|
||||
if [ "$1" = 'start' ]; then
|
||||
tail -f /dev/null
|
||||
fi
|
||||
|
||||
exec "$@"
|
||||
|
|
@ -0,0 +1,20 @@
|
|||
FROM ubuntu:16.04
|
||||
|
||||
RUN apt-get update && apt-get install -y --no-install-recommends \
|
||||
gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
COPY ./docker-entrypoint.sh /opt
|
||||
COPY ./milvus /opt/milvus
|
||||
ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/milvus/lib"
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/opt/docker-entrypoint.sh" ]
|
||||
|
||||
CMD [ "start" ]
|
||||
|
||||
EXPOSE 19530
|
|
@ -7,4 +7,3 @@ if [ "$1" == 'start' ]; then
|
|||
fi
|
||||
|
||||
exec "$@"
|
||||
|
|
@ -0,0 +1,21 @@
|
|||
FROM ubuntu:18.04
|
||||
|
||||
RUN apt-get update && apt-get install -y --no-install-recommends \
|
||||
gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
|
||||
apt-get remove --purge -y && \
|
||||
rm -rf /var/lib/apt/lists/*
|
||||
|
||||
RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
|
||||
|
||||
COPY ./docker-entrypoint.sh /opt
|
||||
COPY ./milvus /opt/milvus
|
||||
ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/milvus/lib"
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/opt/docker-entrypoint.sh" ]
|
||||
|
||||
CMD [ "start" ]
|
||||
|
||||
EXPOSE 19530
|
||||
|
|
@ -7,4 +7,3 @@ if [ "$1" == 'start' ]; then
|
|||
fi
|
||||
|
||||
exec "$@"
|
||||
|
|
@ -15,6 +15,8 @@ COPY ./docker-entrypoint.sh /opt
|
|||
COPY ./milvus /opt/milvus
|
||||
ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/milvus/lib"
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/opt/docker-entrypoint.sh" ]
|
||||
|
||||
CMD [ "start" ]
|
|
@ -0,0 +1,9 @@
|
|||
#!/bin/bash
|
||||
|
||||
set -e
|
||||
|
||||
if [ "$1" == 'start' ]; then
|
||||
cd /opt/milvus/scripts && ./start_server.sh
|
||||
fi
|
||||
|
||||
exec "$@"
|
|
@ -15,6 +15,8 @@ COPY ./docker-entrypoint.sh /opt
|
|||
COPY ./milvus /opt/milvus
|
||||
ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/milvus/lib"
|
||||
|
||||
WORKDIR /opt/milvus
|
||||
|
||||
ENTRYPOINT [ "/opt/docker-entrypoint.sh" ]
|
||||
|
||||
CMD [ "start" ]
|
|
@ -0,0 +1,9 @@
|
|||
#!/bin/bash
|
||||
|
||||
set -e
|
||||
|
||||
if [ "$1" == 'start' ]; then
|
||||
cd /opt/milvus/scripts && ./start_server.sh
|
||||
fi
|
||||
|
||||
exec "$@"
|
13
install.md
13
install.md
|
@ -29,10 +29,15 @@ $ ./build.sh -t Release
|
|||
```
|
||||
|
||||
By default, it will build CPU version. To build GPU version, add `-g` option
|
||||
```
|
||||
```shell
|
||||
$ ./build.sh -g
|
||||
```
|
||||
|
||||
If you want to know the complete build options, run
|
||||
```shell
|
||||
$./build.sh -h
|
||||
```
|
||||
|
||||
When the build is completed, all the stuff that you need in order to run Milvus will be installed under `[Milvus root path]/core/milvus`.
|
||||
|
||||
## Launch Milvus server
|
||||
|
@ -43,13 +48,13 @@ $ cd [Milvus root path]/core/milvus
|
|||
|
||||
Add `lib/` directory to `LD_LIBRARY_PATH`
|
||||
|
||||
```
|
||||
```shell
|
||||
$ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:[Milvus root path]/core/milvus/lib
|
||||
```
|
||||
|
||||
Then start Milvus server:
|
||||
|
||||
```
|
||||
```shell
|
||||
$ cd scripts
|
||||
$ ./start_server.sh
|
||||
```
|
||||
|
@ -65,7 +70,7 @@ $ ./stop_server.sh
|
|||
`protocol https not supported or disabled in libcurl`.
|
||||
First, make sure you have `libcurl4-openssl-dev` installed in your system.
|
||||
Then try reinstall CMake from source with `--system-curl` option:
|
||||
```
|
||||
```shell
|
||||
$ ./bootstrap --system-curl
|
||||
$ make
|
||||
$ sudo make install
|
||||
|
|
|
@ -42,16 +42,22 @@ def connect(request):
|
|||
port = request.config.getoption("--port")
|
||||
milvus = Milvus()
|
||||
try:
|
||||
milvus.connect(host=ip, port=port)
|
||||
except:
|
||||
status = milvus.connect(host=ip, port=port)
|
||||
logging.getLogger().info(status)
|
||||
if not status.OK():
|
||||
# try again
|
||||
logging.getLogger().info("------------------------------------")
|
||||
logging.getLogger().info("Try to connect again")
|
||||
logging.getLogger().info("------------------------------------")
|
||||
res = milvus.connect(host=ip, port=port)
|
||||
except Exception as e:
|
||||
logging.getLogger().error(str(e))
|
||||
pytest.exit("Milvus server can not connected, exit pytest ...")
|
||||
|
||||
def fin():
|
||||
try:
|
||||
milvus.disconnect()
|
||||
except:
|
||||
pass
|
||||
|
||||
request.addfinalizer(fin)
|
||||
return milvus
|
||||
|
||||
|
|
|
@ -249,8 +249,8 @@ class TestConnect:
|
|||
'''
|
||||
milvus = Milvus()
|
||||
uri_value = "tcp://%s:19540" % args["ip"]
|
||||
with pytest.raises(Exception) as e:
|
||||
milvus.connect(host=args["ip"], port="", uri=uri_value)
|
||||
assert milvus.connected()
|
||||
|
||||
def test_connect_param_priority_uri(self, args):
|
||||
'''
|
||||
|
|
Loading…
Reference in New Issue