Use openblas / lapack from apt install (#739)

* remove build openblas/lapack and use find_package * update ubuntu_build_deps.sh * update build image * update build image * update CHANGELOG * trigger ci * update image * update centos build envvironment image on Jenkins CI * trigger ci

Use openblas / lapack from apt install (#739)
* remove build openblas/lapack and use find_package * update ubuntu_build_deps.sh * update build image * update build image * update CHANGELOG * trigger ci * update image * update centos build envvironment image on Jenkins CI * trigger ci
8e3b4ccd · Zhiru Zhu · Jin Hai · 7572329c · 8e3b4ccd · 8e3b4ccd
25 changed file
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,7 @@ Please mark all change in change log and use the issue from GitHub
 - \#759 - Put C++ sdk out of milvus/core

 ## Improvement
+- \#738 - Use Openblas / lapack from apt install
 - \#758 - Enhance config description

 ## Task

--- a/ci/docker/centos-7-core.dockerfile
+++ b/ci/docker/centos-7-core.dockerfile
@@ -8,7 +8,8 @@ SHELL ["/bin/bash", "-o", "pipefail", "-c"]
 RUN yum install -y epel-release centos-release-scl-rh && yum install -y wget curl which && \
    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 && \
    yum install -y ccache make automake git python3-pip libcurl-devel python3-devel boost-static mysql-devel \
-    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra mysql lcov \
+    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra \
+    mysql lcov openblas-devel lapack-devel \
    && \
    rm -rf /var/cache/yum/*


--- a/ci/jenkins/pod/milvus-cpu-version-centos7-build-env-pod.yaml
+++ b/ci/jenkins/pod/milvus-cpu-version-centos7-build-env-pod.yaml
@@ -9,6 +9,7 @@ spec:
  containers:
  - name: milvus-cpu-build-env
    image: registry.zilliz.com/milvus/milvus-cpu-build-env:v0.7.0-centos7
+    imagePullPolicy: Always
    env:
    - name: POD_IP
      valueFrom:

--- a/ci/jenkins/pod/milvus-gpu-version-centos7-build-env-pod.yaml
+++ b/ci/jenkins/pod/milvus-gpu-version-centos7-build-env-pod.yaml
@@ -9,6 +9,7 @@ spec:
  containers:
  - name: milvus-gpu-build-env
    image: registry.zilliz.com/milvus/milvus-gpu-build-env:v0.7.0-centos7
+    imagePullPolicy: Always
    env:
    - name: POD_IP
      valueFrom:

--- a/core/centos7_build_deps.sh
+++ b/core/centos7_build_deps.sh
@@ -3,7 +3,8 @@
 sudo yum install -y epel-release centos-release-scl-rh && sudo yum install -y wget curl which && \
 sudo wget -qO- "https://cmake.org/files/v3.14/cmake-3.14.3-Linux-x86_64.tar.gz" | sudo tar --strip-components=1 -xz -C /usr/local && \
 sudo yum install -y ccache make automake git python3-pip libcurl-devel python3-devel boost-static mysql-devel \
-devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra lcov
+devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra lcov \
+openblas-devel lapack-devel

 echo "source scl_source enable devtoolset-7" | sudo tee -a /etc/profile.d/devtoolset-7.sh
 echo "source scl_source enable llvm-toolset-7.0" | sudo tee -a /etc/profile.d/llvm-toolset-7.sh

--- a/core/src/index/cmake/DefineOptionsCore.cmake
+++ b/core/src/index/cmake/DefineOptionsCore.cmake
@@ -75,8 +75,6 @@ define_option(KNOWHERE_BOOST_HEADER_ONLY "Use only BOOST headers" OFF)

 define_option(KNOWHERE_WITH_ARROW "Build with ARROW" ON)

-define_option(KNOWHERE_WITH_LAPACK "Build with LAPACK library" ON)
-
 define_option(KNOWHERE_WITH_FAISS "Build with FAISS library" ON)

 define_option(KNOWHERE_WITH_FAISS_GPU_VERSION "Build with FAISS GPU version" ON)

--- a/core/src/index/cmake/FindFAISS.cmake
+++ b/core/src/index/cmake/FindFAISS.cmake
@@ -38,7 +38,7 @@ if (FAISS_FOUND)
            set_target_properties(
                    faiss
                    PROPERTIES
-                    INTERFACE_LINK_LIBRARIES "openblas;lapack")
+                    INTERFACE_LINK_LIBRARIES ${BLAS_LIBRARIES} ${LAPACK_LIBRARIES})
        endif ()
    endif ()
 endif ()
--- a/core/src/index/cmake/ThirdPartyPackagesCore.cmake
+++ b/core/src/index/cmake/ThirdPartyPackagesCore.cmake
@@ -19,8 +19,6 @@ set(KNOWHERE_THIRDPARTY_DEPENDENCIES
        Arrow
        FAISS
        GTest
-        LAPACK
-        OpenBLAS
        MKL
        )

@@ -36,12 +34,8 @@ endforeach ()
 macro(build_dependency DEPENDENCY_NAME)
    if ("${DEPENDENCY_NAME}" STREQUAL "Arrow")
        build_arrow()
-    elseif ("${DEPENDENCY_NAME}" STREQUAL "LAPACK")
-        build_lapack()
    elseif ("${DEPENDENCY_NAME}" STREQUAL "GTest")
        build_gtest()
-    elseif ("${DEPENDENCY_NAME}" STREQUAL "OpenBLAS")
-        build_openblas()
    elseif ("${DEPENDENCY_NAME}" STREQUAL "FAISS")
        build_faiss()
    elseif ("${DEPENDENCY_NAME}" STREQUAL "MKL")
@@ -248,21 +242,6 @@ else ()
 endif ()
 set(GTEST_MD5 "2e6fbeb6a91310a16efe181886c59596")

-if (DEFINED ENV{KNOWHERE_LAPACK_URL})
-    set(LAPACK_SOURCE_URL "$ENV{KNOWHERE_LAPACK_URL}")
-else ()
-    set(LAPACK_SOURCE_URL "https://github.com/Reference-LAPACK/lapack/archive/${LAPACK_VERSION}.tar.gz")
-endif ()
-set(LAPACK_MD5 "96591affdbf58c450d45c1daa540dbd2")
-
-if (DEFINED ENV{KNOWHERE_OPENBLAS_URL})
-    set(OPENBLAS_SOURCE_URL "$ENV{KNOWHERE_OPENBLAS_URL}")
-else ()
-    set(OPENBLAS_SOURCE_URL
-            "https://github.com/xianyi/OpenBLAS/archive/${OPENBLAS_VERSION}.tar.gz")
-endif ()
-set(OPENBLAS_MD5 "8a110a25b819a4b94e8a9580702b6495")
-
 # ----------------------------------------------------------------------
 # ARROW
 set(ARROW_PREFIX "${INDEX_BINARY_DIR}/arrow_ep-prefix/src/arrow_ep/cpp")
@@ -395,153 +374,6 @@ if (KNOWHERE_WITH_ARROW AND NOT TARGET arrow_ep)
    include_directories(SYSTEM ${ARROW_INCLUDE_DIR})
 endif ()

-# ----------------------------------------------------------------------
-# OpenBLAS
-
-macro(build_openblas)
-    message(STATUS "Building OpenBLAS-${OPENBLAS_VERSION} from source")
-    set(OPENBLAS_PREFIX "${INDEX_BINARY_DIR}/openblas_ep-prefix/src/openblas_ep")
-    set(OPENBLAS_INCLUDE_DIR "${OPENBLAS_PREFIX}/include")
-    set(OPENBLAS_STATIC_LIB
-            "${OPENBLAS_PREFIX}/lib/${CMAKE_STATIC_LIBRARY_PREFIX}openblas${CMAKE_STATIC_LIBRARY_SUFFIX}")
-    set(OPENBLAS_REAL_STATIC_LIB
-            "${OPENBLAS_PREFIX}/lib/${CMAKE_STATIC_LIBRARY_PREFIX}openblas_haswellp-r0.3.6${CMAKE_STATIC_LIBRARY_SUFFIX}")
-
-    if (USE_JFROG_CACHE STREQUAL "ON")
-        set(OPENBLAS_CACHE_PACKAGE_NAME "openblas_${OPENBLAS_MD5}.tar.gz")
-        set(OPENBLAS_CACHE_URL "${JFROG_ARTFACTORY_CACHE_URL}/${OPENBLAS_CACHE_PACKAGE_NAME}")
-        set(OPENBLAS_CACHE_PACKAGE_PATH "${THIRDPARTY_PACKAGE_CACHE}/${OPENBLAS_CACHE_PACKAGE_NAME}")
-
-        execute_process(COMMAND wget -q --method HEAD ${OPENBLAS_CACHE_URL} RESULT_VARIABLE return_code)
-        message(STATUS "Check the remote file ${OPENBLAS_CACHE_URL}. return code = ${return_code}")
-        if (NOT return_code EQUAL 0)
-            externalproject_add(openblas_ep
-                    URL
-                    ${OPENBLAS_SOURCE_URL}
-                    ${EP_LOG_OPTIONS}
-                    CONFIGURE_COMMAND
-                    ""
-                    BUILD_IN_SOURCE
-                    1
-                    BUILD_COMMAND
-                    ${MAKE}
-                    ${MAKE_BUILD_ARGS}
-                    INSTALL_COMMAND
-                    ${MAKE}
-                    PREFIX=${OPENBLAS_PREFIX}
-                    install
-                    BUILD_BYPRODUCTS
-                    ${OPENBLAS_STATIC_LIB})
-
-            ExternalProject_Create_Cache(openblas_ep ${OPENBLAS_CACHE_PACKAGE_PATH} "${INDEX_BINARY_DIR}/openblas_ep-prefix" ${JFROG_USER_NAME} ${JFROG_PASSWORD} ${OPENBLAS_CACHE_URL})
-        else ()
-            file(DOWNLOAD ${OPENBLAS_CACHE_URL} ${OPENBLAS_CACHE_PACKAGE_PATH} STATUS status)
-            list(GET status 0 status_code)
-            message(STATUS "DOWNLOADING FROM ${OPENBLAS_CACHE_URL} TO ${OPENBLAS_CACHE_PACKAGE_PATH}. STATUS = ${status_code}")
-            if (status_code EQUAL 0)
-                ExternalProject_Use_Cache(openblas_ep ${OPENBLAS_CACHE_PACKAGE_PATH} ${INDEX_BINARY_DIR})
-            endif ()
-        endif ()
-    else ()
-        externalproject_add(openblas_ep
-                URL
-                ${OPENBLAS_SOURCE_URL}
-                ${EP_LOG_OPTIONS}
-                CONFIGURE_COMMAND
-                ""
-                BUILD_IN_SOURCE
-                1
-                BUILD_COMMAND
-                ${MAKE}
-                ${MAKE_BUILD_ARGS}
-                INSTALL_COMMAND
-                ${MAKE}
-                PREFIX=${OPENBLAS_PREFIX}
-                install
-                BUILD_BYPRODUCTS
-                ${OPENBLAS_STATIC_LIB})
-    endif ()
-
-    file(MAKE_DIRECTORY "${OPENBLAS_INCLUDE_DIR}")
-    add_library(openblas STATIC IMPORTED)
-    set_target_properties(
-            openblas
-            PROPERTIES IMPORTED_LOCATION "${OPENBLAS_STATIC_LIB}"
-            INTERFACE_INCLUDE_DIRECTORIES "${OPENBLAS_INCLUDE_DIR}")
-
-    add_dependencies(openblas openblas_ep)
-endmacro()
-
-# ----------------------------------------------------------------------
-# LAPACK
-
-macro(build_lapack)
-    message(STATUS "Building LAPACK-${LAPACK_VERSION} from source")
-    set(LAPACK_PREFIX "${INDEX_BINARY_DIR}/lapack_ep-prefix/src/lapack_ep")
-    set(LAPACK_INCLUDE_DIR "${LAPACK_PREFIX}/include")
-    set(LAPACK_STATIC_LIB
-            "${LAPACK_PREFIX}/lib/${CMAKE_STATIC_LIBRARY_PREFIX}lapack${CMAKE_STATIC_LIBRARY_SUFFIX}")
-    set(BLAS_STATIC_LIB
-            "${LAPACK_PREFIX}/lib/${CMAKE_STATIC_LIBRARY_PREFIX}blas${CMAKE_STATIC_LIBRARY_SUFFIX}")
-
-    set(LAPACK_CMAKE_ARGS
-            ${EP_COMMON_CMAKE_ARGS}
-            "-DCMAKE_INSTALL_PREFIX=${LAPACK_PREFIX}"
-            -DCMAKE_INSTALL_LIBDIR=lib)
-
-    if (USE_JFROG_CACHE STREQUAL "ON")
-        set(LAPACK_CACHE_PACKAGE_NAME "lapack_${LAPACK_MD5}.tar.gz")
-        set(LAPACK_CACHE_URL "${JFROG_ARTFACTORY_CACHE_URL}/${LAPACK_CACHE_PACKAGE_NAME}")
-        set(LAPACK_CACHE_PACKAGE_PATH "${THIRDPARTY_PACKAGE_CACHE}/${LAPACK_CACHE_PACKAGE_NAME}")
-
-        execute_process(COMMAND wget -q --method HEAD ${LAPACK_CACHE_URL} RESULT_VARIABLE return_code)
-        message(STATUS "Check the remote file ${LAPACK_CACHE_URL}. return code = ${return_code}")
-        if (NOT return_code EQUAL 0)
-            externalproject_add(lapack_ep
-                    URL
-                    ${LAPACK_SOURCE_URL}
-                    ${EP_LOG_OPTIONS}
-                    CMAKE_ARGS
-                    ${LAPACK_CMAKE_ARGS}
-                    BUILD_COMMAND
-                    ${MAKE}
-                    ${MAKE_BUILD_ARGS}
-                    BUILD_BYPRODUCTS
-                    ${LAPACK_STATIC_LIB})
-
-            ExternalProject_Create_Cache(lapack_ep ${LAPACK_CACHE_PACKAGE_PATH} "${INDEX_BINARY_DIR}/lapack_ep-prefix" ${JFROG_USER_NAME} ${JFROG_PASSWORD} ${LAPACK_CACHE_URL})
-        else ()
-            file(DOWNLOAD ${LAPACK_CACHE_URL} ${LAPACK_CACHE_PACKAGE_PATH} STATUS status)
-            list(GET status 0 status_code)
-            message(STATUS "DOWNLOADING FROM ${LAPACK_CACHE_URL} TO ${LAPACK_CACHE_PACKAGE_PATH}. STATUS = ${status_code}")
-            if (status_code EQUAL 0)
-                ExternalProject_Use_Cache(lapack_ep ${LAPACK_CACHE_PACKAGE_PATH} ${INDEX_BINARY_DIR})
-            endif ()
-        endif ()
-    else ()
-        externalproject_add(lapack_ep
-                URL
-                ${LAPACK_SOURCE_URL}
-                ${EP_LOG_OPTIONS}
-                CMAKE_ARGS
-                ${LAPACK_CMAKE_ARGS}
-                BUILD_COMMAND
-                ${MAKE}
-                ${MAKE_BUILD_ARGS}
-                BUILD_BYPRODUCTS
-                ${LAPACK_STATIC_LIB})
-    endif ()
-
-    file(MAKE_DIRECTORY "${LAPACK_INCLUDE_DIR}")
-    add_library(lapack STATIC IMPORTED)
-    set_target_properties(
-            lapack
-            PROPERTIES IMPORTED_LOCATION "${LAPACK_STATIC_LIB}"
-            INTERFACE_INCLUDE_DIRECTORIES "${LAPACK_INCLUDE_DIR}")
-
-    add_dependencies(lapack lapack_ep)
-endmacro()
-
 # ----------------------------------------------------------------------
 # Google gtest

@@ -766,10 +598,6 @@ macro(build_faiss)
                    BUILD_BYPRODUCTS
                    ${FAISS_STATIC_LIB})

-            if (NOT FAISS_WITH_MKL)
-                ExternalProject_Add_StepDependencies(faiss_ep build openblas_ep lapack_ep)
-            endif ()
-
            ExternalProject_Create_Cache(faiss_ep ${FAISS_CACHE_PACKAGE_PATH} "${INDEX_BINARY_DIR}/faiss_ep-prefix" ${JFROG_USER_NAME} ${JFROG_PASSWORD} ${FAISS_CACHE_URL})
        else ()
            file(DOWNLOAD ${FAISS_CACHE_URL} ${FAISS_CACHE_PACKAGE_PATH} STATUS status)
@@ -816,10 +644,6 @@ macro(build_faiss)
                    ${FAISS_STATIC_LIB})
        endif ()

-        if (NOT FAISS_WITH_MKL)
-            ExternalProject_Add_StepDependencies(faiss_ep build openblas_ep lapack_ep)
-        endif ()
-
    endif ()

    file(MAKE_DIRECTORY "${FAISS_INCLUDE_DIR}")
@@ -840,7 +664,7 @@ macro(build_faiss)
        set_target_properties(
                faiss
                PROPERTIES
-                INTERFACE_LINK_LIBRARIES "openblas;lapack")
+                INTERFACE_LINK_LIBRARIES ${BLAS_LIBRARIES} ${LAPACK_LIBRARIES})
    endif ()


@@ -853,15 +677,15 @@ if (KNOWHERE_WITH_FAISS AND NOT TARGET faiss_ep)
    if (FAISS_WITH_MKL)
        resolve_dependency(MKL)
    else ()
-        resolve_dependency(OpenBLAS)
-        get_target_property(OPENBLAS_INCLUDE_DIR openblas INTERFACE_INCLUDE_DIRECTORIES)
-        include_directories(SYSTEM "${OPENBLAS_INCLUDE_DIR}")
-        link_directories(SYSTEM ${OPENBLAS_PREFIX}/lib)
-
-        resolve_dependency(LAPACK)
-        get_target_property(LAPACK_INCLUDE_DIR lapack INTERFACE_INCLUDE_DIRECTORIES)
-        include_directories(SYSTEM "${LAPACK_INCLUDE_DIR}")
-        link_directories(SYSTEM "${LAPACK_PREFIX}/lib")
+        #    set(BLA_STATIC ON)
+        set(BLA_VENDOR OpenBLAS)
+        find_package(BLAS REQUIRED)
+        #        message(STATUS ${BLAS_LINKER_FLAGS})
+        #        message(STATUS ${BLAS_LIBRARIES})
+        find_package(LAPACK REQUIRED)
+        #        message(STATUS ${LAPACK_LINKER_FLAGS})
+        #        message(STATUS ${LAPACK_LIBRARIES})
+
    endif ()

    resolve_dependency(FAISS)

--- a/core/src/index/knowhere/CMakeLists.txt
+++ b/core/src/index/knowhere/CMakeLists.txt
@@ -65,8 +65,9 @@ if (FAISS_WITH_MKL)
            )
 else ()
    set(depend_libs ${depend_libs}
-            lapack
-            openblas)
+            ${BLAS_LIBRARIES}
+            ${LAPACK_LIBRARIES}
+            )
 endif ()

 if (KNOWHERE_GPU_VERSION)

--- a/core/src/index/unittest/CMakeLists.txt
+++ b/core/src/index/unittest/CMakeLists.txt
@@ -18,8 +18,9 @@ if (FAISS_WITH_MKL)
            )
 else ()
    set(depend_libs ${depend_libs}
-            lapack
-            openblas)
+            ${BLAS_LIBRARIES}
+            ${LAPACK_LIBRARIES}
+            )
 endif ()

 set(basic_libs

--- a/core/src/index/unittest/faiss_benchmark/CMakeLists.txt
+++ b/core/src/index/unittest/faiss_benchmark/CMakeLists.txt
@@ -25,8 +25,9 @@ if (KNOWHERE_GPU_VERSION)
                )
    else ()
        set(depend_libs ${depend_libs}
-                lapack
-                openblas)
+                ${BLAS_LIBRARIES}
+                ${LAPACK_LIBRARIES}
+                )
    endif ()

    set(basic_libs

--- a/core/src/index/unittest/faiss_ori/CMakeLists.txt
+++ b/core/src/index/unittest/faiss_ori/CMakeLists.txt
@@ -20,8 +20,10 @@ if (KNOWHERE_GPU_VERSION)
                )
    else ()
        set(depend_libs ${depend_libs}
-                lapack
-                openblas)
+                ${BLAS_LIBRARIES}
+                ${LAPACK_LIBRARIES}
+                )
+
    endif ()

    set(basic_libs

--- a/core/ubuntu_build_deps.sh
+++ b/core/ubuntu_build_deps.sh
@@ -7,7 +7,7 @@ sudo sh -c 'echo deb https://apt.repos.intel.com/mkl all main > /etc/apt/sources
 sudo apt-get -y update && sudo apt-get -y install intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281

 sudo apt-get install -y gfortran libmysqlclient-dev mysql-client libcurl4-openssl-dev libboost-system-dev \
-libboost-filesystem-dev libboost-serialization-dev libboost-regex-dev
+libboost-filesystem-dev libboost-serialization-dev libboost-regex-dev libopenblas-dev liblapack3

 if [ ! -f "/usr/lib/x86_64-linux-gnu/libmysqlclient_r.so" ]; then
    sudo ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so

--- a/docker/build_env/cpu/centos7/Dockerfile
+++ b/docker/build_env/cpu/centos7/Dockerfile
@@ -3,7 +3,8 @@ FROM centos:centos7
 RUN yum install -y epel-release centos-release-scl-rh && yum install -y wget curl which && \
    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 && \
    yum install -y ccache make automake git python3-pip libcurl-devel python3-devel boost-static mysql-devel \
-    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra mysql lcov \
+    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra \
+    mysql lcov openblas-devel lapack-devel \
    && \
    rm -rf /var/cache/yum/*


--- a/docker/build_env/cpu/ubuntu16.04/Dockerfile
+++ b/docker/build_env/cpu/ubuntu16.04/Dockerfile
@@ -12,7 +12,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget ca-certifi
    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 && \
+    lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/build_env/cpu/ubuntu18.04/Dockerfile
+++ b/docker/build_env/cpu/ubuntu18.04/Dockerfile
@@ -12,7 +12,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget ca-certifi
    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 && \
+    lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/build_env/gpu/centos7/Dockerfile
+++ b/docker/build_env/gpu/centos7/Dockerfile
@@ -5,7 +5,8 @@ ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
 RUN yum install -y epel-release centos-release-scl-rh && yum install -y wget curl which && \
    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 && \
    yum install -y ccache make automake git python3-pip libcurl-devel python3-devel boost-static mysql-devel \
-    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra mysql lcov \
+    devtoolset-7-gcc devtoolset-7-gcc-c++ devtoolset-7-gcc-gfortran llvm-toolset-7.0-clang llvm-toolset-7.0-clang-tools-extra \
+    mysql lcov openblas-devel lapack-devel \
    && \
    rm -rf /var/cache/yum/*


--- a/docker/build_env/gpu/ubuntu16.04/Dockerfile
+++ b/docker/build_env/gpu/ubuntu16.04/Dockerfile
@@ -11,7 +11,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget && \
    git flex bison gfortran lsb-core ccache \
    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-2019.5-281 intel-mkl-core-2019.5-281 && \
+    lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/build_env/gpu/ubuntu18.04/Dockerfile
+++ b/docker/build_env/gpu/ubuntu18.04/Dockerfile
@@ -11,7 +11,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget && \
    git flex bison gfortran lsb-core ccache \
    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-2019.5-281 intel-mkl-core-2019.5-281 && \
+    lcov mysql-client libmysqlclient-dev intel-mkl-gnu-2019.5-281 intel-mkl-core-2019.5-281 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/deploy/cpu/centos7/Dockerfile
+++ b/docker/deploy/cpu/centos7/Dockerfile
 FROM centos:centos7

 RUN yum install -y epel-release && \
-    yum install -y libgomp libgfortran4 mysql-devel && \
+    yum install -y libgomp libgfortran4 mysql-devel openblas-devel lapack-devel && \
    rm -rf /var/cache/yum/*

 COPY ./milvus /var/lib/milvus

--- a/docker/deploy/cpu/ubuntu16.04/Dockerfile
+++ b/docker/deploy/cpu/ubuntu16.04/Dockerfile
 FROM ubuntu:16.04

 RUN apt-get update && apt-get install -y --no-install-recommends \
-    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
+    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/deploy/cpu/ubuntu18.04/Dockerfile
+++ b/docker/deploy/cpu/ubuntu18.04/Dockerfile
 FROM ubuntu:18.04

 RUN apt-get update && apt-get install -y --no-install-recommends \
-    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
+    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/deploy/gpu/centos7/Dockerfile
+++ b/docker/deploy/gpu/centos7/Dockerfile
@@ -3,7 +3,7 @@ FROM nvidia/cuda:10.1-devel-centos7
 ENV NVIDIA_DRIVER_CAPABILITIES compute,utility

 RUN yum install -y epel-release && \
-    yum install -y libgomp libgfortran4 mysql-devel && \
+    yum install -y libgomp libgfortran4 mysql-devel openblas-devel lapack-devel && \
    rm -rf /var/cache/yum/*

 COPY ./milvus /var/lib/milvus

--- a/docker/deploy/gpu/ubuntu16.04/Dockerfile
+++ b/docker/deploy/gpu/ubuntu16.04/Dockerfile
@@ -5,7 +5,7 @@ ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
 RUN rm -rf /etc/apt/sources.list.d/nvidia-ml.list && rm -rf /etc/apt/sources.list.d/cuda.list

 RUN apt-get update && apt-get install -y --no-install-recommends \
-    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
+    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*


--- a/docker/deploy/gpu/ubuntu18.04/Dockerfile
+++ b/docker/deploy/gpu/ubuntu18.04/Dockerfile
@@ -5,7 +5,7 @@ ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
 RUN rm -rf /etc/apt/sources.list.d/nvidia-ml.list && rm -rf /etc/apt/sources.list.d/cuda.list

 RUN apt-get update && apt-get install -y --no-install-recommends \
-    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 && \
+    gfortran libsqlite3-dev libmysqlclient-dev libcurl4-openssl-dev python3 libopenblas-dev liblapack3 && \
    apt-get remove --purge -y && \
    rm -rf /var/lib/apt/lists/*