From 0dc99f10029625a1946d15821c7913dafff2e807 Mon Sep 17 00:00:00 2001 From: minmingzhu <45281494+minmingzhu@users.noreply.github.com> Date: Thu, 14 Jul 2022 13:38:05 +0000 Subject: [PATCH 01/19] Migrate KMeans daal to DPC++ (#209) * 1. add JNI wrapper 2. modify compiler config 3. add unit test Signed-off-by: minmingzhu * add ci test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * java code style Signed-off-by: minmingzhu * cpp code style Signed-off-by: minmingzhu * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update prepare-build-deps.sh * add convert array, vector to homogentable Signed-off-by: minmingzhu * 1. rollback ci config 2. remove CI test becaue homogentable only support GPU Signed-off-by: minmingzhu * 1. update prepare-build-deps.sh Signed-off-by: minmingzhu * remove ci GPU test Signed-off-by: minmingzhu * 1. remove GPU CI test Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * 1. fix ci Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update ci-cluster-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * fix comment Signed-off-by: minmingzhu * Update build-jni.sh * update Makefile Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * fix link libze_loader.so.1 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci-local-dpc-test.sh Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update ci-local-dpc-test.sh * Update GPU.cpp * Update GPU.cpp * Update ci-build-test.sh * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update HomogenTableImpl.cpp Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * update HomogenTable API Signed-off-by: minmingzhu * update install-build-level-zero-deps-ubuntu.sh Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update run.sh * Update build-jni.sh * 1. Merge branch 'make_homogen_table' into convert_homogentable 2. update ci 3. add a new parameters for HomogenTable class Signed-off-by: minmingzhu * Update pom.xml * Update test.sh * Update Makefile * update Signed-off-by: minmingzhu * Update ConvertHomogenTableSuite.scala * Update install-level-zero-ubuntu.sh * Update install-level-zero-ubuntu.sh * Update build.sh * Update test.sh * Update test.sh * Update HomogenTableImpl.cpp * Update install-build-deps-ubuntu.sh * Update HomogenTableImpl.cpp * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * Update install-build-deps-ubuntu.sh * fix comments Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update list-compute-devices.cpp * Convert homogentable to array/vector/matrix (#4) * 1. convert homogenTable to array/vector/matrix 2. add unit test Signed-off-by: minmingzhu * Merge branch 'make_homogen_table' into convert_homogentable Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8) * 1. convert rdd to HomogenTable * 2. add unit test Signed-off-by: minmingzhu * add empty homogentable Signed-off-by: minmingzhu * Mirgate kmeans daal to DPC++ (#7) Signed-off-by: minmingzhu * 1. Mirgate kmeans daal to DPC++ * 2. add unit test * 1. move local host to distributed host 2. add cluster test 3. code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-cluster-test.sh * Update ci-cluster-test.sh * Update build.sh * Update build.sh * Update OneDAL.cpp * Update OneDAL.cpp * Update OneDAL.cpp * Update com_intel_oap_mllib_OneDAL__.h * update code style Signed-off-by: minmingzhu * Update NaiveBayesResult.java * 1. update code style 2. When using the Host/CPU device throws a fail Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update OneDAL.scala Signed-off-by: minmingzhu * revert ALS.scala * revert checkstyle.xml * :Revert "revert checkstyle.xml" This reverts commit 4f74bac8cd57ab24ae1e15594ce4fa32f38fabdf. * disable cluster test for gpu * disable cluster test for gpu * nit Co-authored-by: minmingz Co-authored-by: Wu, Xiaochang --- dev/ci/ci-build-test.sh | 3 + dev/ci/ci-local-dpc-test.sh | 1 - dev/install-level-zero-ubuntu.sh | 10 + dev/prepare-build-deps-gpu.sh | 80 + .../src/main/native/KMeansOneAPIImpl.cpp | 122 + mllib-dal/src/main/native/Makefile | 3 + .../oap/mllib/clustering/KMeansDALImpl.scala | 4 + .../oap/mllib/ConvertHomogenTableSuite.scala | 3 + .../data/kmeans_dense_train_centroids.csv | 10 + .../scala/data/kmeans_dense_train_data.csv | 10000 ++++++++++++++++ 10 files changed, 10235 insertions(+), 1 deletion(-) create mode 100755 dev/install-level-zero-ubuntu.sh create mode 100755 dev/prepare-build-deps-gpu.sh create mode 100644 mllib-dal/src/main/native/KMeansOneAPIImpl.cpp create mode 100755 mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv create mode 100755 mllib-dal/src/test/scala/data/kmeans_dense_train_data.csv diff --git a/dev/ci/ci-build-test.sh b/dev/ci/ci-build-test.sh index 104820d7b..ac56a22b9 100755 --- a/dev/ci/ci-build-test.sh +++ b/dev/ci/ci-build-test.sh @@ -8,6 +8,9 @@ trap 'last_command=$current_command; current_command=$BASH_COMMAND' DEBUG # echo an error message before exiting trap 'echo "\"${last_command}\" command filed with exit code $?."' EXIT +# install level-zero +$GITHUB_WORKSPACE/dev/install-level-zero-ubuntu.sh + # Install dependencies for building $GITHUB_WORKSPACE/dev/install-build-deps-ubuntu.sh diff --git a/dev/ci/ci-local-dpc-test.sh b/dev/ci/ci-local-dpc-test.sh index a0283d1d1..2f1b67c03 100755 --- a/dev/ci/ci-local-dpc-test.sh +++ b/dev/ci/ci-local-dpc-test.sh @@ -14,7 +14,6 @@ $GITHUB_WORKSPACE/dev/install-build-deps-ubuntu.sh # Setup building envs source /opt/intel/oneapi/setvars.sh --ccl-configuration=cpu_gpu_dpcpp - cd $GITHUB_WORKSPACE/dev/tools/list-compute-devices/ ./build.sh ./run.sh diff --git a/dev/install-level-zero-ubuntu.sh b/dev/install-level-zero-ubuntu.sh new file mode 100755 index 000000000..c6456e637 --- /dev/null +++ b/dev/install-level-zero-ubuntu.sh @@ -0,0 +1,10 @@ +#!/usr/bin/env bash +echo "Installing level-zero components ..." +sudo apt-get install -y gpg-agent wget +wget -qO - https://repositories.intel.com/graphics/intel-graphics.key | +sudo apt-key add - + sudo apt-add-repository \ +'deb [arch=amd64] https://repositories.intel.com/graphics/ubuntu focal main' +sudo apt-get install -y \ +intel-opencl-icd \ +intel-level-zero-gpu level-zero diff --git a/dev/prepare-build-deps-gpu.sh b/dev/prepare-build-deps-gpu.sh new file mode 100755 index 000000000..ffe7dd14f --- /dev/null +++ b/dev/prepare-build-deps-gpu.sh @@ -0,0 +1,80 @@ +#!/usr/bin/env bash + +# exit when any command fails +set -e + +# keep track of the last executed command +trap 'last_command=$current_command; current_command=$BASH_COMMAND' DEBUG +# echo an error message before exiting +trap 'echo "\"${last_command}\" command filed with exit code $?."' EXIT + +if [ -z ${ONEAPI_ROOT} ]; then + echo Please source Intel oneAPI Toolkit environments! + exit 1 +fi + +if [[ -z $DAALROOT ]]; then + echo DAALROOT not defined! + exit 1 +fi + +if [[ -z $TBBROOT ]]; then + echo TBBROOT not defined! + exit 1 +fi + +if [[ -z $I_MPI_ROOT ]]; then + echo I_MPI_ROOT not defined! + exit 1 +fi + +if [[ -z $CCL_ROOT ]]; then + echo CCL_ROOT not defined! + exit 1 +fi + +# Use patchelf to change SONAME for libfabric +if [[ -z $(which patchelf) ]]; then + echo Please install \"patchelf\"! + exit 1 +fi + +if [[ $(basename $(pwd)) != "mllib-dal" ]]; then + echo Please execute the script from \"mllib-dal\" directory! + exit 1 +fi + +TARGET_DIR=./src/main/resources/lib + +rm -f $TARGET_DIR/*.so* + +cp $CCL_ROOT/lib/cpu_gpu_dpcpp/libccl.so.1.0 $TARGET_DIR/libccl.so.1 + + +cp $I_MPI_ROOT/libfabric/lib/libfabric.so.1 $TARGET_DIR/libfabric.so.1 +cp $I_MPI_ROOT/libfabric/lib/prov/libsockets-fi.so $TARGET_DIR + +# Workaround dlopen (libfabric.so) in oneCCL +cp $I_MPI_ROOT/libfabric/lib/libfabric.so.1 $TARGET_DIR/libfabric.so +patchelf --set-soname libfabric.so $TARGET_DIR/libfabric.so + +cp $I_MPI_ROOT/lib/release_mt/libmpi.so.12.0.0 $TARGET_DIR/libmpi.so.12 + +cp $DAALROOT/lib/intel64/libJavaAPI.so.1.1 $TARGET_DIR/libJavaAPI.so + +cp $TBBROOT/lib/intel64/gcc4.8/libtbb.so.12.5 $TARGET_DIR/libtbb.so.12 +cp $TBBROOT/lib/intel64/gcc4.8/libtbbmalloc.so.2.5 $TARGET_DIR/libtbbmalloc.so.2 + +# SYCL libs +cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libintlc.so.5 $TARGET_DIR +cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libsvml.so $TARGET_DIR + +# Workaround lib loading for JNI as libirng.so doesn't have soname +cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libirng.so $TARGET_DIR +patchelf --set-soname libirng.so $TARGET_DIR/libirng.so + +cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libimf.so $TARGET_DIR +cp $CMPLR_ROOT/linux/lib/libOpenCL.so.1 $TARGET_DIR +cp $CMPLR_ROOT/linux/lib/libsycl.so.5 $TARGET_DIR + +echo oneAPI Toolkit version: $(basename $CCL_ROOT) > $TARGET_DIR/VERSION diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp new file mode 100644 index 000000000..a68b8568f --- /dev/null +++ b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp @@ -0,0 +1,122 @@ +/******************************************************************************* + * Copyright 2020 Intel Corporation + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + *******************************************************************************/ + +#include +#include +#include +#include + +#ifdef CPU_GPU_PROFILE +#include "GPU.h" +#ifndef ONEDAL_DATA_PARALLEL +#define ONEDAL_DATA_PARALLEL +#endif + +#include "Communicator.hpp" +#include "com_intel_oap_mllib_clustering_KMeansDALImpl.h" +#include "oneapi/dal/algo/kmeans.hpp" +#include "oneapi/dal/table/homogen.hpp" +#include "service.h" + +using namespace std; +using namespace oneapi::dal; +const int ccl_root = 0; + +typedef std::shared_ptr homogenPtr; + +std::mutex kmtx; +std::vector cVector; + +static void saveShareHomogenPtrVector(const homogenPtr &ptr) { + kmtx.lock(); + cVector.push_back(ptr); + kmtx.unlock(); +} + +static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, + jlong pNumTabCenters, jint cluster_num, + jdouble tolerance, jint iteration_num, + jint executor_num, const ccl::string &ipPort, + jint cComputeDevice, jobject resultObj) { + std::cout << "oneDAL (native): OneAPI compute start , rankid %ld " << rankId + << std::endl; + const bool isRoot = (rankId == ccl_root); + compute_device device = getComputeDevice(cComputeDevice); + homogen_table htable = + *reinterpret_cast(pNumTabData); + homogen_table centroids = + *reinterpret_cast(pNumTabCenters); + const auto kmeans_desc = kmeans::descriptor<>() + .set_cluster_count(cluster_num) + .set_max_iteration_count(iteration_num) + .set_accuracy_threshold(tolerance); + kmeans::train_input local_input{htable, centroids}; + auto queue = getQueue(device); + auto comm = preview::spmd::make_communicator( + queue, executor_num, rankId, ipPort); + kmeans::train_result result_train = + preview::train(comm, kmeans_desc, local_input); + if (isRoot) { + std::cout << "iteration_num: " << iteration_num << std::endl; + std::cout << "Iteration count: " << result_train.get_iteration_count() + << std::endl; + std::cout << "Objective function value: " + << result_train.get_objective_function_value() << std::endl; + // Get the class of the input object + jclass clazz = env->GetObjectClass(resultObj); + // Get Field references + jfieldID totalCostField = env->GetFieldID(clazz, "totalCost", "D"); + jfieldID iterationNumField = + env->GetFieldID(clazz, "iterationNum", "I"); + // Set iteration num for result + env->SetIntField(resultObj, iterationNumField, + result_train.get_iteration_count()); + // Set cost for result + env->SetDoubleField(resultObj, totalCostField, + result_train.get_objective_function_value()); + + homogenPtr centroidsPtr = std::make_shared( + result_train.get_model().get_centroids()); + saveShareHomogenPtrVector(centroidsPtr); + return (jlong)centroidsPtr.get(); + } else { + return (jlong)0; + } +} + +/* + * Class: com_intel_oap_mllib_clustering_KMeansDALImpl + * Method: cKMeansOneapiComputeWithInitCenters + * Signature: (JJIDIIILcom/intel/oap/mllib/clustering/KMeansResult;)J + */ +JNIEXPORT jlong JNICALL +Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCenters( + JNIEnv *env, jobject obj, jlong pNumTabData, jlong pNumTabCenters, + jint cluster_num, jdouble tolerance, jint iteration_num, jint executor_num, + jint cComputeDevice, jint rankId, jstring ip_port, jobject resultObj) { + std::cout << "oneDAL (native): use GPU DPC++ kernels with " << std::endl; + const char *ipport = env->GetStringUTFChars(ip_port, 0); + std::string ipPort = std::string(ipport); + jlong ret = 0L; + printf("oneDAL (native): KMeansOneapiComputeWithInitCenters %d \n", + cComputeDevice); + ret = doKMeansOneAPICompute( + env, rankId, pNumTabData, pNumTabCenters, cluster_num, tolerance, + iteration_num, executor_num, ipPort, cComputeDevice, resultObj); + env->ReleaseStringUTFChars(ip_port, ipport); + return ret; +} +#endif diff --git a/mllib-dal/src/main/native/Makefile b/mllib-dal/src/main/native/Makefile index 6b4a4eb8a..1a2079ed1 100644 --- a/mllib-dal/src/main/native/Makefile +++ b/mllib-dal/src/main/native/Makefile @@ -49,6 +49,8 @@ endif INCS := -I $(JAVA_HOME)/include \ -I $(JAVA_HOME)/include/linux \ -I $(DAALROOT)/include \ + -I /opt/rh/devtoolset-7/root/usr/include/c++/7 \ + -I /opt/rh/devtoolset-7/root/usr/include/c++/7/x86_64-redhat-linux \ -I ./javah \ -I ./ @@ -112,6 +114,7 @@ OBJS += \ DEFINES=-D$(PLATFORM_PROFILE) + ifeq ($(PLATFORM_PROFILE),CPU_GPU_PROFILE) CPP_SRCS += ./GPU.cpp OBJS += ./GPU.o diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala index f68c8d4f1..72a1832e8 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala @@ -17,7 +17,11 @@ package com.intel.oap.mllib.clustering import com.intel.oap.mllib.Utils.getOneCCLIPPort +<<<<<<< HEAD import com.intel.oap.mllib.{OneCCL, OneDAL, Utils} +======= +import com.intel.oap.mllib.{OneCCL, OneDAL} +>>>>>>> Migrate KMeans daal to DPC++ (#209) import com.intel.oneapi.dal.table.Common import org.apache.spark.TaskContext import org.apache.spark.internal.Logging diff --git a/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala b/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala index bbb6bbe7e..2dfe0bd7b 100644 --- a/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala +++ b/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala @@ -1,3 +1,4 @@ +<<<<<<< HEAD /* * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with @@ -14,6 +15,8 @@ * See the License for the specific language governing permissions and * limitations under the License. */ +======= +>>>>>>> Migrate KMeans daal to DPC++ (#209) package com.intel.oap.mllib import org.junit.jupiter.api.Assertions.assertArrayEquals diff --git a/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv b/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv new file mode 100755 index 000000000..ff50427b5 --- /dev/null +++ b/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv @@ -0,0 +1,10 @@ +-31.504,-73.089,-38.436,-94.426,-74.766,-67.435,4.703,6.929,6.232,14.258,-32.189,46.390,36.269,49.638,-30.474,90.697,-53.270,-55.981,-76.285,107.620 +28.634,55.676,-8.076,-59.468,-58.356,-59.880,89.226,3.375,88.767,91.344,31.533,45.158,89.224,-77.296,7.158,-27.333,88.878,-29.220,-77.884,-61.412 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+52.022437,46.769063,-70.478311,-64.296834,-50.837914,66.164247,-55.222293,-125.060890,-56.971545,-74.584602,-44.151380,39.813347,83.149122,109.347300,-95.032944,-12.118143,3.228395,2.055644,-64.236631,-28.255877 +-80.554808,13.882726,-81.887151,47.195826,-82.522716,4.698547,29.280583,25.413036,25.467430,-146.195313,53.708481,-3.143048,30.573862,100.004083,-12.085348,-34.268587,-124.658116,-53.834865,-78.186908,-42.506710 From bf24b561af97ca9d202909e67d8d4f3ab5f584e2 Mon Sep 17 00:00:00 2001 From: minmingzhu <45281494+minmingzhu@users.noreply.github.com> Date: Tue, 9 Aug 2022 01:00:09 +0000 Subject: [PATCH 02/19] Migrate pca daal to DPC++ (#223) * 1. add JNI wrapper 2. modify compiler config 3. add unit test Signed-off-by: minmingzhu * add ci test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * java code style Signed-off-by: minmingzhu * cpp code style Signed-off-by: minmingzhu * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update prepare-build-deps.sh * add convert array, vector to homogentable Signed-off-by: minmingzhu * 1. rollback ci config 2. remove CI test becaue homogentable only support GPU Signed-off-by: minmingzhu * 1. update prepare-build-deps.sh Signed-off-by: minmingzhu * remove ci GPU test Signed-off-by: minmingzhu * 1. remove GPU CI test Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * 1. fix ci Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update ci-cluster-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * fix comment Signed-off-by: minmingzhu * Update build-jni.sh * update Makefile Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * fix link libze_loader.so.1 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci-local-dpc-test.sh Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update ci-local-dpc-test.sh * Update GPU.cpp * Update GPU.cpp * Update ci-build-test.sh * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update HomogenTableImpl.cpp Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * update HomogenTable API Signed-off-by: minmingzhu * update install-build-level-zero-deps-ubuntu.sh Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update run.sh * Update build-jni.sh * 1. Merge branch 'make_homogen_table' into convert_homogentable 2. update ci 3. add a new parameters for HomogenTable class Signed-off-by: minmingzhu * Update pom.xml * Update test.sh * Update Makefile * update Signed-off-by: minmingzhu * Update ConvertHomogenTableSuite.scala * Update install-level-zero-ubuntu.sh * Update install-level-zero-ubuntu.sh * Update build.sh * Update test.sh * Update test.sh * Update HomogenTableImpl.cpp * Update install-build-deps-ubuntu.sh * Update HomogenTableImpl.cpp * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * Update install-build-deps-ubuntu.sh * fix comments Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update list-compute-devices.cpp * Convert homogentable to array/vector/matrix (#4) * 1. convert homogenTable to array/vector/matrix 2. add unit test Signed-off-by: minmingzhu * Merge branch 'make_homogen_table' into convert_homogentable Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8) * 1. convert rdd to HomogenTable * 2. add unit test Signed-off-by: minmingzhu * add empty homogentable Signed-off-by: minmingzhu * Mirgate kmeans daal to DPC++ (#7) Signed-off-by: minmingzhu * 1. Mirgate kmeans daal to DPC++ * 2. add unit test * 1. move local host to distributed host 2. add cluster test 3. code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-cluster-test.sh * Update ci-cluster-test.sh * Update build.sh * Update build.sh * Update OneDAL.cpp * Update OneDAL.cpp * Update OneDAL.cpp * Update com_intel_oap_mllib_OneDAL__.h * update code style Signed-off-by: minmingzhu * Update NaiveBayesResult.java * 1. update code style 2. When using the Host/CPU device throws a fail Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update OneDAL.scala Signed-off-by: minmingzhu * revert ALS.scala * revert checkstyle.xml * :Revert "revert checkstyle.xml" This reverts commit 4f74bac8cd57ab24ae1e15594ce4fa32f38fabdf. * disable cluster test for gpu * disable cluster test for gpu * nit * migrate cpa to DPC++ Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update OutputHelpers.hpp * update com_intel_oap_mllib_feature_PCADALImpl.h Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update PCADALImpl.scala Signed-off-by: minmingzhu * 1. update function name and variable name Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector Signed-off-by: minmingzhu * change compute_device to ComputeDevice Signed-off-by: minmingzhu Co-authored-by: minmingz Co-authored-by: Wu, Xiaochang --- .../src/main/native/KMeansOneAPIImpl.cpp | 58 +++++------- mllib-dal/src/main/native/PCAOneAPIImpl.cpp | 90 +++++++++++++++++++ .../oap/mllib/clustering/KMeansDALImpl.scala | 4 - .../intel/oap/mllib/feature/PCADALImpl.scala | 18 ++-- 4 files changed, 119 insertions(+), 51 deletions(-) create mode 100644 mllib-dal/src/main/native/PCAOneAPIImpl.cpp diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp index a68b8568f..4c4b94c1e 100644 --- a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp @@ -35,46 +35,32 @@ using namespace std; using namespace oneapi::dal; const int ccl_root = 0; -typedef std::shared_ptr homogenPtr; - -std::mutex kmtx; -std::vector cVector; - -static void saveShareHomogenPtrVector(const homogenPtr &ptr) { - kmtx.lock(); - cVector.push_back(ptr); - kmtx.unlock(); -} - static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, - jlong pNumTabCenters, jint cluster_num, - jdouble tolerance, jint iteration_num, - jint executor_num, const ccl::string &ipPort, - jint cComputeDevice, jobject resultObj) { - std::cout << "oneDAL (native): OneAPI compute start , rankid %ld " << rankId + jlong pNumTabCenters, jint clusterNum, + jdouble tolerance, jint iterationNum, + jint executorNum, const ccl::string &ipPort, + jint computeDeviceOrdinal, + jobject resultObj) { + std::cout << "oneDAL (native): GPU/CPU compute start , rankid = " << rankId + << "; device = " << computeDeviceOrdinal << "(0:HOST;1:GPU;2:CPU)" << std::endl; const bool isRoot = (rankId == ccl_root); - compute_device device = getComputeDevice(cComputeDevice); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); homogen_table htable = *reinterpret_cast(pNumTabData); homogen_table centroids = *reinterpret_cast(pNumTabCenters); const auto kmeans_desc = kmeans::descriptor<>() - .set_cluster_count(cluster_num) - .set_max_iteration_count(iteration_num) + .set_cluster_count(clusterNum) + .set_max_iteration_count(iterationNum) .set_accuracy_threshold(tolerance); kmeans::train_input local_input{htable, centroids}; auto queue = getQueue(device); auto comm = preview::spmd::make_communicator( - queue, executor_num, rankId, ipPort); + queue, executorNum, rankId, ipPort); kmeans::train_result result_train = preview::train(comm, kmeans_desc, local_input); if (isRoot) { - std::cout << "iteration_num: " << iteration_num << std::endl; - std::cout << "Iteration count: " << result_train.get_iteration_count() - << std::endl; - std::cout << "Objective function value: " - << result_train.get_objective_function_value() << std::endl; // Get the class of the input object jclass clazz = env->GetObjectClass(resultObj); // Get Field references @@ -88,9 +74,9 @@ static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, env->SetDoubleField(resultObj, totalCostField, result_train.get_objective_function_value()); - homogenPtr centroidsPtr = std::make_shared( + HomogenTablePtr centroidsPtr = std::make_shared( result_train.get_model().get_centroids()); - saveShareHomogenPtrVector(centroidsPtr); + saveHomogenTablePtrToVector(centroidsPtr); return (jlong)centroidsPtr.get(); } else { return (jlong)0; @@ -105,18 +91,16 @@ static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCenters( JNIEnv *env, jobject obj, jlong pNumTabData, jlong pNumTabCenters, - jint cluster_num, jdouble tolerance, jint iteration_num, jint executor_num, - jint cComputeDevice, jint rankId, jstring ip_port, jobject resultObj) { - std::cout << "oneDAL (native): use GPU DPC++ kernels with " << std::endl; - const char *ipport = env->GetStringUTFChars(ip_port, 0); - std::string ipPort = std::string(ipport); + jint clusterNum, jdouble tolerance, jint iterationNum, jint executorNum, + jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + std::cout << "oneDAL (native): use GPU DPC++ kernels " << std::endl; + const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); + std::string ipPortStr = std::string(ipPortPtr); jlong ret = 0L; - printf("oneDAL (native): KMeansOneapiComputeWithInitCenters %d \n", - cComputeDevice); ret = doKMeansOneAPICompute( - env, rankId, pNumTabData, pNumTabCenters, cluster_num, tolerance, - iteration_num, executor_num, ipPort, cComputeDevice, resultObj); - env->ReleaseStringUTFChars(ip_port, ipport); + env, rankId, pNumTabData, pNumTabCenters, clusterNum, tolerance, + iterationNum, executorNum, ipPortStr, computeDeviceOrdinal, resultObj); + env->ReleaseStringUTFChars(ipPort, ipPortPtr); return ret; } #endif diff --git a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp new file mode 100644 index 000000000..f0e7679b1 --- /dev/null +++ b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp @@ -0,0 +1,90 @@ +/******************************************************************************* + * Copyright 2020 Intel Corporation + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + *******************************************************************************/ + +#include +#include + +#ifdef CPU_GPU_PROFILE +#include "GPU.h" +#ifndef ONEDAL_DATA_PARALLEL +#define ONEDAL_DATA_PARALLEL +#endif +#include "Communicator.hpp" +#include "OutputHelpers.hpp" +#include "com_intel_oap_mllib_feature_PCADALImpl.h" +#include "oneapi/dal/algo/pca.hpp" +#include "oneapi/dal/table/homogen.hpp" +#include "service.h" + +using namespace std; +using namespace oneapi::dal; +const int ccl_root = 0; + +static void doPCAOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, + jint executorNum, const ccl::string &ipPort, + jint computeDeviceOrdinal, jobject resultObj) { + const bool isRoot = (rankId == ccl_root); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + std::cout << "oneDAL (native): GPU/CPU compute start , rankid = " << rankId + << "; device = " << computeDeviceOrdinal << "(0:HOST;1:GPU;2:CPU)" + << std::endl; + homogen_table htable = + *reinterpret_cast(pNumTabData); + + const auto pca_desc = pca::descriptor{}; + auto queue = getQueue(device); + auto comm = preview::spmd::make_communicator( + queue, executorNum, rankId, ipPort); + pca::train_input local_input{htable}; + const auto result_train = preview::train(comm, pca_desc, local_input); + if (isRoot) { + // Return all eigenvalues & eigenvectors + // Get the class of the input object + jclass clazz = env->GetObjectClass(resultObj); + // Get Field references + jfieldID pcNumericTableField = + env->GetFieldID(clazz, "pcNumericTable", "J"); + jfieldID explainedVarianceNumericTableField = + env->GetFieldID(clazz, "explainedVarianceNumericTable", "J"); + + HomogenTablePtr eigenvectors = + std::make_shared(result_train.get_eigenvectors()); + saveHomogenTablePtrToVector(eigenvectors); + + HomogenTablePtr eigenvalues = + std::make_shared(result_train.get_eigenvalues()); + saveHomogenTablePtrToVector(eigenvalues); + + env->SetLongField(resultObj, pcNumericTableField, + (jlong)eigenvectors.get()); + env->SetLongField(resultObj, explainedVarianceNumericTableField, + (jlong)eigenvalues.get()); + } +} + +JNIEXPORT jlong JNICALL +Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( + JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, + jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + std::cout << "oneDAL (native): use GPU DPC++ kernels " << std::endl; + const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); + std::string ipPortStr = std::string(ipPortPtr); + doPCAOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, + computeDeviceOrdinal, resultObj); + env->ReleaseStringUTFChars(ipPort, ipPortPtr); + return 0; +} +#endif diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala index 72a1832e8..f68c8d4f1 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/clustering/KMeansDALImpl.scala @@ -17,11 +17,7 @@ package com.intel.oap.mllib.clustering import com.intel.oap.mllib.Utils.getOneCCLIPPort -<<<<<<< HEAD import com.intel.oap.mllib.{OneCCL, OneDAL, Utils} -======= -import com.intel.oap.mllib.{OneCCL, OneDAL} ->>>>>>> Migrate KMeans daal to DPC++ (#209) import com.intel.oneapi.dal.table.Common import org.apache.spark.TaskContext import org.apache.spark.internal.Logging diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index 13a7056b6..d050a2762 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -164,15 +164,15 @@ class PCADALImpl(val k: Int, val numCols = table.getNumberOfColumns.toInt require(k <= numRows, "k should be less or equal to row number") - val arrayDouble = getDoubleBufferDataFromDAL(table, numRows, numCols) + val arrayDouble = getDoubleBufferDataFromDAL(table, numRows, device) // Column-major, transpose of top K rows of NumericTable new DenseMatrix(numCols, k, arrayDouble.slice(0, numCols * k), false) } - private def getExplainedVarianceFromDAL(table_1xn: NumericTable, k: Int): DenseVector = { - val dataNumCols = table_1xn.getNumberOfColumns.toInt - val arrayDouble = getDoubleBufferDataFromDAL(table_1xn, 1, dataNumCols) + private[mllib] def getExplainedVarianceFromDAL(table_1xn: HomogenTable, k: Int, + device: Common.ComputeDevice): DenseVector = { + val arrayDouble = getDoubleBufferDataFromDAL(table_1xn, 1, device) val sum = arrayDouble.sum val topK = Arrays.copyOfRange(arrayDouble, 0, k) for (i <- 0 until k) @@ -182,15 +182,13 @@ class PCADALImpl(val k: Int, // table.asInstanceOf[HomogenNumericTable].getDoubleArray() would error on GPU, // so use table.getBlockOfRows instead of it. - private def getDoubleBufferDataFromDAL(table: NumericTable, + private[mllib] def getDoubleBufferDataFromDAL(table: HomogenTable, numRows: Int, - numCols: Int): Array[Double] = { - var dataDouble: DoubleBuffer = null + device: Common.ComputeDevice): Array[Double] = { // returned DoubleBuffer is ByteByffer, need to copy as double array - dataDouble = table.getBlockOfRows(0, numRows, dataDouble) - val arrayDouble: Array[Double] = new Array[Double](numRows * numCols) - dataDouble.get(arrayDouble) + val accessor = new RowAccessor(table.getcObejct(), device) + val arrayDouble: Array[Double] = accessor.pullDouble(0, numRows) arrayDouble } From ac9455ac255fa54a47854ec0b342215559d88c43 Mon Sep 17 00:00:00 2001 From: minmingzhu <45281494+minmingzhu@users.noreply.github.com> Date: Wed, 31 Aug 2022 08:44:38 +0000 Subject: [PATCH 03/19] [ML-226] Migrate correlation daal to DPC++ (#215) * 1. add JNI wrapper 2. modify compiler config 3. add unit test Signed-off-by: minmingzhu * add ci test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * java code style Signed-off-by: minmingzhu * cpp code style Signed-off-by: minmingzhu * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update ci-local-test.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update install-build-deps-ubuntu.sh * Update prepare-build-deps.sh * add convert array, vector to homogentable Signed-off-by: minmingzhu * 1. rollback ci config 2. remove CI test becaue homogentable only support GPU Signed-off-by: minmingzhu * 1. update prepare-build-deps.sh Signed-off-by: minmingzhu * remove ci GPU test Signed-off-by: minmingzhu * 1. remove GPU CI test Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * 1. fix ci Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update header Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update ci-cluster-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update ci conf Signed-off-by: minmingzhu * fix comment Signed-off-by: minmingzhu * Update build-jni.sh * update Makefile Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update test.sh * Update test.sh * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * update test.sh Signed-off-by: minmingzhu * fix link libze_loader.so.1 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci-local-dpc-test.sh Signed-off-by: minmingzhu * update oneapi to 2022.1.2 Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update Signed-off-by: minmingzhu * update Makefile Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps-gpu.sh * Update prepare-build-deps.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update install-build-level-zero-deps-ubuntun.sh * Update ci-local-dpc-test.sh * Update GPU.cpp * Update GPU.cpp * Update ci-build-test.sh * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update HomogenTableImpl.cpp Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * Update ci-local-dpc-test.sh * update HomogenTable API Signed-off-by: minmingzhu * update install-build-level-zero-deps-ubuntu.sh Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * Update ci-local-dpc-test.sh * update ci Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * update ci Signed-off-by: minmingzhu * Update run.sh * Update build-jni.sh * 1. Merge branch 'make_homogen_table' into convert_homogentable 2. update ci 3. add a new parameters for HomogenTable class Signed-off-by: minmingzhu * Update pom.xml * Update test.sh * Update Makefile * update Signed-off-by: minmingzhu * Update ConvertHomogenTableSuite.scala * Update install-level-zero-ubuntu.sh * Update install-level-zero-ubuntu.sh * Update build.sh * Update test.sh * Update test.sh * Update HomogenTableImpl.cpp * Update install-build-deps-ubuntu.sh * Update HomogenTableImpl.cpp * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * Update install-build-deps-ubuntu.sh * fix comments Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update list-compute-devices.cpp * Convert homogentable to array/vector/matrix (#4) * 1. convert homogenTable to array/vector/matrix 2. add unit test Signed-off-by: minmingzhu * Merge branch 'make_homogen_table' into convert_homogentable Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8) * 1. convert rdd to HomogenTable * 2. add unit test Signed-off-by: minmingzhu * add empty homogentable Signed-off-by: minmingzhu * Mirgate kmeans daal to DPC++ (#7) Signed-off-by: minmingzhu * 1. Mirgate kmeans daal to DPC++ * 2. add unit test * 1. migrate pca to DPC++ 2. add unit test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * normalize data Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * 1. migrate correlation to DPC++ interface 2. add unit test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * 1. move local host to distributed host 2. add cluster test 3. code style Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update ci-cluster-test.sh * Update ci-cluster-test.sh * Update build.sh * Update build.sh * Update OneDAL.cpp * Update OneDAL.cpp * Update OneDAL.cpp * Update com_intel_oap_mllib_OneDAL__.h * update code style Signed-off-by: minmingzhu * Update NaiveBayesResult.java * 1. update code style 2. When using the Host/CPU device throws a fail Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback code style Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rollback checkstyle.xml Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update OneDAL.scala Signed-off-by: minmingzhu * revert ALS.scala * revert checkstyle.xml * :Revert "revert checkstyle.xml" This reverts commit 4f74bac8cd57ab24ae1e15594ce4fa32f38fabdf. * disable cluster test for gpu * disable cluster test for gpu * nit * migrate cpa to DPC++ Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update OutputHelpers.hpp * update com_intel_oap_mllib_feature_PCADALImpl.h Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update PCADALImpl.scala Signed-off-by: minmingzhu * 1. update function name and variable name Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector Signed-off-by: minmingzhu * change compute_device to ComputeDevice Signed-off-by: minmingzhu * 1. migrate pca to DPC++ 2. add unit test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * normalize data Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * 1. migrate correlation to DPC++ interface 2. add unit test Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * Update prepare-build-deps-gpu.sh * update Signed-off-by: minmingzhu * Update Makefile * Update OutputHelpers.hpp * Update PCAOneAPIImpl.cpp * Update service.h * update Signed-off-by: minmingzhu * Update OneDAL.scala * Update PCADALImpl.scala * Update KmeansHomogenTableSuite.scala * Update TestCommon.scala * Update test.sh * update Signed-off-by: minmingzhu * fix comments Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update code style Signed-off-by: minmingzhu Signed-off-by: minmingzhu Co-authored-by: minmingz Co-authored-by: Wu, Xiaochang --- .../src/main/native/CorrelationOneAPIImpl.cpp | 89 + .../src/main/native/KMeansOneAPIImpl.cpp | 7 +- mllib-dal/src/main/native/PCAOneAPIImpl.cpp | 10 +- .../data/kmeans_dense_train_centroids.csv | 10 - .../scala/data/kmeans_dense_train_data.csv | 10000 ---------------- 5 files changed, 98 insertions(+), 10018 deletions(-) create mode 100644 mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp delete mode 100755 mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv delete mode 100755 mllib-dal/src/test/scala/data/kmeans_dense_train_data.csv diff --git a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp new file mode 100644 index 000000000..b4dc4cebf --- /dev/null +++ b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp @@ -0,0 +1,89 @@ +/******************************************************************************* + * Copyright 2020 Intel Corporation + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + *******************************************************************************/ + +#include + +#ifdef CPU_GPU_PROFILE +#include "GPU.h" +#ifndef ONEDAL_DATA_PARALLEL +#define ONEDAL_DATA_PARALLEL +#endif + +#include "Communicator.hpp" +#include "OutputHelpers.hpp" +#include "com_intel_oap_mllib_stat_CorrelationDALImpl.h" +#include "oneapi/dal/algo/covariance.hpp" +#include "oneapi/dal/table/homogen.hpp" +#include "service.h" + +using namespace std; +using namespace oneapi::dal; +const int ccl_root = 0; + +static void doCorrelationOneAPICompute(JNIEnv *env, jint rankId, + jlong pNumTabData, jint executorNum, + const ccl::string &ipPort, + jint computeDeviceOrdinal, + jobject resultObj) { + std::cout << "oneDAL (native): compute start , rankid = " << rankId + << "; device = " << ComputeDeviceString[computeDeviceOrdinal] + << std::endl; + const bool isRoot = (rankId == ccl_root); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + homogen_table htable = + *reinterpret_cast(pNumTabData); + + const auto cor_desc = covariance::descriptor{}.set_result_options( + covariance::result_options::cor_matrix | + covariance::result_options::means); + auto queue = getQueue(device); + auto comm = preview::spmd::make_communicator( + queue, executorNum, rankId, ipPort); + const auto result_train = preview::compute(comm, cor_desc, htable); + if (isRoot) { + std::cout << "Mean:\n" << result_train.get_means() << std::endl; + std::cout << "Correlation:\n" + << result_train.get_cor_matrix() << std::endl; + // Return all covariance & mean + jclass clazz = env->GetObjectClass(resultObj); + + // Get Field references + jfieldID correlationNumericTableField = + env->GetFieldID(clazz, "correlationNumericTable", "J"); + + HomogenTablePtr correlation = + std::make_shared(result_train.get_cor_matrix()); + saveHomogenTablePtrToVector(correlation); + + env->SetLongField(resultObj, correlationNumericTableField, + (jlong)correlation.get()); + } +} + +JNIEXPORT jlong JNICALL +Java_com_intel_oap_mllib_stat_CorrelationDALImpl_cCorrelationTrainDAL( + JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, + jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; + const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); + std::string ipPortStr = std::string(ipPortPtr); + doCorrelationOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, + computeDeviceOrdinal, resultObj); + + env->ReleaseStringUTFChars(ipPort, ipPortPtr); + return 0; +} +#endif diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp index 4c4b94c1e..1f7e225b9 100644 --- a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp @@ -17,7 +17,6 @@ #include #include #include -#include #ifdef CPU_GPU_PROFILE #include "GPU.h" @@ -41,8 +40,8 @@ static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, jint executorNum, const ccl::string &ipPort, jint computeDeviceOrdinal, jobject resultObj) { - std::cout << "oneDAL (native): GPU/CPU compute start , rankid = " << rankId - << "; device = " << computeDeviceOrdinal << "(0:HOST;1:GPU;2:CPU)" + std::cout << "oneDAL (native): compute start , rankid = " << rankId + << "; device = " << ComputeDeviceString[computeDeviceOrdinal] << std::endl; const bool isRoot = (rankId == ccl_root); ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); @@ -93,7 +92,7 @@ Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCe JNIEnv *env, jobject obj, jlong pNumTabData, jlong pNumTabCenters, jint clusterNum, jdouble tolerance, jint iterationNum, jint executorNum, jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { - std::cout << "oneDAL (native): use GPU DPC++ kernels " << std::endl; + std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); std::string ipPortStr = std::string(ipPortPtr); jlong ret = 0L; diff --git a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp index f0e7679b1..eecc3661a 100644 --- a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp @@ -22,6 +22,7 @@ #ifndef ONEDAL_DATA_PARALLEL #define ONEDAL_DATA_PARALLEL #endif + #include "Communicator.hpp" #include "OutputHelpers.hpp" #include "com_intel_oap_mllib_feature_PCADALImpl.h" @@ -36,11 +37,11 @@ const int ccl_root = 0; static void doPCAOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, jint executorNum, const ccl::string &ipPort, jint computeDeviceOrdinal, jobject resultObj) { + std::cout << "oneDAL (native): compute start , rankid = " << rankId + << "; device = " << ComputeDeviceString[computeDeviceOrdinal] + << std::endl; const bool isRoot = (rankId == ccl_root); ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); - std::cout << "oneDAL (native): GPU/CPU compute start , rankid = " << rankId - << "; device = " << computeDeviceOrdinal << "(0:HOST;1:GPU;2:CPU)" - << std::endl; homogen_table htable = *reinterpret_cast(pNumTabData); @@ -48,6 +49,7 @@ static void doPCAOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, auto queue = getQueue(device); auto comm = preview::spmd::make_communicator( queue, executorNum, rankId, ipPort); + pca::train_input local_input{htable}; const auto result_train = preview::train(comm, pca_desc, local_input); if (isRoot) { @@ -79,7 +81,7 @@ JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { - std::cout << "oneDAL (native): use GPU DPC++ kernels " << std::endl; + std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); std::string ipPortStr = std::string(ipPortPtr); doPCAOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, diff --git a/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv b/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv deleted file mode 100755 index ff50427b5..000000000 --- a/mllib-dal/src/test/scala/data/kmeans_dense_train_centroids.csv +++ /dev/null @@ -1,10 +0,0 @@ --31.504,-73.089,-38.436,-94.426,-74.766,-67.435,4.703,6.929,6.232,14.258,-32.189,46.390,36.269,49.638,-30.474,90.697,-53.270,-55.981,-76.285,107.620 -28.634,55.676,-8.076,-59.468,-58.356,-59.880,89.226,3.375,88.767,91.344,31.533,45.158,89.224,-77.296,7.158,-27.333,88.878,-29.220,-77.884,-61.412 --7.891,-48.543,-39.840,-113.667,-69.113,-75.884,3.101,108.083,-13.944,11.159,-20.248,63.385,43.436,64.571,-45.034,43.182,-83.274,-44.630,-103.643,75.750 --47.760,39.908,-72.153,55.267,-21.681,98.050,52.326,22.514,10.478,-20.894,76.173,-15.170,44.295,64.886,-43.488,24.998,-38.863,-14.418,4.036,-94.388 --0.012,25.333,15.920,102.457,88.853,17.935,41.462,-68.552,64.139,124.873,8.922,103.287,-53.089,65.990,-36.423,15.801,10.300,38.470,-14.507,4.895 --55.098,-38.414,19.163,31.976,-59.315,-97.125,-43.348,72.491,-19.681,34.969,-29.560,-22.753,-25.411,-90.476,-81.657,17.736,68.008,-76.612,-38.012,-7.251 --4.233,100.762,-80.907,-6.668,-22.292,-53.800,25.021,52.130,-62.667,22.358,-22.819,98.560,70.029,-36.080,-12.062,-55.113,19.833,84.475,54.979,-81.076 --4.680,-46.987,-87.867,101.028,-112.063,-57.149,78.864,64.595,-16.539,-30.937,34.636,-49.476,24.540,26.411,-79.789,93.406,-48.819,42.862,-61.290,-83.510 -30.809,37.382,-84.056,-9.649,-12.509,-83.705,47.871,58.416,-71.769,13.849,-29.367,104.843,84.317,-10.185,-54.414,-61.872,29.629,77.375,49.537,-101.110 --1.990,-40.990,46.589,-3.508,9.232,50.130,-32.612,19.911,12.406,13.907,52.201,14.932,-27.741,-1.314,104.201,-59.687,-82.769,12.405,2.996,68.074 diff --git a/mllib-dal/src/test/scala/data/kmeans_dense_train_data.csv b/mllib-dal/src/test/scala/data/kmeans_dense_train_data.csv deleted file mode 100755 index 67ecc7410..000000000 --- a/mllib-dal/src/test/scala/data/kmeans_dense_train_data.csv +++ /dev/null @@ -1,10000 +0,0 @@ --21.535651,14.132297,31.235426,99.000715,63.627557,79.873729,-72.628829,17.935287,12.955671,56.199663,-29.835004,-87.386819,-111.845621,72.467268,-46.623092,-52.977263,-6.172873,97.726714,-112.612707,-59.935622 -2.302152,-29.002080,73.105128,28.452499,57.450846,87.025368,-63.366150,13.260953,-34.590126,-12.709892,44.982761,8.761890,-23.771476,15.061654,74.016723,-67.233482,-15.883441,-56.213821,-29.666733,87.122775 --58.761132,5.850924,56.845222,77.251095,101.058664,-22.501586,-46.134525,-83.836106,-64.732183,-92.188620,4.275683,35.571124,47.117437,35.720971,-102.055371,41.777812,32.327431,-90.137946,-62.958812,93.033859 -33.618576,-91.477489,33.922498,113.700388,19.422959,79.370443,36.207007,-61.869684,89.084441,42.595918,47.916870,101.371334,17.473329,26.647673,76.746639,-17.177758,-89.664982,6.935290,-27.506347,69.754262 --46.162540,13.123298,-5.316263,-13.317690,69.352724,-94.852335,-6.774528,18.651246,49.687404,60.055378,-13.317999,-29.511141,0.112713,12.870969,109.278478,-94.308601,-2.184289,64.435546,-73.361747,92.589681 -27.353050,78.269868,-35.402324,-87.065158,-35.267104,-58.236570,84.205782,3.153627,131.636218,96.395838,43.263448,64.831864,88.471044,-46.233074,-3.518102,-98.191329,99.885533,-16.883369,-53.075766,-33.684591 -53.672930,-16.250006,86.733480,54.287038,-94.293082,-13.617325,-55.696119,-61.046960,76.043670,87.110703,-14.269847,-67.248249,149.536598,11.091768,32.595685,-20.791862,-53.209254,39.181877,77.090837,3.583095 -28.418502,65.905456,31.563300,11.174423,65.522971,-32.369965,90.675117,-79.884445,34.747002,44.255852,72.594408,86.903371,-33.862405,82.893922,-4.535807,-73.615167,-86.766006,-52.039864,3.278781,-12.693780 --56.533323,-49.582270,40.938156,19.957308,-13.456906,-91.561588,-31.960108,46.773095,57.253069,127.919086,-29.427038,-25.292225,-30.930524,-62.340743,-64.186939,11.658065,32.874056,-70.685668,-67.360588,40.651500 --30.605179,8.407691,-113.335908,96.360955,-85.740150,-61.848751,97.983222,75.902005,-26.125841,-6.829216,27.093317,-66.219654,41.521667,-55.595184,-77.459577,100.930367,-34.760983,57.811231,-45.282652,-79.130516 --67.095402,12.151309,-92.603571,64.951594,-36.250107,95.392047,50.338096,41.430720,30.770246,-15.343949,93.984193,10.596566,56.887957,34.193636,-21.879770,27.545565,-38.929931,-36.645660,21.933879,-94.845170 -31.764051,5.690597,72.401489,90.051805,116.828138,-71.257918,34.848940,-18.412247,82.391364,-33.019613,38.637172,-51.186467,-67.625692,-5.419664,-2.672490,58.123677,18.009824,-33.960585,41.089361,76.307063 -28.722066,61.296045,-37.298742,20.737888,-33.357012,73.483237,-88.988427,65.574467,-58.373262,31.249089,90.888950,-50.596457,-56.999371,58.390010,-59.779527,62.616692,49.176693,-50.714065,4.747873,-109.038500 -122.463851,-15.848551,96.930232,-71.564661,-105.371629,51.482055,4.004529,40.885451,-7.317277,26.683211,55.407617,4.125561,50.461902,-76.126550,-29.895199,-81.836220,97.767066,63.853334,69.526980,72.164706 -7.985132,-56.196313,-66.013904,-91.407454,-85.943676,-77.610286,-8.355402,110.206788,-26.309208,57.399355,-40.594656,81.718001,17.881997,99.084517,-73.015751,117.258178,-43.126943,-37.701352,-52.863849,101.209537 -53.348967,-2.204276,37.206951,-60.928079,-59.598327,-10.209130,-90.585450,-112.934606,-31.502839,45.743192,11.594466,51.000740,-22.636248,-25.665963,42.208661,98.779875,-57.419870,105.780738,-81.134191,-2.297590 -33.513764,51.988000,18.932910,143.984878,64.072360,-6.601488,35.493519,-51.713351,67.756187,141.550076,47.884431,86.739393,-44.991222,38.929117,-89.144224,18.908677,-7.820042,46.729623,8.823165,7.499769 --6.248914,73.477133,-69.875499,-7.745877,-29.870529,-73.989171,55.252917,41.072593,-51.201203,8.220987,-30.846896,100.192410,155.038022,-20.504609,-83.900407,-80.535618,10.269476,75.294536,64.296077,-97.234670 -72.233071,52.193583,-78.779485,-70.214427,-89.536129,93.688048,-52.475243,-89.843438,-42.665724,-86.296840,-114.051381,54.817735,46.544645,82.615612,-111.127648,-18.152872,-13.500492,32.975357,-99.155587,-1.701603 --54.365281,109.908250,-34.022364,81.684740,-88.741838,-17.931852,85.893118,58.025481,9.023931,-79.287684,32.197010,-31.285840,48.261513,119.754424,-7.785570,-3.162402,-89.247781,-71.239939,-41.103658,-61.111589 -5.551485,30.646488,5.826798,69.269801,79.596545,31.461213,-104.039055,8.284071,22.052528,22.916542,-17.665143,-85.917028,-67.074990,87.301462,-10.566380,-97.504557,18.492286,5.909874,-71.138492,-60.570448 -74.360906,-50.896941,70.948248,24.829625,3.784290,56.508046,-25.492371,16.712373,-17.818503,16.056842,46.034310,-18.651968,-28.120744,25.842947,22.121404,-57.653843,-12.356428,-52.601620,22.115718,61.595758 --93.907601,-8.322563,41.790976,49.695605,73.927909,-28.907158,-60.740657,-74.824986,-89.438611,-78.560419,1.624448,24.669522,54.156534,86.079485,-90.779279,57.819593,47.167187,-101.830123,-19.208741,75.890303 -8.979183,-84.340839,33.358365,58.302128,5.317272,89.602431,63.855891,-105.871251,93.870535,122.266725,10.651230,58.997174,-16.773035,10.055034,104.358721,-8.832949,-60.302506,-2.717177,-24.364350,43.293926 --51.677407,-41.632759,-4.103213,49.717808,71.120359,-99.679064,10.246671,-17.309204,51.655188,65.292875,-69.837916,5.901131,20.776106,16.065916,88.449148,-59.326196,26.998407,48.509029,-78.337155,85.283557 -17.496538,96.127866,-12.575874,-78.039613,-26.381351,-72.188670,68.724845,-16.707915,120.170975,81.926392,21.476129,-11.664147,136.340370,-70.077987,41.451530,-93.910647,93.448036,-21.136124,-90.708315,-29.429548 -57.747434,-23.529652,90.620554,38.006749,-10.222431,-14.687581,-41.673789,-51.620759,47.648531,62.161687,2.267330,-74.804907,63.449100,14.628222,53.882651,-3.112972,-33.837054,37.596017,73.507835,48.240753 -34.828421,59.178630,39.850678,7.416266,71.315736,-30.336974,84.367988,-111.406372,-79.431989,6.700834,36.377411,78.368952,-38.538979,56.397396,52.985058,-68.793424,-84.508288,-100.781280,16.540656,-34.017514 --72.047472,-25.193039,35.559610,52.791346,-71.816995,-61.695530,-25.789221,42.824989,11.235769,83.080961,-32.506450,-44.490751,-43.788448,-134.884234,-108.836915,27.068328,42.618171,-93.552880,-25.150080,-6.522260 -15.405390,23.734470,-52.080470,96.792216,-98.545676,-34.701330,84.324418,85.378927,-102.764185,-40.134218,11.439668,-100.814650,48.355801,15.559371,-71.018467,85.797927,-47.542043,53.879273,-28.185561,-78.704423 --121.343301,66.376185,-63.911367,37.434867,-25.501565,55.339088,116.376113,51.208290,82.824959,-26.770601,24.106520,1.403290,38.164962,68.310587,-14.309473,69.234693,-31.834367,-48.521609,-3.225745,-84.580298 -65.060883,20.923882,15.362637,69.934543,135.782546,-29.042958,-22.382107,-30.937524,96.957151,-31.941966,17.949350,-89.678906,-1.531110,-41.251517,24.173753,42.839588,2.862251,-43.071650,-43.934738,83.800211 -43.477025,77.096366,-79.110131,43.999557,-49.506626,25.273591,-84.316481,6.219396,-50.536529,33.193867,115.803419,-65.496805,33.418038,23.507025,-91.302894,81.954684,64.563545,-36.538195,0.376222,-102.398115 -78.602386,-19.061561,111.760238,-105.538650,-87.524545,21.692475,39.440068,45.502822,-16.023552,25.915853,49.792863,-13.715955,68.868560,-82.674652,-9.006557,-108.179058,54.731253,82.317908,78.166279,115.126168 --6.714271,-83.419532,-66.643400,-73.420795,-72.991124,-101.344313,-5.488400,51.390607,20.204000,43.690872,-24.441465,62.397273,38.259138,65.769450,-5.482622,60.823217,-47.309320,-33.225604,-100.773947,99.132494 -30.278344,-37.377758,47.619160,-40.006671,-6.857142,-26.861484,-86.880218,-59.468038,-19.296018,91.442968,6.450025,54.854554,-41.801610,-36.756123,60.960290,91.030470,-73.342522,81.069898,-68.269329,20.110092 -20.803138,33.999635,12.470113,78.109303,40.630298,24.721724,58.644273,-46.580481,52.623499,120.881587,44.656490,107.423442,-55.623399,43.731864,-63.903240,-2.642023,-9.032865,24.410461,12.348515,-13.475601 --13.220291,41.023255,-49.710934,15.786619,15.420105,-95.778589,38.994915,68.452080,-43.558302,-2.289721,-60.242934,92.811447,65.044347,11.763132,-72.526440,-28.527813,-24.248352,83.872952,19.825650,-89.533181 -36.553377,49.056257,-34.232354,-34.250423,-27.628534,64.561942,-51.914676,-97.755504,-68.987233,-103.551865,-58.194224,46.353810,76.278231,89.895882,-117.650179,-8.558552,33.416900,-27.694097,-83.142943,-19.270637 --58.376592,34.890324,-42.535772,72.310384,-134.483195,19.520024,-31.550258,-8.709099,2.973673,-72.902061,54.397836,-35.953035,22.260154,56.228586,-21.989330,-22.493516,-73.865949,-60.061960,-10.288559,-86.053438 --7.064536,74.305756,57.088408,90.861989,61.717977,21.379650,-108.666884,-48.845459,11.802873,-13.885095,-31.159662,-98.718048,-95.921175,84.959800,-8.297784,-88.071338,9.244433,-34.652843,-79.526823,-23.523912 -62.551343,-68.746153,52.571218,-11.562415,20.030001,55.722410,-41.667505,23.527240,8.063135,21.681791,45.559678,1.598628,-28.434562,9.727347,56.625559,-59.253010,2.427236,-64.489432,30.718137,84.033923 --105.606000,-21.979561,46.583597,72.586603,98.082721,8.349983,-46.727174,-58.290890,-99.976227,-100.118345,2.135648,-12.813380,19.065296,72.951754,-85.007282,73.830680,130.136937,-82.930075,-35.788853,87.732655 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-47.006284,-3.500999,73.982792,49.739792,59.838180,-54.321184,5.786496,-22.171498,114.925201,-13.868403,43.278293,-67.418363,-25.065296,-53.596211,4.819692,79.010441,19.886496,-4.389081,-12.184467,53.636356 --4.348770,97.710527,-22.267198,-6.272450,-35.405953,43.769576,-90.460244,-16.679543,-39.629412,28.564642,81.847523,-73.173278,-48.308251,32.915223,-66.168261,47.351148,96.963115,-72.801492,-16.948766,-105.420515 -80.702177,-14.562586,119.593962,-90.645369,-111.293243,108.379121,40.061239,55.710352,-30.537086,25.102836,64.287283,-16.029534,36.492132,-73.470626,-37.850198,-116.676324,95.901832,88.909547,88.266356,91.465035 -8.222015,-72.878346,-42.866955,-74.591432,-66.987797,-68.882385,16.832110,-3.427133,15.819701,43.890424,-40.380505,48.797413,15.518417,87.065664,-57.303647,90.653479,-55.360790,-42.444722,-91.834429,64.755509 -64.214536,-25.033507,16.080934,-19.082956,-2.243362,3.495117,-72.598136,-108.673171,-22.875396,53.906744,23.549688,65.841834,-48.724422,-8.964036,62.990652,93.979159,-55.344452,61.542283,-83.569903,9.963187 -29.230772,22.916769,21.327975,89.542548,20.537099,34.036001,39.117193,-48.709365,62.008706,78.072905,46.512546,29.043528,-84.050768,88.073809,-41.458893,2.815905,0.968587,5.565938,14.369451,-3.100179 -24.935196,89.917026,-75.428865,1.760327,-5.187380,-100.363053,31.452468,64.597055,-53.401750,23.603904,-7.367321,83.451281,85.877071,7.813719,-63.203634,-88.731912,37.227374,47.827784,56.862345,-79.843554 -8.627416,39.667156,-61.861178,-35.655182,-87.284906,74.126557,-49.450954,-89.552543,-77.725741,-76.733773,-92.940599,54.007951,75.125923,105.206591,-75.740738,-19.163995,9.018532,-4.051967,-74.153033,30.034378 --60.476947,68.425055,-14.907997,35.967860,-45.232979,26.234044,42.832349,10.432155,-6.604056,-98.045397,65.504826,13.299879,77.140360,40.908957,-24.370164,13.854455,-106.664158,-54.309726,-4.879161,-96.017726 -44.466475,12.106077,25.978408,82.508752,46.154027,55.719089,-90.362040,24.336727,38.913233,20.375232,-30.778058,-60.300958,-56.088198,92.448451,-44.336446,-85.435484,-7.954500,34.553887,-78.036803,-70.023727 -3.777800,-46.760732,52.250910,22.331673,34.836987,76.377633,-37.368304,22.668294,-9.195191,7.385175,36.882180,-5.944633,-25.883266,13.671938,117.435857,-68.083321,-46.716965,-13.323515,-11.152895,79.334870 --72.055438,16.138876,40.638123,49.875322,88.033791,-4.922809,-36.718588,-76.239873,-102.511448,-104.267256,-3.641933,32.101328,17.614169,32.883440,-84.583634,48.468830,26.863400,-108.664801,-36.148169,96.915954 -36.608049,-72.509864,52.068560,66.419573,-16.221146,87.551673,73.404786,-85.153242,107.463252,70.244941,8.436633,65.602334,-2.661218,33.901925,74.099183,-22.997677,-70.772854,11.273962,-58.650187,31.567285 --25.885927,-24.252045,-35.322721,1.778413,26.016473,-104.464843,-24.597130,18.769750,29.805840,73.068974,-58.577900,-31.680624,-1.795828,-1.210381,122.373862,-84.696977,-13.534211,61.100763,-84.519649,112.318386 -44.268262,75.429382,-14.039111,-106.453105,-70.143421,-85.459997,89.061518,-27.816953,97.364717,79.841257,3.491611,23.506006,109.362162,-46.530301,30.037819,-40.796774,92.432347,-33.135056,-108.358580,-45.667895 -33.871856,-45.297071,90.251730,34.525795,-32.476690,-23.553758,-42.947323,-26.311170,42.046311,49.145646,-10.618371,-55.134273,48.671806,25.829103,82.600337,19.782975,-41.806643,63.073743,87.762834,91.919932 --0.007186,61.079881,36.907304,-35.613416,49.420203,-61.408217,101.315671,-84.295586,7.475270,15.611763,53.730314,67.877376,-41.753114,77.762678,24.638730,-67.063773,-110.030158,-103.358644,-0.065460,-36.404197 --72.572343,-50.115145,9.474752,27.027486,-79.601249,-91.574530,-45.203359,39.419274,28.508674,39.961949,-58.087402,-6.433306,-49.845383,-90.255659,-82.913492,-6.739263,68.395132,-98.892352,-1.234345,-10.650568 -3.466484,-41.963211,-101.549674,113.074159,-86.798437,-65.314323,85.981555,70.160060,33.997632,-22.300522,18.884806,-57.870215,33.327087,-26.421451,-66.088105,97.549175,-60.756497,29.880470,-35.859759,-95.250242 --68.352503,28.831507,-41.746912,35.316582,-44.208539,99.928953,81.827787,0.532542,69.138248,-41.911007,70.027301,-15.615744,60.851804,13.927045,-28.585259,27.373603,-9.312663,-23.544218,-28.720110,-98.128919 -24.179983,-11.872749,90.900641,75.190215,81.498982,-79.678203,-6.736202,-25.395823,108.335439,-35.416165,41.079546,-75.715588,-49.527841,-14.323947,-2.499922,80.091561,-2.253338,16.783013,41.876165,107.440439 -53.909592,123.400226,-83.464603,-38.726318,-42.144546,34.235512,-40.164584,53.132795,-56.240330,36.503390,49.969851,-53.720180,-36.784927,59.234573,-68.343880,53.835605,19.723076,-55.034356,-8.192637,-141.406262 -109.747819,-17.857775,81.394632,-84.108417,-123.061216,35.170148,52.945368,42.581640,-13.239458,26.636268,40.834690,-33.190069,12.288462,-100.309429,-39.926609,-97.388183,95.904508,76.581095,68.579708,79.766804 --3.390432,-76.728932,-36.348736,-83.786703,-95.501186,-93.461857,-10.963780,61.453599,11.380931,-4.918122,-40.964293,27.315303,70.352026,66.903083,-15.928678,69.638955,-74.412814,-72.764659,-73.671858,95.791809 -48.050821,-5.713104,98.790235,-105.940295,-18.947560,-17.264721,-66.965960,-103.903201,-11.753898,36.508837,21.570430,41.559618,-21.077736,-32.906120,48.775625,78.448569,-60.654298,64.445871,-95.649954,15.378350 -1.483825,36.981524,20.730194,60.211720,65.533557,43.126986,70.073330,-47.116113,38.746321,142.994009,49.661252,44.251586,-28.556511,82.920829,-92.723395,-58.075289,-9.251227,44.724219,10.102778,5.078629 --39.923540,61.535675,-66.220575,12.119391,1.987195,-119.609092,6.015583,47.045974,-60.162501,12.810426,-22.861767,88.859612,105.762960,-32.237056,-32.055584,-60.839940,36.517120,82.203594,52.334339,-86.538635 -52.022437,46.769063,-70.478311,-64.296834,-50.837914,66.164247,-55.222293,-125.060890,-56.971545,-74.584602,-44.151380,39.813347,83.149122,109.347300,-95.032944,-12.118143,3.228395,2.055644,-64.236631,-28.255877 --80.554808,13.882726,-81.887151,47.195826,-82.522716,4.698547,29.280583,25.413036,25.467430,-146.195313,53.708481,-3.143048,30.573862,100.004083,-12.085348,-34.268587,-124.658116,-53.834865,-78.186908,-42.506710 From abdeff5da2e0b02a7bb68431afea9a96bf3c1bcd Mon Sep 17 00:00:00 2001 From: minmingzhu <45281494+minmingzhu@users.noreply.github.com> Date: Tue, 13 Sep 2022 06:31:38 +0000 Subject: [PATCH 04/19] [ML-227] Migrate moments daal to DPC++ (#229) * add low order moments Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * update Signed-off-by: minmingzhu * rename unit filename Signed-off-by: minmingzhu Signed-off-by: minmingzhu --- mllib-dal/src/main/native/Makefile | 1 - .../src/main/native/SummarizerOneAPIImpl.cpp | 105 ++++++++++++++++++ 2 files changed, 105 insertions(+), 1 deletion(-) create mode 100644 mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp diff --git a/mllib-dal/src/main/native/Makefile b/mllib-dal/src/main/native/Makefile index 1a2079ed1..1761d4f00 100644 --- a/mllib-dal/src/main/native/Makefile +++ b/mllib-dal/src/main/native/Makefile @@ -114,7 +114,6 @@ OBJS += \ DEFINES=-D$(PLATFORM_PROFILE) - ifeq ($(PLATFORM_PROFILE),CPU_GPU_PROFILE) CPP_SRCS += ./GPU.cpp OBJS += ./GPU.o diff --git a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp new file mode 100644 index 000000000..8539178c6 --- /dev/null +++ b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp @@ -0,0 +1,105 @@ +/******************************************************************************* + * Copyright 2020 Intel Corporation + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + *******************************************************************************/ + +#include + +#ifdef CPU_GPU_PROFILE +#include "GPU.h" +#ifndef ONEDAL_DATA_PARALLEL +#define ONEDAL_DATA_PARALLEL +#endif + +#include "Communicator.hpp" +#include "OutputHelpers.hpp" +#include "com_intel_oap_mllib_stat_SummarizerDALImpl.h" +#include "oneapi/dal/algo/basic_statistics.hpp" +#include "oneapi/dal/table/homogen.hpp" +#include "service.h" + +using namespace std; +using namespace oneapi::dal; +const int ccl_root = 0; + +static void doSummarizerOneAPICompute(JNIEnv *env, jint rankId, + jlong pNumTabData, jint executorNum, + const ccl::string &ipPort, + jint computeDeviceOrdinal, + jobject resultObj) { + std::cout << "oneDAL (native): compute start , rankid = " << rankId + << "; device = " << ComputeDeviceString[computeDeviceOrdinal] + << std::endl; + const bool isRoot = (rankId == ccl_root); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + homogen_table htable = + *reinterpret_cast(pNumTabData); + + const auto bs_desc = basic_statistics::descriptor{}; + auto queue = getQueue(device); + auto comm = preview::spmd::make_communicator( + queue, executorNum, rankId, ipPort); + const auto result_train = preview::compute(comm, bs_desc, htable); + + if (isRoot) { + std::cout << "Minimum:\n" << result_train.get_min() << std::endl; + std::cout << "Maximum:\n" << result_train.get_max() << std::endl; + std::cout << "Mean:\n" << result_train.get_mean() << std::endl; + std::cout << "Variance:\n" << result_train.get_variance() << std::endl; + + // Return all covariance & mean + jclass clazz = env->GetObjectClass(resultObj); + + // Get Field references + jfieldID meanTableField = + env->GetFieldID(clazz, "meanNumericTable", "J"); + jfieldID varianceTableField = + env->GetFieldID(clazz, "varianceNumericTable", "J"); + jfieldID minimumTableField = + env->GetFieldID(clazz, "minimumNumericTable", "J"); + jfieldID maximumTableField = + env->GetFieldID(clazz, "maximumNumericTable", "J"); + + HomogenTablePtr meanTable = + std::make_shared(result_train.get_mean()); + saveHomogenTablePtrToVector(meanTable); + HomogenTablePtr varianceTable = + std::make_shared(result_train.get_variance()); + saveHomogenTablePtrToVector(varianceTable); + HomogenTablePtr maxTable = + std::make_shared(result_train.get_max()); + saveHomogenTablePtrToVector(maxTable); + HomogenTablePtr minTable = + std::make_shared(result_train.get_min()); + saveHomogenTablePtrToVector(minTable); + env->SetLongField(resultObj, meanTableField, (jlong)meanTable.get()); + env->SetLongField(resultObj, varianceTableField, + (jlong)varianceTable.get()); + env->SetLongField(resultObj, maximumTableField, (jlong)maxTable.get()); + env->SetLongField(resultObj, minimumTableField, (jlong)minTable.get()); + } +} + +JNIEXPORT jlong JNICALL +Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( + JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, + jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); + std::string ipPortStr = std::string(ipPortPtr); + doSummarizerOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, + computeDeviceOrdinal, resultObj); + env->ReleaseStringUTFChars(ipPort, ipPortPtr); + return 0; +} +#endif From e456a5674fd1ac4fe9c1a50f806183e1b4370030 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 21 Nov 2022 10:16:11 +0000 Subject: [PATCH 05/19] change select_device to assign gpus Signed-off-by: minmingzhu --- .../src/main/native/CorrelationOneAPIImpl.cpp | 47 ++++++++++-------- mllib-dal/src/main/native/GPU.cpp | 47 +++++++++++++++--- mllib-dal/src/main/native/GPU.h | 4 +- .../src/main/native/KMeansOneAPIImpl.cpp | 47 +++++++++++------- mllib-dal/src/main/native/PCAOneAPIImpl.cpp | 48 ++++++++++-------- .../src/main/native/SummarizerOneAPIImpl.cpp | 49 +++++++++++-------- .../intel/oap/mllib/feature/PCADALImpl.scala | 8 +++ .../com/intel/oap/mllib/TestCommon.scala | 2 +- 8 files changed, 163 insertions(+), 89 deletions(-) diff --git a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp index b4dc4cebf..de9326dba 100644 --- a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp @@ -28,30 +28,23 @@ #include "oneapi/dal/algo/covariance.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" +#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -const int ccl_root = 0; -static void doCorrelationOneAPICompute(JNIEnv *env, jint rankId, - jlong pNumTabData, jint executorNum, - const ccl::string &ipPort, - jint computeDeviceOrdinal, +static void doCorrelationOneAPICompute(JNIEnv *env, + jlong pNumTabData, + preview::spmd::communicator comm, jobject resultObj) { - std::cout << "oneDAL (native): compute start , rankid = " << rankId - << "; device = " << ComputeDeviceString[computeDeviceOrdinal] - << std::endl; - const bool isRoot = (rankId == ccl_root); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + std::cout << "oneDAL (native): compute start " << std::endl; + const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = *reinterpret_cast(pNumTabData); const auto cor_desc = covariance::descriptor{}.set_result_options( covariance::result_options::cor_matrix | covariance::result_options::means); - auto queue = getQueue(device); - auto comm = preview::spmd::make_communicator( - queue, executorNum, rankId, ipPort); const auto result_train = preview::compute(comm, cor_desc, htable); if (isRoot) { std::cout << "Mean:\n" << result_train.get_means() << std::endl; @@ -75,15 +68,29 @@ static void doCorrelationOneAPICompute(JNIEnv *env, jint rankId, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_stat_CorrelationDALImpl_cCorrelationTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, - jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + JNIEnv *env, jobject obj, jlong pNumTabData, + jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); - std::string ipPortStr = std::string(ipPortPtr); - doCorrelationOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, - computeDeviceOrdinal, resultObj); + ccl::communicator &cclComm = getComm(); + int rankId = cclComm.rank(); + int nGpu = env->GetArrayLength(gpuIdxArray); + std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" + << std::endl; + + jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); + + int size = cclComm.size(); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + + auto queue = + getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); + + ccl::shared_ptr_class &kvs = getKvs(); + auto comm = preview::spmd::make_communicator( + queue, size, rankId, kvs); + doCorrelationOneAPICompute(env, pNumTabData, comm, resultObj); + env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); - env->ReleaseStringUTFChars(ipPort, ipPortPtr); return 0; } #endif diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index 4205b8c26..e797f9877 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -65,8 +65,43 @@ static sycl::queue getSyclQueue(const sycl::device device) { } } -sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, - int size, int rankId, jint *gpu_indices, int n_gpu) { +sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, int size, int rankId, + jint *gpu_indices, int n_gpu) { + switch (device) { + case ComputeDevice::host: + case ComputeDevice::cpu: { + std::cout + << "Not implemented for HOST/CPU device, Please run on GPU device." + << std::endl; + exit(-1); + } + case ComputeDevice::gpu: { + std::cout << "selector GPU" << std::endl; + auto local_rank = getLocalRank(comm, size, rankId); + auto gpus = get_gpus(); + + std::cout << "rank: " << rankId << " size: " << size + << " local_rank: " << local_rank << " n_gpu: " << n_gpu + << std::endl; + + auto gpu_selected = gpu_indices[local_rank % n_gpu]; + std::cout << "GPU selected for current rank: " << gpu_selected << std::endl; + + // In case gpu_selected index is larger than number of GPU SYCL devices + auto rank_gpu = gpus[gpu_selected % gpus.size()]; + return getSyclQueue(rank_gpu); + } + + default: { + std::cout << "No Device!" << std::endl; + exit(-1); + } + } +} + +sycl::queue getQueue(const ComputeDevice device) { + std::cout << "Get Queue" << std::endl; + switch (device) { case ComputeDevice::host: case ComputeDevice::cpu: { @@ -118,9 +153,9 @@ sycl::queue getQueue(const ComputeDevice device) { std::cout << "selector GPU end" << std::endl; return getSyclQueue(device_gpu); } - default: { - std::cout << "No Device!" << std::endl; - exit(-1); - } + default: { + std::cout << "No Device!" << std::endl; + exit(-1); + } } } diff --git a/mllib-dal/src/main/native/GPU.h b/mllib-dal/src/main/native/GPU.h index 818d3ddb4..d9155d06c 100644 --- a/mllib-dal/src/main/native/GPU.h +++ b/mllib-dal/src/main/native/GPU.h @@ -7,7 +7,7 @@ #include #include -sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, - int size, int rankId, jint *gpu_indices, int n_gpu); +sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, int size, int rankId, + jint *gpu_indices, int n_gpu); sycl::queue getQueue(const ComputeDevice device); diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp index 1f7e225b9..50835649f 100644 --- a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp @@ -29,22 +29,18 @@ #include "oneapi/dal/algo/kmeans.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" +#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -const int ccl_root = 0; -static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, +static jlong doKMeansOneAPICompute(JNIEnv *env, jlong pNumTabData, jlong pNumTabCenters, jint clusterNum, jdouble tolerance, jint iterationNum, - jint executorNum, const ccl::string &ipPort, - jint computeDeviceOrdinal, + preview::spmd::communicator comm, jobject resultObj) { - std::cout << "oneDAL (native): compute start , rankid = " << rankId - << "; device = " << ComputeDeviceString[computeDeviceOrdinal] - << std::endl; - const bool isRoot = (rankId == ccl_root); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + std::cout << "oneDAL (native): compute start" << std::endl; + const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = *reinterpret_cast(pNumTabData); homogen_table centroids = @@ -54,9 +50,7 @@ static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, .set_max_iteration_count(iterationNum) .set_accuracy_threshold(tolerance); kmeans::train_input local_input{htable, centroids}; - auto queue = getQueue(device); - auto comm = preview::spmd::make_communicator( - queue, executorNum, rankId, ipPort); + kmeans::train_result result_train = preview::train(comm, kmeans_desc, local_input); if (isRoot) { @@ -90,16 +84,31 @@ static jlong doKMeansOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCenters( JNIEnv *env, jobject obj, jlong pNumTabData, jlong pNumTabCenters, - jint clusterNum, jdouble tolerance, jint iterationNum, jint executorNum, - jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + jint clusterNum, jdouble tolerance, jint iterationNum, + jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); - std::string ipPortStr = std::string(ipPortPtr); + ccl::communicator &cclComm = getComm(); + int rankId = cclComm.rank(); jlong ret = 0L; + int nGpu = env->GetArrayLength(gpuIdxArray); + std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" + << std::endl; + + jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); + + int size = cclComm.size(); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + + auto queue = + getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); + + ccl::shared_ptr_class &kvs = getKvs(); + auto comm = preview::spmd::make_communicator( + queue, size, rankId, kvs); ret = doKMeansOneAPICompute( - env, rankId, pNumTabData, pNumTabCenters, clusterNum, tolerance, - iterationNum, executorNum, ipPortStr, computeDeviceOrdinal, resultObj); - env->ReleaseStringUTFChars(ipPort, ipPortPtr); + env, pNumTabData, pNumTabCenters, clusterNum, tolerance, + iterationNum, comm, resultObj); + env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); return ret; } #endif diff --git a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp index eecc3661a..81b54c814 100644 --- a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp @@ -29,27 +29,20 @@ #include "oneapi/dal/algo/pca.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" +#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -const int ccl_root = 0; -static void doPCAOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, - jint executorNum, const ccl::string &ipPort, - jint computeDeviceOrdinal, jobject resultObj) { - std::cout << "oneDAL (native): compute start , rankid = " << rankId - << "; device = " << ComputeDeviceString[computeDeviceOrdinal] - << std::endl; - const bool isRoot = (rankId == ccl_root); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); +static void doPCAOneAPICompute(JNIEnv *env, jlong pNumTabData, + preview::spmd::communicator comm, + jobject resultObj) { + std::cout << "oneDAL (native): compute start" << std::endl; + const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = *reinterpret_cast(pNumTabData); const auto pca_desc = pca::descriptor{}; - auto queue = getQueue(device); - auto comm = preview::spmd::make_communicator( - queue, executorNum, rankId, ipPort); - pca::train_input local_input{htable}; const auto result_train = preview::train(comm, pca_desc, local_input); if (isRoot) { @@ -79,14 +72,29 @@ static void doPCAOneAPICompute(JNIEnv *env, jint rankId, jlong pNumTabData, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, - jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { + JNIEnv *env, jobject obj, jlong pNumTabData, + jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); - std::string ipPortStr = std::string(ipPortPtr); - doPCAOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, - computeDeviceOrdinal, resultObj); - env->ReleaseStringUTFChars(ipPort, ipPortPtr); + ccl::communicator &cclComm = getComm(); + int rankId = cclComm.rank(); + int nGpu = env->GetArrayLength(gpuIdxArray); + std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" + << std::endl; + + jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); + + int size = cclComm.size(); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + + auto queue = + getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); + + ccl::shared_ptr_class &kvs = getKvs(); + auto comm = preview::spmd::make_communicator( + queue, size, rankId, kvs); + doPCAOneAPICompute(env, pNumTabData, comm, resultObj); + env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); + return 0; } #endif diff --git a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp index 8539178c6..005f4bf9e 100644 --- a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp @@ -28,30 +28,22 @@ #include "oneapi/dal/algo/basic_statistics.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" +#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -const int ccl_root = 0; -static void doSummarizerOneAPICompute(JNIEnv *env, jint rankId, - jlong pNumTabData, jint executorNum, - const ccl::string &ipPort, - jint computeDeviceOrdinal, +static void doSummarizerOneAPICompute(JNIEnv *env, + jlong pNumTabData, + preview::spmd::communicator comm, jobject resultObj) { - std::cout << "oneDAL (native): compute start , rankid = " << rankId - << "; device = " << ComputeDeviceString[computeDeviceOrdinal] - << std::endl; - const bool isRoot = (rankId == ccl_root); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + std::cout << "oneDAL (native): compute start " << std::endl; + const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = *reinterpret_cast(pNumTabData); const auto bs_desc = basic_statistics::descriptor{}; - auto queue = getQueue(device); - auto comm = preview::spmd::make_communicator( - queue, executorNum, rankId, ipPort); const auto result_train = preview::compute(comm, bs_desc, htable); - if (isRoot) { std::cout << "Minimum:\n" << result_train.get_min() << std::endl; std::cout << "Maximum:\n" << result_train.get_max() << std::endl; @@ -93,13 +85,28 @@ static void doSummarizerOneAPICompute(JNIEnv *env, jint rankId, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint executorNum, - jint computeDeviceOrdinal, jint rankId, jstring ipPort, jobject resultObj) { - const char *ipPortPtr = env->GetStringUTFChars(ipPort, 0); - std::string ipPortStr = std::string(ipPortPtr); - doSummarizerOneAPICompute(env, rankId, pNumTabData, executorNum, ipPortStr, - computeDeviceOrdinal, resultObj); - env->ReleaseStringUTFChars(ipPort, ipPortPtr); + JNIEnv *env, jobject obj, jlong pNumTabData, + jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { + ccl::communicator &cclComm = getComm(); + int rankId = cclComm.rank(); + int nGpu = env->GetArrayLength(gpuIdxArray); + std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" + << std::endl; + + jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); + + int size = cclComm.size(); + ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); + + auto queue = + getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); + + ccl::shared_ptr_class &kvs = getKvs(); + auto comm = preview::spmd::make_communicator( + queue, size, rankId, kvs); + doSummarizerOneAPICompute(env, pNumTabData, comm, resultObj); + env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); + return 0; } #endif diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index d050a2762..06e79c566 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -58,6 +58,14 @@ class PCADALImpl(val k: Int, val results = coalescedTables.mapPartitionsWithIndex { (rank, table) => val tableArr = table.next() OneCCL.init(executorNum, rank, kvsIPPort) + val result = new PCAResult() + val gpuIndices = if (useDevice == "GPU") { + val resources = TaskContext.get().resources() + resources("gpu").addresses.map(_.toInt) + } else { + null + } + val result = new PCAResult() val gpuIndices = if (useDevice == "GPU") { val resources = TaskContext.get().resources() diff --git a/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala b/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala index 5a2ecef27..c841323c3 100644 --- a/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala +++ b/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala @@ -102,7 +102,7 @@ object TestCommon { var computeDevice: Common.ComputeDevice = Common.ComputeDevice.HOST if(device != null) { device.toUpperCase match { - case "HOST" => computeDevice = Common.ComputeDevice.HOST + case "HOST" => computeDevice = Common.ComputeDevice.GPU case "CPU" => computeDevice = Common.ComputeDevice.CPU case "GPU" => computeDevice = Common.ComputeDevice.GPU case _ => "Invalid Device" From 2190ddba8459eaa3717adf226ab02149260541af Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 21 Nov 2022 15:07:17 +0000 Subject: [PATCH 06/19] update code style Signed-off-by: minmingzhu --- .../src/main/native/CorrelationOneAPIImpl.cpp | 20 +++--- mllib-dal/src/main/native/GPU.cpp | 65 ++++++++++--------- mllib-dal/src/main/native/GPU.h | 4 +- .../src/main/native/KMeansOneAPIImpl.cpp | 21 +++--- mllib-dal/src/main/native/PCAOneAPIImpl.cpp | 17 ++--- .../src/main/native/SummarizerOneAPIImpl.cpp | 18 ++--- 6 files changed, 73 insertions(+), 72 deletions(-) diff --git a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp index de9326dba..1eb47bc12 100644 --- a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp @@ -23,20 +23,20 @@ #endif #include "Communicator.hpp" +#include "OneCCL.h" #include "OutputHelpers.hpp" #include "com_intel_oap_mllib_stat_CorrelationDALImpl.h" #include "oneapi/dal/algo/covariance.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" -#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -static void doCorrelationOneAPICompute(JNIEnv *env, - jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { +static void doCorrelationOneAPICompute( + JNIEnv *env, jlong pNumTabData, + preview::spmd::communicator comm, + jobject resultObj) { std::cout << "oneDAL (native): compute start " << std::endl; const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = @@ -68,14 +68,14 @@ static void doCorrelationOneAPICompute(JNIEnv *env, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_stat_CorrelationDALImpl_cCorrelationTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, - jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { + JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, + jintArray gpuIdxArray, jobject resultObj) { std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; ccl::communicator &cclComm = getComm(); int rankId = cclComm.rank(); int nGpu = env->GetArrayLength(gpuIdxArray); std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; + << std::endl; jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); @@ -85,9 +85,9 @@ Java_com_intel_oap_mllib_stat_CorrelationDALImpl_cCorrelationTrainDAL( auto queue = getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - ccl::shared_ptr_class &kvs = getKvs(); + ccl::shared_ptr_class &kvs = getKvs(); auto comm = preview::spmd::make_communicator( - queue, size, rankId, kvs); + queue, size, rankId, kvs); doCorrelationOneAPICompute(env, pNumTabData, comm, resultObj); env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index e797f9877..f44d970fd 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -65,38 +65,39 @@ static sycl::queue getSyclQueue(const sycl::device device) { } } -sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, int size, int rankId, - jint *gpu_indices, int n_gpu) { - switch (device) { - case ComputeDevice::host: - case ComputeDevice::cpu: { - std::cout - << "Not implemented for HOST/CPU device, Please run on GPU device." - << std::endl; - exit(-1); - } - case ComputeDevice::gpu: { - std::cout << "selector GPU" << std::endl; - auto local_rank = getLocalRank(comm, size, rankId); - auto gpus = get_gpus(); - - std::cout << "rank: " << rankId << " size: " << size - << " local_rank: " << local_rank << " n_gpu: " << n_gpu - << std::endl; - - auto gpu_selected = gpu_indices[local_rank % n_gpu]; - std::cout << "GPU selected for current rank: " << gpu_selected << std::endl; - - // In case gpu_selected index is larger than number of GPU SYCL devices - auto rank_gpu = gpus[gpu_selected % gpus.size()]; - return getSyclQueue(rank_gpu); - } - - default: { - std::cout << "No Device!" << std::endl; - exit(-1); - } - } +sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, + int size, int rankId, jint *gpu_indices, int n_gpu) { + switch (device) { + case ComputeDevice::host: + case ComputeDevice::cpu: { + std::cout + << "Not implemented for HOST/CPU device, Please run on GPU device." + << std::endl; + exit(-1); + } + case ComputeDevice::gpu: { + std::cout << "selector GPU" << std::endl; + auto local_rank = getLocalRank(comm, size, rankId); + auto gpus = get_gpus(); + + std::cout << "rank: " << rankId << " size: " << size + << " local_rank: " << local_rank << " n_gpu: " << n_gpu + << std::endl; + + auto gpu_selected = gpu_indices[local_rank % n_gpu]; + std::cout << "GPU selected for current rank: " << gpu_selected + << std::endl; + + // In case gpu_selected index is larger than number of GPU SYCL devices + auto rank_gpu = gpus[gpu_selected % gpus.size()]; + return getSyclQueue(rank_gpu); + } + + default: { + std::cout << "No Device!" << std::endl; + exit(-1); + } + } } sycl::queue getQueue(const ComputeDevice device) { diff --git a/mllib-dal/src/main/native/GPU.h b/mllib-dal/src/main/native/GPU.h index d9155d06c..818d3ddb4 100644 --- a/mllib-dal/src/main/native/GPU.h +++ b/mllib-dal/src/main/native/GPU.h @@ -7,7 +7,7 @@ #include #include -sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, int size, int rankId, - jint *gpu_indices, int n_gpu); +sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, + int size, int rankId, jint *gpu_indices, int n_gpu); sycl::queue getQueue(const ComputeDevice device); diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp index 50835649f..a4eb5099e 100644 --- a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp @@ -25,20 +25,20 @@ #endif #include "Communicator.hpp" +#include "OneCCL.h" #include "com_intel_oap_mllib_clustering_KMeansDALImpl.h" #include "oneapi/dal/algo/kmeans.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" -#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -static jlong doKMeansOneAPICompute(JNIEnv *env, jlong pNumTabData, - jlong pNumTabCenters, jint clusterNum, - jdouble tolerance, jint iterationNum, - preview::spmd::communicator comm, - jobject resultObj) { +static jlong doKMeansOneAPICompute( + JNIEnv *env, jlong pNumTabData, jlong pNumTabCenters, jint clusterNum, + jdouble tolerance, jint iterationNum, + preview::spmd::communicator comm, + jobject resultObj) { std::cout << "oneDAL (native): compute start" << std::endl; const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = @@ -92,7 +92,7 @@ Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCe jlong ret = 0L; int nGpu = env->GetArrayLength(gpuIdxArray); std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; + << std::endl; jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); @@ -102,12 +102,11 @@ Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCe auto queue = getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - ccl::shared_ptr_class &kvs = getKvs(); + ccl::shared_ptr_class &kvs = getKvs(); auto comm = preview::spmd::make_communicator( queue, size, rankId, kvs); - ret = doKMeansOneAPICompute( - env, pNumTabData, pNumTabCenters, clusterNum, tolerance, - iterationNum, comm, resultObj); + ret = doKMeansOneAPICompute(env, pNumTabData, pNumTabCenters, clusterNum, + tolerance, iterationNum, comm, resultObj); env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); return ret; } diff --git a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp index 81b54c814..6af740242 100644 --- a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp @@ -24,19 +24,20 @@ #endif #include "Communicator.hpp" +#include "OneCCL.h" #include "OutputHelpers.hpp" #include "com_intel_oap_mllib_feature_PCADALImpl.h" #include "oneapi/dal/algo/pca.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" -#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -static void doPCAOneAPICompute(JNIEnv *env, jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { +static void doPCAOneAPICompute( + JNIEnv *env, jlong pNumTabData, + preview::spmd::communicator comm, + jobject resultObj) { std::cout << "oneDAL (native): compute start" << std::endl; const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = @@ -72,14 +73,14 @@ static void doPCAOneAPICompute(JNIEnv *env, jlong pNumTabData, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, - jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { + JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, + jintArray gpuIdxArray, jobject resultObj) { std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; ccl::communicator &cclComm = getComm(); int rankId = cclComm.rank(); int nGpu = env->GetArrayLength(gpuIdxArray); std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; + << std::endl; jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); @@ -89,7 +90,7 @@ Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( auto queue = getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - ccl::shared_ptr_class &kvs = getKvs(); + ccl::shared_ptr_class &kvs = getKvs(); auto comm = preview::spmd::make_communicator( queue, size, rankId, kvs); doPCAOneAPICompute(env, pNumTabData, comm, resultObj); diff --git a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp index 005f4bf9e..a7680a045 100644 --- a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp +++ b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp @@ -23,20 +23,20 @@ #endif #include "Communicator.hpp" +#include "OneCCL.h" #include "OutputHelpers.hpp" #include "com_intel_oap_mllib_stat_SummarizerDALImpl.h" #include "oneapi/dal/algo/basic_statistics.hpp" #include "oneapi/dal/table/homogen.hpp" #include "service.h" -#include "OneCCL.h" using namespace std; using namespace oneapi::dal; -static void doSummarizerOneAPICompute(JNIEnv *env, - jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { +static void doSummarizerOneAPICompute( + JNIEnv *env, jlong pNumTabData, + preview::spmd::communicator comm, + jobject resultObj) { std::cout << "oneDAL (native): compute start " << std::endl; const bool isRoot = (comm.get_rank() == ccl_root); homogen_table htable = @@ -85,13 +85,13 @@ static void doSummarizerOneAPICompute(JNIEnv *env, JNIEXPORT jlong JNICALL Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, - jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { + JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, + jintArray gpuIdxArray, jobject resultObj) { ccl::communicator &cclComm = getComm(); int rankId = cclComm.rank(); int nGpu = env->GetArrayLength(gpuIdxArray); std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; + << std::endl; jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); @@ -101,7 +101,7 @@ Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( auto queue = getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - ccl::shared_ptr_class &kvs = getKvs(); + ccl::shared_ptr_class &kvs = getKvs(); auto comm = preview::spmd::make_communicator( queue, size, rankId, kvs); doSummarizerOneAPICompute(env, pNumTabData, comm, resultObj); From c28bc78e0cd2ef1c9ee436c9350558efebda1757 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 5 Dec 2022 07:20:35 +0000 Subject: [PATCH 07/19] update GPU.cpp Signed-off-by: minmingzhu --- mllib-dal/src/main/native/GPU.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index f44d970fd..a2bb4aa66 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -90,7 +90,8 @@ sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, // In case gpu_selected index is larger than number of GPU SYCL devices auto rank_gpu = gpus[gpu_selected % gpus.size()]; - return getSyclQueue(rank_gpu); + sycl::queue q{rank_gpu}; + return q; } default: { From a60f86393572711c19c4a00f09b27f85514b66e7 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 10 Apr 2023 02:37:03 +0000 Subject: [PATCH 08/19] update Signed-off-by: minmingzhu --- mllib-dal/src/main/native/Makefile | 2 -- .../main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala | 6 +++--- .../com/intel/oap/mllib/ConvertHomogenTableSuite.scala | 3 --- 3 files changed, 3 insertions(+), 8 deletions(-) diff --git a/mllib-dal/src/main/native/Makefile b/mllib-dal/src/main/native/Makefile index 1761d4f00..6b4a4eb8a 100644 --- a/mllib-dal/src/main/native/Makefile +++ b/mllib-dal/src/main/native/Makefile @@ -49,8 +49,6 @@ endif INCS := -I $(JAVA_HOME)/include \ -I $(JAVA_HOME)/include/linux \ -I $(DAALROOT)/include \ - -I /opt/rh/devtoolset-7/root/usr/include/c++/7 \ - -I /opt/rh/devtoolset-7/root/usr/include/c++/7/x86_64-redhat-linux \ -I ./javah \ -I ./ diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index 06e79c566..cbd718f4f 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -178,9 +178,9 @@ class PCADALImpl(val k: Int, new DenseMatrix(numCols, k, arrayDouble.slice(0, numCols * k), false) } - private[mllib] def getExplainedVarianceFromDAL(table_1xn: HomogenTable, k: Int, - device: Common.ComputeDevice): DenseVector = { - val arrayDouble = getDoubleBufferDataFromDAL(table_1xn, 1, device) + private def getExplainedVarianceFromDAL(table_1xn: NumericTable, k: Int): DenseVector = { + val dataNumCols = table_1xn.getNumberOfColumns.toInt + val arrayDouble = getDoubleBufferDataFromDAL(table_1xn, 1, dataNumCols) val sum = arrayDouble.sum val topK = Arrays.copyOfRange(arrayDouble, 0, k) for (i <- 0 until k) diff --git a/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala b/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala index 2dfe0bd7b..bbb6bbe7e 100644 --- a/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala +++ b/mllib-dal/src/test/scala/com/intel/oap/mllib/ConvertHomogenTableSuite.scala @@ -1,4 +1,3 @@ -<<<<<<< HEAD /* * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with @@ -15,8 +14,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ -======= ->>>>>>> Migrate KMeans daal to DPC++ (#209) package com.intel.oap.mllib import org.junit.jupiter.api.Assertions.assertArrayEquals From cdcd75c1092f1997dc8ee14bb66763464433d4dd Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 10 Apr 2023 08:48:04 +0000 Subject: [PATCH 09/19] update GPU.cpp Signed-off-by: minmingzhu --- mllib-dal/src/main/native/GPU.cpp | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index a2bb4aa66..cbd395f32 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -107,9 +107,9 @@ sycl::queue getQueue(const ComputeDevice device) { switch (device) { case ComputeDevice::host: case ComputeDevice::cpu: { - std::cout - << "Not implemented for HOST/CPU device, Please run on GPU device." - << std::endl; + std::cout << "Not implemented for HOST/CPU device, Please run on " + "GPU device." + << std::endl; exit(-1); } case ComputeDevice::gpu: { @@ -155,9 +155,9 @@ sycl::queue getQueue(const ComputeDevice device) { std::cout << "selector GPU end" << std::endl; return getSyclQueue(device_gpu); } - default: { - std::cout << "No Device!" << std::endl; - exit(-1); - } + default: { + std::cout << "No Device!" << std::endl; + exit(-1); + } } } From 44908253030d53e44ddebe49e5aca09e7affbc3d Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Fri, 14 Apr 2023 08:32:51 +0000 Subject: [PATCH 10/19] update Signed-off-by: minmingzhu --- dev/ci/ci-build-test.sh | 3 - dev/ci/ci-local-dpc-test.sh | 1 + dev/install-level-zero-ubuntu.sh | 10 -- dev/prepare-build-deps-gpu.sh | 80 ------------- .../src/main/native/CorrelationOneAPIImpl.cpp | 96 --------------- mllib-dal/src/main/native/GPU.cpp | 2 +- .../src/main/native/KMeansOneAPIImpl.cpp | 113 ------------------ mllib-dal/src/main/native/PCAOneAPIImpl.cpp | 101 ---------------- mllib-dal/src/main/native/SummarizerImpl.cpp | 1 + .../src/main/native/SummarizerOneAPIImpl.cpp | 112 ----------------- .../intel/oap/mllib/feature/PCADALImpl.scala | 13 +- 11 files changed, 10 insertions(+), 522 deletions(-) delete mode 100755 dev/install-level-zero-ubuntu.sh delete mode 100755 dev/prepare-build-deps-gpu.sh delete mode 100644 mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp delete mode 100644 mllib-dal/src/main/native/KMeansOneAPIImpl.cpp delete mode 100644 mllib-dal/src/main/native/PCAOneAPIImpl.cpp delete mode 100644 mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp diff --git a/dev/ci/ci-build-test.sh b/dev/ci/ci-build-test.sh index ac56a22b9..104820d7b 100755 --- a/dev/ci/ci-build-test.sh +++ b/dev/ci/ci-build-test.sh @@ -8,9 +8,6 @@ trap 'last_command=$current_command; current_command=$BASH_COMMAND' DEBUG # echo an error message before exiting trap 'echo "\"${last_command}\" command filed with exit code $?."' EXIT -# install level-zero -$GITHUB_WORKSPACE/dev/install-level-zero-ubuntu.sh - # Install dependencies for building $GITHUB_WORKSPACE/dev/install-build-deps-ubuntu.sh diff --git a/dev/ci/ci-local-dpc-test.sh b/dev/ci/ci-local-dpc-test.sh index 2f1b67c03..a0283d1d1 100755 --- a/dev/ci/ci-local-dpc-test.sh +++ b/dev/ci/ci-local-dpc-test.sh @@ -14,6 +14,7 @@ $GITHUB_WORKSPACE/dev/install-build-deps-ubuntu.sh # Setup building envs source /opt/intel/oneapi/setvars.sh --ccl-configuration=cpu_gpu_dpcpp + cd $GITHUB_WORKSPACE/dev/tools/list-compute-devices/ ./build.sh ./run.sh diff --git a/dev/install-level-zero-ubuntu.sh b/dev/install-level-zero-ubuntu.sh deleted file mode 100755 index c6456e637..000000000 --- a/dev/install-level-zero-ubuntu.sh +++ /dev/null @@ -1,10 +0,0 @@ -#!/usr/bin/env bash -echo "Installing level-zero components ..." -sudo apt-get install -y gpg-agent wget -wget -qO - https://repositories.intel.com/graphics/intel-graphics.key | -sudo apt-key add - - sudo apt-add-repository \ -'deb [arch=amd64] https://repositories.intel.com/graphics/ubuntu focal main' -sudo apt-get install -y \ -intel-opencl-icd \ -intel-level-zero-gpu level-zero diff --git a/dev/prepare-build-deps-gpu.sh b/dev/prepare-build-deps-gpu.sh deleted file mode 100755 index ffe7dd14f..000000000 --- a/dev/prepare-build-deps-gpu.sh +++ /dev/null @@ -1,80 +0,0 @@ -#!/usr/bin/env bash - -# exit when any command fails -set -e - -# keep track of the last executed command -trap 'last_command=$current_command; current_command=$BASH_COMMAND' DEBUG -# echo an error message before exiting -trap 'echo "\"${last_command}\" command filed with exit code $?."' EXIT - -if [ -z ${ONEAPI_ROOT} ]; then - echo Please source Intel oneAPI Toolkit environments! - exit 1 -fi - -if [[ -z $DAALROOT ]]; then - echo DAALROOT not defined! - exit 1 -fi - -if [[ -z $TBBROOT ]]; then - echo TBBROOT not defined! - exit 1 -fi - -if [[ -z $I_MPI_ROOT ]]; then - echo I_MPI_ROOT not defined! - exit 1 -fi - -if [[ -z $CCL_ROOT ]]; then - echo CCL_ROOT not defined! - exit 1 -fi - -# Use patchelf to change SONAME for libfabric -if [[ -z $(which patchelf) ]]; then - echo Please install \"patchelf\"! - exit 1 -fi - -if [[ $(basename $(pwd)) != "mllib-dal" ]]; then - echo Please execute the script from \"mllib-dal\" directory! - exit 1 -fi - -TARGET_DIR=./src/main/resources/lib - -rm -f $TARGET_DIR/*.so* - -cp $CCL_ROOT/lib/cpu_gpu_dpcpp/libccl.so.1.0 $TARGET_DIR/libccl.so.1 - - -cp $I_MPI_ROOT/libfabric/lib/libfabric.so.1 $TARGET_DIR/libfabric.so.1 -cp $I_MPI_ROOT/libfabric/lib/prov/libsockets-fi.so $TARGET_DIR - -# Workaround dlopen (libfabric.so) in oneCCL -cp $I_MPI_ROOT/libfabric/lib/libfabric.so.1 $TARGET_DIR/libfabric.so -patchelf --set-soname libfabric.so $TARGET_DIR/libfabric.so - -cp $I_MPI_ROOT/lib/release_mt/libmpi.so.12.0.0 $TARGET_DIR/libmpi.so.12 - -cp $DAALROOT/lib/intel64/libJavaAPI.so.1.1 $TARGET_DIR/libJavaAPI.so - -cp $TBBROOT/lib/intel64/gcc4.8/libtbb.so.12.5 $TARGET_DIR/libtbb.so.12 -cp $TBBROOT/lib/intel64/gcc4.8/libtbbmalloc.so.2.5 $TARGET_DIR/libtbbmalloc.so.2 - -# SYCL libs -cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libintlc.so.5 $TARGET_DIR -cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libsvml.so $TARGET_DIR - -# Workaround lib loading for JNI as libirng.so doesn't have soname -cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libirng.so $TARGET_DIR -patchelf --set-soname libirng.so $TARGET_DIR/libirng.so - -cp $CMPLR_ROOT/linux/compiler/lib/intel64_lin/libimf.so $TARGET_DIR -cp $CMPLR_ROOT/linux/lib/libOpenCL.so.1 $TARGET_DIR -cp $CMPLR_ROOT/linux/lib/libsycl.so.5 $TARGET_DIR - -echo oneAPI Toolkit version: $(basename $CCL_ROOT) > $TARGET_DIR/VERSION diff --git a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp b/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp deleted file mode 100644 index 1eb47bc12..000000000 --- a/mllib-dal/src/main/native/CorrelationOneAPIImpl.cpp +++ /dev/null @@ -1,96 +0,0 @@ -/******************************************************************************* - * Copyright 2020 Intel Corporation - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - *******************************************************************************/ - -#include - -#ifdef CPU_GPU_PROFILE -#include "GPU.h" -#ifndef ONEDAL_DATA_PARALLEL -#define ONEDAL_DATA_PARALLEL -#endif - -#include "Communicator.hpp" -#include "OneCCL.h" -#include "OutputHelpers.hpp" -#include "com_intel_oap_mllib_stat_CorrelationDALImpl.h" -#include "oneapi/dal/algo/covariance.hpp" -#include "oneapi/dal/table/homogen.hpp" -#include "service.h" - -using namespace std; -using namespace oneapi::dal; - -static void doCorrelationOneAPICompute( - JNIEnv *env, jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { - std::cout << "oneDAL (native): compute start " << std::endl; - const bool isRoot = (comm.get_rank() == ccl_root); - homogen_table htable = - *reinterpret_cast(pNumTabData); - - const auto cor_desc = covariance::descriptor{}.set_result_options( - covariance::result_options::cor_matrix | - covariance::result_options::means); - const auto result_train = preview::compute(comm, cor_desc, htable); - if (isRoot) { - std::cout << "Mean:\n" << result_train.get_means() << std::endl; - std::cout << "Correlation:\n" - << result_train.get_cor_matrix() << std::endl; - // Return all covariance & mean - jclass clazz = env->GetObjectClass(resultObj); - - // Get Field references - jfieldID correlationNumericTableField = - env->GetFieldID(clazz, "correlationNumericTable", "J"); - - HomogenTablePtr correlation = - std::make_shared(result_train.get_cor_matrix()); - saveHomogenTablePtrToVector(correlation); - - env->SetLongField(resultObj, correlationNumericTableField, - (jlong)correlation.get()); - } -} - -JNIEXPORT jlong JNICALL -Java_com_intel_oap_mllib_stat_CorrelationDALImpl_cCorrelationTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, - jintArray gpuIdxArray, jobject resultObj) { - std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - ccl::communicator &cclComm = getComm(); - int rankId = cclComm.rank(); - int nGpu = env->GetArrayLength(gpuIdxArray); - std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; - - jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); - - int size = cclComm.size(); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); - - auto queue = - getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - - ccl::shared_ptr_class &kvs = getKvs(); - auto comm = preview::spmd::make_communicator( - queue, size, rankId, kvs); - doCorrelationOneAPICompute(env, pNumTabData, comm, resultObj); - env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); - - return 0; -} -#endif diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index cbd395f32..b400c1d65 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -106,7 +106,7 @@ sycl::queue getQueue(const ComputeDevice device) { switch (device) { case ComputeDevice::host: - case ComputeDevice::cpu: { + case ComputeDevice::cpu: {: std::cout << "Not implemented for HOST/CPU device, Please run on " "GPU device." << std::endl; diff --git a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp b/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp deleted file mode 100644 index a4eb5099e..000000000 --- a/mllib-dal/src/main/native/KMeansOneAPIImpl.cpp +++ /dev/null @@ -1,113 +0,0 @@ -/******************************************************************************* - * Copyright 2020 Intel Corporation - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - *******************************************************************************/ - -#include -#include -#include - -#ifdef CPU_GPU_PROFILE -#include "GPU.h" -#ifndef ONEDAL_DATA_PARALLEL -#define ONEDAL_DATA_PARALLEL -#endif - -#include "Communicator.hpp" -#include "OneCCL.h" -#include "com_intel_oap_mllib_clustering_KMeansDALImpl.h" -#include "oneapi/dal/algo/kmeans.hpp" -#include "oneapi/dal/table/homogen.hpp" -#include "service.h" - -using namespace std; -using namespace oneapi::dal; - -static jlong doKMeansOneAPICompute( - JNIEnv *env, jlong pNumTabData, jlong pNumTabCenters, jint clusterNum, - jdouble tolerance, jint iterationNum, - preview::spmd::communicator comm, - jobject resultObj) { - std::cout << "oneDAL (native): compute start" << std::endl; - const bool isRoot = (comm.get_rank() == ccl_root); - homogen_table htable = - *reinterpret_cast(pNumTabData); - homogen_table centroids = - *reinterpret_cast(pNumTabCenters); - const auto kmeans_desc = kmeans::descriptor<>() - .set_cluster_count(clusterNum) - .set_max_iteration_count(iterationNum) - .set_accuracy_threshold(tolerance); - kmeans::train_input local_input{htable, centroids}; - - kmeans::train_result result_train = - preview::train(comm, kmeans_desc, local_input); - if (isRoot) { - // Get the class of the input object - jclass clazz = env->GetObjectClass(resultObj); - // Get Field references - jfieldID totalCostField = env->GetFieldID(clazz, "totalCost", "D"); - jfieldID iterationNumField = - env->GetFieldID(clazz, "iterationNum", "I"); - // Set iteration num for result - env->SetIntField(resultObj, iterationNumField, - result_train.get_iteration_count()); - // Set cost for result - env->SetDoubleField(resultObj, totalCostField, - result_train.get_objective_function_value()); - - HomogenTablePtr centroidsPtr = std::make_shared( - result_train.get_model().get_centroids()); - saveHomogenTablePtrToVector(centroidsPtr); - return (jlong)centroidsPtr.get(); - } else { - return (jlong)0; - } -} - -/* - * Class: com_intel_oap_mllib_clustering_KMeansDALImpl - * Method: cKMeansOneapiComputeWithInitCenters - * Signature: (JJIDIIILcom/intel/oap/mllib/clustering/KMeansResult;)J - */ -JNIEXPORT jlong JNICALL -Java_com_intel_oap_mllib_clustering_KMeansDALImpl_cKMeansOneapiComputeWithInitCenters( - JNIEnv *env, jobject obj, jlong pNumTabData, jlong pNumTabCenters, - jint clusterNum, jdouble tolerance, jint iterationNum, - jint computeDeviceOrdinal, jintArray gpuIdxArray, jobject resultObj) { - std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - ccl::communicator &cclComm = getComm(); - int rankId = cclComm.rank(); - jlong ret = 0L; - int nGpu = env->GetArrayLength(gpuIdxArray); - std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; - - jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); - - int size = cclComm.size(); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); - - auto queue = - getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - - ccl::shared_ptr_class &kvs = getKvs(); - auto comm = preview::spmd::make_communicator( - queue, size, rankId, kvs); - ret = doKMeansOneAPICompute(env, pNumTabData, pNumTabCenters, clusterNum, - tolerance, iterationNum, comm, resultObj); - env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); - return ret; -} -#endif diff --git a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp b/mllib-dal/src/main/native/PCAOneAPIImpl.cpp deleted file mode 100644 index 6af740242..000000000 --- a/mllib-dal/src/main/native/PCAOneAPIImpl.cpp +++ /dev/null @@ -1,101 +0,0 @@ -/******************************************************************************* - * Copyright 2020 Intel Corporation - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - *******************************************************************************/ - -#include -#include - -#ifdef CPU_GPU_PROFILE -#include "GPU.h" -#ifndef ONEDAL_DATA_PARALLEL -#define ONEDAL_DATA_PARALLEL -#endif - -#include "Communicator.hpp" -#include "OneCCL.h" -#include "OutputHelpers.hpp" -#include "com_intel_oap_mllib_feature_PCADALImpl.h" -#include "oneapi/dal/algo/pca.hpp" -#include "oneapi/dal/table/homogen.hpp" -#include "service.h" - -using namespace std; -using namespace oneapi::dal; - -static void doPCAOneAPICompute( - JNIEnv *env, jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { - std::cout << "oneDAL (native): compute start" << std::endl; - const bool isRoot = (comm.get_rank() == ccl_root); - homogen_table htable = - *reinterpret_cast(pNumTabData); - - const auto pca_desc = pca::descriptor{}; - pca::train_input local_input{htable}; - const auto result_train = preview::train(comm, pca_desc, local_input); - if (isRoot) { - // Return all eigenvalues & eigenvectors - // Get the class of the input object - jclass clazz = env->GetObjectClass(resultObj); - // Get Field references - jfieldID pcNumericTableField = - env->GetFieldID(clazz, "pcNumericTable", "J"); - jfieldID explainedVarianceNumericTableField = - env->GetFieldID(clazz, "explainedVarianceNumericTable", "J"); - - HomogenTablePtr eigenvectors = - std::make_shared(result_train.get_eigenvectors()); - saveHomogenTablePtrToVector(eigenvectors); - - HomogenTablePtr eigenvalues = - std::make_shared(result_train.get_eigenvalues()); - saveHomogenTablePtrToVector(eigenvalues); - - env->SetLongField(resultObj, pcNumericTableField, - (jlong)eigenvectors.get()); - env->SetLongField(resultObj, explainedVarianceNumericTableField, - (jlong)eigenvalues.get()); - } -} - -JNIEXPORT jlong JNICALL -Java_com_intel_oap_mllib_feature_PCADALImpl_cPCATrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, - jintArray gpuIdxArray, jobject resultObj) { - std::cout << "oneDAL (native): use DPC++ kernels " << std::endl; - ccl::communicator &cclComm = getComm(); - int rankId = cclComm.rank(); - int nGpu = env->GetArrayLength(gpuIdxArray); - std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; - - jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); - - int size = cclComm.size(); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); - - auto queue = - getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - - ccl::shared_ptr_class &kvs = getKvs(); - auto comm = preview::spmd::make_communicator( - queue, size, rankId, kvs); - doPCAOneAPICompute(env, pNumTabData, comm, resultObj); - env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); - - return 0; -} -#endif diff --git a/mllib-dal/src/main/native/SummarizerImpl.cpp b/mllib-dal/src/main/native/SummarizerImpl.cpp index 22c50ace2..60ac0468d 100644 --- a/mllib-dal/src/main/native/SummarizerImpl.cpp +++ b/mllib-dal/src/main/native/SummarizerImpl.cpp @@ -304,6 +304,7 @@ Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( auto comm = preview::spmd::make_communicator( queue, size, rankId, kvs); + doSummarizerOneAPICompute(env, pNumTabData, comm, resultObj); } #endif diff --git a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp b/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp deleted file mode 100644 index a7680a045..000000000 --- a/mllib-dal/src/main/native/SummarizerOneAPIImpl.cpp +++ /dev/null @@ -1,112 +0,0 @@ -/******************************************************************************* - * Copyright 2020 Intel Corporation - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - *******************************************************************************/ - -#include - -#ifdef CPU_GPU_PROFILE -#include "GPU.h" -#ifndef ONEDAL_DATA_PARALLEL -#define ONEDAL_DATA_PARALLEL -#endif - -#include "Communicator.hpp" -#include "OneCCL.h" -#include "OutputHelpers.hpp" -#include "com_intel_oap_mllib_stat_SummarizerDALImpl.h" -#include "oneapi/dal/algo/basic_statistics.hpp" -#include "oneapi/dal/table/homogen.hpp" -#include "service.h" - -using namespace std; -using namespace oneapi::dal; - -static void doSummarizerOneAPICompute( - JNIEnv *env, jlong pNumTabData, - preview::spmd::communicator comm, - jobject resultObj) { - std::cout << "oneDAL (native): compute start " << std::endl; - const bool isRoot = (comm.get_rank() == ccl_root); - homogen_table htable = - *reinterpret_cast(pNumTabData); - - const auto bs_desc = basic_statistics::descriptor{}; - const auto result_train = preview::compute(comm, bs_desc, htable); - if (isRoot) { - std::cout << "Minimum:\n" << result_train.get_min() << std::endl; - std::cout << "Maximum:\n" << result_train.get_max() << std::endl; - std::cout << "Mean:\n" << result_train.get_mean() << std::endl; - std::cout << "Variance:\n" << result_train.get_variance() << std::endl; - - // Return all covariance & mean - jclass clazz = env->GetObjectClass(resultObj); - - // Get Field references - jfieldID meanTableField = - env->GetFieldID(clazz, "meanNumericTable", "J"); - jfieldID varianceTableField = - env->GetFieldID(clazz, "varianceNumericTable", "J"); - jfieldID minimumTableField = - env->GetFieldID(clazz, "minimumNumericTable", "J"); - jfieldID maximumTableField = - env->GetFieldID(clazz, "maximumNumericTable", "J"); - - HomogenTablePtr meanTable = - std::make_shared(result_train.get_mean()); - saveHomogenTablePtrToVector(meanTable); - HomogenTablePtr varianceTable = - std::make_shared(result_train.get_variance()); - saveHomogenTablePtrToVector(varianceTable); - HomogenTablePtr maxTable = - std::make_shared(result_train.get_max()); - saveHomogenTablePtrToVector(maxTable); - HomogenTablePtr minTable = - std::make_shared(result_train.get_min()); - saveHomogenTablePtrToVector(minTable); - env->SetLongField(resultObj, meanTableField, (jlong)meanTable.get()); - env->SetLongField(resultObj, varianceTableField, - (jlong)varianceTable.get()); - env->SetLongField(resultObj, maximumTableField, (jlong)maxTable.get()); - env->SetLongField(resultObj, minimumTableField, (jlong)minTable.get()); - } -} - -JNIEXPORT jlong JNICALL -Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( - JNIEnv *env, jobject obj, jlong pNumTabData, jint computeDeviceOrdinal, - jintArray gpuIdxArray, jobject resultObj) { - ccl::communicator &cclComm = getComm(); - int rankId = cclComm.rank(); - int nGpu = env->GetArrayLength(gpuIdxArray); - std::cout << "oneDAL (native): use GPU kernels with " << nGpu << " GPU(s)" - << std::endl; - - jint *gpuIndices = env->GetIntArrayElements(gpuIdxArray, 0); - - int size = cclComm.size(); - ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal); - - auto queue = - getAssignedGPU(device, cclComm, size, rankId, gpuIndices, nGpu); - - ccl::shared_ptr_class &kvs = getKvs(); - auto comm = preview::spmd::make_communicator( - queue, size, rankId, kvs); - doSummarizerOneAPICompute(env, pNumTabData, comm, resultObj); - env->ReleaseIntArrayElements(gpuIdxArray, gpuIndices, 0); - - return 0; -} -#endif diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index cbd718f4f..673ca528d 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -65,7 +65,6 @@ class PCADALImpl(val k: Int, } else { null } - val result = new PCAResult() val gpuIndices = if (useDevice == "GPU") { val resources = TaskContext.get().resources() @@ -172,7 +171,7 @@ class PCADALImpl(val k: Int, val numCols = table.getNumberOfColumns.toInt require(k <= numRows, "k should be less or equal to row number") - val arrayDouble = getDoubleBufferDataFromDAL(table, numRows, device) + val arrayDouble = getDoubleBufferDataFromDAL(table, numRows, numCols) // Column-major, transpose of top K rows of NumericTable new DenseMatrix(numCols, k, arrayDouble.slice(0, numCols * k), false) @@ -190,13 +189,15 @@ class PCADALImpl(val k: Int, // table.asInstanceOf[HomogenNumericTable].getDoubleArray() would error on GPU, // so use table.getBlockOfRows instead of it. - private[mllib] def getDoubleBufferDataFromDAL(table: HomogenTable, + private def getDoubleBufferDataFromDAL(table: NumericTable, numRows: Int, - device: Common.ComputeDevice): Array[Double] = { + numCols: Int): Array[Double] = { + var dataDouble: DoubleBuffer = null // returned DoubleBuffer is ByteByffer, need to copy as double array - val accessor = new RowAccessor(table.getcObejct(), device) - val arrayDouble: Array[Double] = accessor.pullDouble(0, numRows) + dataDouble = table.getBlockOfRows(0, numRows, dataDouble) + val arrayDouble: Array[Double] = new Array[Double](numRows * numCols) + dataDouble.get(arrayDouble) arrayDouble } From 1592d11e15ce3d170e66149d92d73a95b0af0e78 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 08:31:18 +0000 Subject: [PATCH 11/19] update Signed-off-by: minmingzhu --- mllib-dal/src/main/native/GPU.cpp | 2 +- mllib-dal/src/main/native/SummarizerImpl.cpp | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index b400c1d65..cbd395f32 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -106,7 +106,7 @@ sycl::queue getQueue(const ComputeDevice device) { switch (device) { case ComputeDevice::host: - case ComputeDevice::cpu: {: + case ComputeDevice::cpu: { std::cout << "Not implemented for HOST/CPU device, Please run on " "GPU device." << std::endl; diff --git a/mllib-dal/src/main/native/SummarizerImpl.cpp b/mllib-dal/src/main/native/SummarizerImpl.cpp index 60ac0468d..22c50ace2 100644 --- a/mllib-dal/src/main/native/SummarizerImpl.cpp +++ b/mllib-dal/src/main/native/SummarizerImpl.cpp @@ -304,7 +304,6 @@ Java_com_intel_oap_mllib_stat_SummarizerDALImpl_cSummarizerTrainDAL( auto comm = preview::spmd::make_communicator( queue, size, rankId, kvs); - doSummarizerOneAPICompute(env, pNumTabData, comm, resultObj); } #endif From c9cad8a47d82bd45aebc666a83b9e8c8dcb34a8f Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 09:14:58 +0000 Subject: [PATCH 12/19] update Signed-off-by: minmingzhu --- .../src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala | 1 + 1 file changed, 1 insertion(+) diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index 673ca528d..a93684a76 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -65,6 +65,7 @@ class PCADALImpl(val k: Int, } else { null } + val result = new PCAResult() val gpuIndices = if (useDevice == "GPU") { val resources = TaskContext.get().resources() From d8bca4365688dc192489321f66a3bfb77ad0cff1 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 12:27:56 +0000 Subject: [PATCH 13/19] update Signed-off-by: minmingzhu --- mllib-dal/pom.xml | 1 + mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/mllib-dal/pom.xml b/mllib-dal/pom.xml index eed1b4ecc..cf68a6ad6 100644 --- a/mllib-dal/pom.xml +++ b/mllib-dal/pom.xml @@ -260,6 +260,7 @@ maven-surefire-plugin 3.0.0-M3 + 0 true diff --git a/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala b/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala index c841323c3..5a2ecef27 100644 --- a/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala +++ b/mllib-dal/src/test/scala/com/intel/oap/mllib/TestCommon.scala @@ -102,7 +102,7 @@ object TestCommon { var computeDevice: Common.ComputeDevice = Common.ComputeDevice.HOST if(device != null) { device.toUpperCase match { - case "HOST" => computeDevice = Common.ComputeDevice.GPU + case "HOST" => computeDevice = Common.ComputeDevice.HOST case "CPU" => computeDevice = Common.ComputeDevice.CPU case "GPU" => computeDevice = Common.ComputeDevice.GPU case _ => "Invalid Device" From 9d7adacc76cd7f44f44af9e81c287cdce0536507 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 13:36:45 +0000 Subject: [PATCH 14/19] update Signed-off-by: minmingzhu --- mllib-dal/pom.xml | 1 - 1 file changed, 1 deletion(-) diff --git a/mllib-dal/pom.xml b/mllib-dal/pom.xml index cf68a6ad6..eed1b4ecc 100644 --- a/mllib-dal/pom.xml +++ b/mllib-dal/pom.xml @@ -260,7 +260,6 @@ maven-surefire-plugin 3.0.0-M3 - 0 true From 05bddf1cb9f47e87ca099584045eb9705bc2d0b0 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 16:02:31 +0000 Subject: [PATCH 15/19] data cache Signed-off-by: minmingzhu --- .../src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala | 2 ++ .../scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala | 2 ++ .../main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala | 2 ++ 3 files changed, 6 insertions(+) diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index a93684a76..e162fa777 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -48,6 +48,8 @@ class PCADALImpl(val k: Int, val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { + normalizedData.cache() + normalizedData.count() OneDAL.coalesceToHomogenTables(normalizedData, executorNum, computeDevice) } else { diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala index 55ba0da09..e0eb34a41 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala @@ -34,6 +34,8 @@ class CorrelationDALImpl( val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { + data.cache() + data.count() OneDAL.coalesceToHomogenTables(data, executorNum, computeDevice) } else { diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala index 4141cf99d..aedd3041e 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala @@ -35,6 +35,8 @@ class SummarizerDALImpl(val executorNum: Int, val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { + data.cache() + data.count() OneDAL.coalesceToHomogenTables(data, executorNum, computeDevice) } else { From 17d29ff2266d64fe3beee0378acd855782540f2f Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 16:27:45 +0000 Subject: [PATCH 16/19] data cache Signed-off-by: minmingzhu --- .../scala/com/intel/oap/mllib/feature/PCADALImpl.scala | 2 -- .../com/intel/oap/mllib/stat/CorrelationDALImpl.scala | 2 -- .../com/intel/oap/mllib/stat/SummarizerDALImpl.scala | 2 -- .../org/apache/spark/ml/feature/spark321/PCA.scala | 10 ++++++++-- .../apache/spark/ml/stat/spark321/Correlation.scala | 9 +++++---- .../apache/spark/mllib/stat/spark321/Statistics.scala | 9 +++++---- 6 files changed, 18 insertions(+), 16 deletions(-) diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index e162fa777..a93684a76 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -48,8 +48,6 @@ class PCADALImpl(val k: Int, val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { - normalizedData.cache() - normalizedData.count() OneDAL.coalesceToHomogenTables(normalizedData, executorNum, computeDevice) } else { diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala index e0eb34a41..55ba0da09 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/CorrelationDALImpl.scala @@ -34,8 +34,6 @@ class CorrelationDALImpl( val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { - data.cache() - data.count() OneDAL.coalesceToHomogenTables(data, executorNum, computeDevice) } else { diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala index aedd3041e..4141cf99d 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/stat/SummarizerDALImpl.scala @@ -35,8 +35,6 @@ class SummarizerDALImpl(val executorNum: Int, val useDevice = sparkContext.getConf.get("spark.oap.mllib.device", Utils.DefaultComputeDevice) val computeDevice = Common.ComputeDevice.getDeviceByName(useDevice) val coalescedTables = if (useDevice == "GPU") { - data.cache() - data.count() OneDAL.coalesceToHomogenTables(data, executorNum, computeDevice) } else { diff --git a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala index b2d31cf84..43f2fb0a8 100644 --- a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala +++ b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala @@ -21,7 +21,6 @@ package org.apache.spark.ml.feature.spark321 import com.intel.oap.mllib.Utils import com.intel.oap.mllib.feature.{PCADALImpl, PCAShim} - import org.apache.spark.annotation.Since import org.apache.spark.ml.feature.{PCA => SparkPCA, _} import org.apache.spark.ml.linalg._ @@ -30,6 +29,7 @@ import org.apache.spark.mllib.feature import org.apache.spark.mllib.feature.{PCAModel => OldPCAModel} import org.apache.spark.mllib.linalg.{Vectors => OldVectors} import org.apache.spark.sql._ +import org.apache.spark.storage.StorageLevel /** * PCA trains a model to project vectors to a lower dimensional space of the top `PCA!.k` @@ -50,11 +50,14 @@ class PCA @Since("1.5.0") ( @Since("2.0.0") override def fit(dataset: Dataset[_]): PCAModel = { transformSchema(dataset.schema, logging = true) + val handlePersistence = (dataset.storageLevel == StorageLevel.NONE) val input = dataset.select($(inputCol)).rdd val inputVectors = input.map { case Row(v: Vector) => v } - + if (handlePersistence) { + inputVectors.persist(StorageLevel.MEMORY_AND_DISK) + } val numFeatures = inputVectors.first().size require($(k) <= numFeatures, s"source vector size $numFeatures must be no less than k=$k") @@ -68,6 +71,9 @@ class PCA @Since("1.5.0") ( val executor_cores = Utils.sparkExecutorCores() val pca = new PCADALImpl(k = $(k), executor_num, executor_cores) val pcaDALModel = pca.train(inputVectors) + if (handlePersistence) { + inputVectors.unpersist() + } new OldPCAModel(pcaDALModel.k, pcaDALModel.pc, pcaDALModel.explainedVariance) } else { val inputOldVectors = inputVectors.map { diff --git a/mllib-dal/src/main/scala/org/apache/spark/ml/stat/spark321/Correlation.scala b/mllib-dal/src/main/scala/org/apache/spark/ml/stat/spark321/Correlation.scala index 6f5ed468b..6efa32689 100644 --- a/mllib-dal/src/main/scala/org/apache/spark/ml/stat/spark321/Correlation.scala +++ b/mllib-dal/src/main/scala/org/apache/spark/ml/stat/spark321/Correlation.scala @@ -74,12 +74,13 @@ class Correlation extends CorrelationShim { dataset.sparkSession.sparkContext) if (Utils.isOAPEnabled() && isPlatformSupported && method == "pearson") { val handlePersistence = (dataset.storageLevel == StorageLevel.NONE) - if (handlePersistence) { - dataset.persist(StorageLevel.MEMORY_AND_DISK) - } val rdd = dataset.select(column).rdd.map { case Row(v: Vector) => v } + if (handlePersistence) { + rdd.persist(StorageLevel.MEMORY_AND_DISK) + rdd.count() + } val executor_num = Utils.sparkExecutorNum(dataset.sparkSession.sparkContext) val executor_cores = Utils.sparkExecutorCores() val matrix = new CorrelationDALImpl(executor_num, executor_cores) @@ -88,7 +89,7 @@ class Correlation extends CorrelationShim { val schema = StructType(Array(StructField(name, SQLDataTypes.MatrixType, nullable = false))) val dataframe = dataset.sparkSession.createDataFrame(Seq(Row(matrix)).asJava, schema) if (handlePersistence) { - dataset.unpersist() + rdd.unpersist() } dataframe } else { diff --git a/mllib-dal/src/main/scala/org/apache/spark/mllib/stat/spark321/Statistics.scala b/mllib-dal/src/main/scala/org/apache/spark/mllib/stat/spark321/Statistics.scala index cc6ce3a02..219eb8754 100644 --- a/mllib-dal/src/main/scala/org/apache/spark/mllib/stat/spark321/Statistics.scala +++ b/mllib-dal/src/main/scala/org/apache/spark/mllib/stat/spark321/Statistics.scala @@ -56,18 +56,19 @@ class Statistics extends SummarizerShim { X.sparkContext) if (Utils.isOAPEnabled() && isPlatformSupported) { val handlePersistence = (X.getStorageLevel == StorageLevel.NONE) - if (handlePersistence) { - X.persist(StorageLevel.MEMORY_AND_DISK) - } val rdd = X.map { v => v.asML } + if (handlePersistence) { + rdd.persist(StorageLevel.MEMORY_AND_DISK) + rdd.count() + } val executor_num = Utils.sparkExecutorNum(X.sparkContext) val executor_cores = Utils.sparkExecutorCores() val summary = new SummarizerDALImpl(executor_num, executor_cores) .computeSummarizerMatrix(rdd) if (handlePersistence) { - X.unpersist() + rdd.unpersist() } summary } else { From 40a44c8dba164a5f0ccfa17b98f8149fd702bb36 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 17:19:16 +0000 Subject: [PATCH 17/19] data cache Signed-off-by: minmingzhu --- mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala | 1 - .../main/scala/org/apache/spark/ml/feature/spark321/PCA.scala | 1 + 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala index 3777a29c0..2ee36aaf6 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala @@ -675,7 +675,6 @@ object OneDAL { .coalesce(executorNum, partitionCoalescer = Some(new ExecutorInProcessCoalescePartitioner())) .setName("coalescedRdd") - .cache() // convert RDD to HomogenTable val coalescedTables = coalescedRdd.mapPartitionsWithIndex { (index: Int, it: Iterator[Vector]) => diff --git a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala index 43f2fb0a8..d05df9f64 100644 --- a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala +++ b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala @@ -57,6 +57,7 @@ class PCA @Since("1.5.0") ( } if (handlePersistence) { inputVectors.persist(StorageLevel.MEMORY_AND_DISK) + inputVectors.count() } val numFeatures = inputVectors.first().size require($(k) <= numFeatures, From e7e0420ebbac5e436cd5a928af4939b8f28f2505 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Mon, 17 Apr 2023 17:22:41 +0000 Subject: [PATCH 18/19] update scala style Signed-off-by: minmingzhu --- .../main/scala/org/apache/spark/ml/feature/spark321/PCA.scala | 1 + 1 file changed, 1 insertion(+) diff --git a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala index d05df9f64..a269198c0 100644 --- a/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala +++ b/mllib-dal/src/main/scala/org/apache/spark/ml/feature/spark321/PCA.scala @@ -21,6 +21,7 @@ package org.apache.spark.ml.feature.spark321 import com.intel.oap.mllib.Utils import com.intel.oap.mllib.feature.{PCADALImpl, PCAShim} + import org.apache.spark.annotation.Since import org.apache.spark.ml.feature.{PCA => SparkPCA, _} import org.apache.spark.ml.linalg._ From f2760b0f4fece95cfbc76d1f60eb7f4460d37550 Mon Sep 17 00:00:00 2001 From: minmingzhu Date: Tue, 25 Apr 2023 16:01:06 +0000 Subject: [PATCH 19/19] update Signed-off-by: minmingzhu --- mllib-dal/src/main/native/GPU.cpp | 37 ------------------- .../intel/oap/mllib/feature/PCADALImpl.scala | 8 ---- 2 files changed, 45 deletions(-) diff --git a/mllib-dal/src/main/native/GPU.cpp b/mllib-dal/src/main/native/GPU.cpp index cbd395f32..4205b8c26 100644 --- a/mllib-dal/src/main/native/GPU.cpp +++ b/mllib-dal/src/main/native/GPU.cpp @@ -101,43 +101,6 @@ sycl::queue getAssignedGPU(const ComputeDevice device, ccl::communicator &comm, } } -sycl::queue getQueue(const ComputeDevice device) { - std::cout << "Get Queue" << std::endl; - - switch (device) { - case ComputeDevice::host: - case ComputeDevice::cpu: { - std::cout << "Not implemented for HOST/CPU device, Please run on " - "GPU device." - << std::endl; - exit(-1); - } - case ComputeDevice::gpu: { - std::cout << "selector GPU" << std::endl; - auto local_rank = getLocalRank(comm, size, rankId); - auto gpus = get_gpus(); - - std::cout << "rank: " << rankId << " size: " << size - << " local_rank: " << local_rank << " n_gpu: " << n_gpu - << std::endl; - - auto gpu_selected = gpu_indices[local_rank % n_gpu]; - std::cout << "GPU selected for current rank: " << gpu_selected - << std::endl; - - // In case gpu_selected index is larger than number of GPU SYCL devices - auto rank_gpu = gpus[gpu_selected % gpus.size()]; - sycl::queue q{rank_gpu}; - return q; - } - - default: { - std::cout << "No Device!" << std::endl; - exit(-1); - } - } -} - sycl::queue getQueue(const ComputeDevice device) { std::cout << "Get Queue" << std::endl; diff --git a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala index a93684a76..13a7056b6 100644 --- a/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala +++ b/mllib-dal/src/main/scala/com/intel/oap/mllib/feature/PCADALImpl.scala @@ -58,14 +58,6 @@ class PCADALImpl(val k: Int, val results = coalescedTables.mapPartitionsWithIndex { (rank, table) => val tableArr = table.next() OneCCL.init(executorNum, rank, kvsIPPort) - val result = new PCAResult() - val gpuIndices = if (useDevice == "GPU") { - val resources = TaskContext.get().resources() - resources("gpu").addresses.map(_.toInt) - } else { - null - } - val result = new PCAResult() val gpuIndices = if (useDevice == "GPU") { val resources = TaskContext.get().resources()