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[ML-250] Replace sycl::gpu_selector{}.select_device() with manual GPU allocation #235

Merged
merged 26 commits into from
Apr 21, 2023
Merged

[ML-250] Replace sycl::gpu_selector{}.select_device() with manual GPU allocation #235

merged 26 commits into from
Apr 21, 2023

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minmingzhu
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What changes were proposed in this pull request?

Used a fixed GPU instead of select_device function

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Thanks for opening a pull request!

Could you open an issue for this pull request on Github Issues?
https://github.com/oap-project/oap-mllib/issues

Then could you also rename pull request title and commit log in the following format?

[ML-${ISSUES_ID}] ${detailed message}

See also:

@minmingzhu minmingzhu changed the title Assign gpu [ML-250]Assign gpu Mar 21, 2023
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#250

@minmingzhu minmingzhu closed this Apr 9, 2023
@minmingzhu minmingzhu reopened this Apr 10, 2023
@minmingzhu minmingzhu changed the base branch from oneapi_interface to master April 10, 2023 02:31
@minmingzhu minmingzhu changed the title [ML-250]Assign gpu [ML-250] Assign gpu Apr 12, 2023
@minmingzhu minmingzhu changed the title [ML-250] Assign gpu [ML-250] Replace select_gpu with manual GPU allocation Apr 17, 2023
@minmingzhu minmingzhu changed the title [ML-250] Replace select_gpu with manual GPU allocation [ML-250] Replace sycl::gpu_selector{}.select_device() with manual GPU allocation Apr 17, 2023
xwu99
xwu99 requested changes Apr 18, 2023
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mllib-dal/src/main/native/OneCCL.cpp Outdated
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oneCCL init has a create_communicator for CPU even when another communicator is created for GPU later.

mllib-dal/src/main/native/KMeansImpl.cpp Outdated Show resolved Hide resolved
mllib-dal/src/main/native/GPU.cpp
"GPU device."
<< std::endl;
exit(-1);
}
case ComputeDevice::gpu: {
std::cout << "selector GPU" << std::endl;
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remove debug output

mllib-dal/src/main/native/KMeansImpl.cpp Outdated Show resolved Hide resolved
mllib-dal/src/main/native/KMeansImpl.cpp Outdated
std::cout << "KMeans (native): rankid " << rankId
<< "; training step took " << duration / 1000 << " secs"
<< std::endl;
std::cout << "KMeans (native): training step took " << duration / 1000
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why do you need this output? already have one above?

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Want to output each task training took and compare with root task training.

mllib-dal/src/main/native/KMeansImpl.cpp
ComputeDevice device = getComputeDeviceByOrdinal(computeDeviceOrdinal);
switch (device) {
#ifdef CPU_ONLY_PROFILE
case ComputeDevice::host:
case ComputeDevice::cpu: {
ccl::communicator &comm = getComm();
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It's better to create communicator here than in the oneCCL.init.

mllib-dal/src/main/scala/com/intel/oap/mllib/OneDAL.scala Outdated Show resolved Hide resolved
mllib-dal/src/main/scala/org/apache/spark/mllib/stat/spark321/Statistics.scala Outdated
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()
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those code changes are irrelevant to this PR?

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rollback and fix this in next PR

minmingzhu and others added 18 commits April 19, 2023 14:13
@minmingzhu @xwu99
Migrate KMeans daal to DPC++ (oap-project#209)
ca647c5 
* 1. add JNI wrapper
2. modify compiler config
3. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add ci test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* java code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* cpp code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* 1. rollback ci config
2. remove CI test becaue homogentable only support GPU

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. update prepare-build-deps.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* remove ci GPU test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. remove GPU CI test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. fix ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update header

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* update header

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* update ci

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* Update ci-cluster-test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci conf

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update oneapi to 2022.1.2

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci conf

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comment

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* Update build-jni.sh

* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Update test.sh

* Update test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Update test.sh

* Update test.sh

* update test.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update test.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update test.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix link libze_loader.so.1

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci-local-dpc-test.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update oneapi to 2022.1.2

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update ci-local-dpc-test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

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* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update

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* update HomogenTableImpl.cpp

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* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* update HomogenTable API

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* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update pom.xml

* Update test.sh

* Update Makefile

* update

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* 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

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* update code style

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* Update install-build-deps-ubuntu.sh

* fix comments

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* update

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* update

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* Update list-compute-devices.cpp

* Convert homogentable to array/vector/matrix (#4)

* 1. convert homogenTable to array/vector/matrix
2. add unit test

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* Merge branch 'make_homogen_table' into convert_homogentable

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

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* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add empty homogentable

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* Mirgate kmeans daal to DPC++ (#7)

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

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* update

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* update

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* rollback code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update OneDAL.scala

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>
@minmingzhu @xwu99
Migrate pca daal to DPC++ (oap-project#223)
0a1c437 
* 1. add JNI wrapper
2. modify compiler config
3. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add ci test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* java code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* cpp code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* 1. rollback ci config
2. remove CI test becaue homogentable only support GPU

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. update prepare-build-deps.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* remove ci GPU test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. remove GPU CI test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. fix ci

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* update header

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update header

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* update ci

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* Update ci-cluster-test.sh

* update ci

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* update ci

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* update ci conf

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* update oneapi to 2022.1.2

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* update ci conf

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* fix comment

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* Update build-jni.sh

* update Makefile

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* update ci

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* Update test.sh

* Update test.sh

* update ci

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* update ci

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* Update test.sh

* Update test.sh

* update test.sh

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* update test.sh

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* update test.sh

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* fix link libze_loader.so.1

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* update

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* update ci-local-dpc-test.sh

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* update oneapi to 2022.1.2

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* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

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* 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

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* Update ci-local-dpc-test.sh

* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* 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

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* update

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* update HomogenTableImpl.cpp

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* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* update HomogenTable API

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* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

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* update

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* update ci

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* update ci

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* 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 <minming.zhu@intel.com>

* Update pom.xml

* Update test.sh

* Update Makefile

* update

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* 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

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* update code style

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* Update install-build-deps-ubuntu.sh

* fix comments

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* update

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* update

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* Update list-compute-devices.cpp

* Convert homogentable to array/vector/matrix (#4)

* 1. convert homogenTable to array/vector/matrix
2. add unit test

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* Merge branch 'make_homogen_table' into convert_homogentable

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* update code style

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* fix comments

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* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

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* add empty homogentable

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* Mirgate kmeans daal to DPC++ (#7)

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* 1. Mirgate kmeans daal to DPC++
* 2. add unit test

* 1. move local host to distributed host
2. add cluster test
3. code style

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* update code style

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* update

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* 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

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* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

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* update

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* update

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* rollback code style

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* rollback code style

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* rollback checkstyle.xml

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* update

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* rollback checkstyle.xml

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* update

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* update OneDAL.scala

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* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

* migrate cpa to DPC++

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* update

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* Update OutputHelpers.hpp

* update com_intel_oap_mllib_feature_PCADALImpl.h

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* update

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* update PCADALImpl.scala

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* 1. update function name and variable name

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* update

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* update

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* update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector

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* change compute_device to ComputeDevice

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Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>
@minmingzhu @xwu99
[ML-226] Migrate correlation daal to DPC++ (oap-project#215)
07531b1 
* 1. add JNI wrapper
2. modify compiler config
3. add unit test

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* add ci test

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* update

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* java code style

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* cpp code style

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* 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

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* 1. rollback ci config
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* 1. update prepare-build-deps.sh

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* remove ci GPU test

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* 1. remove GPU CI test

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* update code style

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* update code style

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* fix comments

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* update Makefile

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* fix comments

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* 1. fix ci

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* update header

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* update header

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* update ci

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* Update ci-cluster-test.sh

* update ci

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* update ci

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* update ci conf

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* update oneapi to 2022.1.2

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* fix comment

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* Update build-jni.sh

* update Makefile

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* update ci

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* Update test.sh

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* update ci

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* update ci

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* Update test.sh

* Update test.sh

* update test.sh

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* update test.sh

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* update test.sh

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* fix link libze_loader.so.1

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* update

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* update ci-local-dpc-test.sh

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* update oneapi to 2022.1.2

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* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

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* Update ci-local-dpc-test.sh

* Update prepare-build-deps-gpu.sh

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* Update prepare-build-deps.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* 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

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* update

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* update HomogenTableImpl.cpp

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* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* update HomogenTable API

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* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

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* update

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* update ci

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* update ci

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* 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

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* Update pom.xml

* Update test.sh

* Update Makefile

* update

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* 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

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* update code style

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* Update install-build-deps-ubuntu.sh

* fix comments

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* update

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* update

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* Update list-compute-devices.cpp

* Convert homogentable to array/vector/matrix (#4)

* 1. convert homogenTable to array/vector/matrix
2. add unit test

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* Merge branch 'make_homogen_table' into convert_homogentable

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* update code style

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* fix comments

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* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

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* add empty homogentable

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* Mirgate kmeans daal to DPC++ (#7)

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* 1. Mirgate kmeans daal to DPC++
* 2. add unit test

* 1. migrate pca to DPC++
2. add unit test

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* update

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* update

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* update

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* update

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* update

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* update

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* normalize data

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* update

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* update

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* update

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* 1. migrate correlation to DPC++ interface
2. add unit test

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* update

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* update

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* 1. move local host to distributed host
2. add cluster test
3. code style

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* update code style

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* update

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* 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

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* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

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* update

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* update

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* rollback code style

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* rollback code style

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* rollback checkstyle.xml

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* update

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* rollback checkstyle.xml

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* update

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* update OneDAL.scala

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* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

* migrate cpa to DPC++

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* update

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* Update OutputHelpers.hpp

* update com_intel_oap_mllib_feature_PCADALImpl.h

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* update

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* update PCADALImpl.scala

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* 1. update function name and variable name

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* update

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* update

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* update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector

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* change compute_device to ComputeDevice

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* 1. migrate pca to DPC++
2. add unit test

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* update

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* update

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* normalize data

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* update

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* update

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* update

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* 1. migrate correlation to DPC++ interface
2. add unit test

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* update

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* update

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* update

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* Update prepare-build-deps-gpu.sh

* update

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* Update Makefile

* Update OutputHelpers.hpp

* Update PCAOneAPIImpl.cpp

* Update service.h

* update

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* Update OneDAL.scala

* Update PCADALImpl.scala

* Update KmeansHomogenTableSuite.scala

* Update TestCommon.scala

* Update test.sh

* update

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* fix comments

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* update

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* update

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* update code style

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Signed-off-by: minmingzhu <minming.zhu@intel.com>
Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>
@minmingzhu
[ML-227] Migrate moments daal to DPC++ (oap-project#229)
fb49198 
* add low order moments

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* update

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* update

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* update

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* rename unit filename

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@minmingzhu
change select_device to assign gpus
ef1df32 
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@minmingzhu
update code style
bd6bd88 
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@minmingzhu
update GPU.cpp
6fe7b19 
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@minmingzhu
update
9929883 
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@minmingzhu
update GPU.cpp
1ee2180 
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@minmingzhu
update
5d3906c 
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@minmingzhu
update
296a00d 
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@minmingzhu
update
610ba45 
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@minmingzhu
update
7b0d4c8 
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@minmingzhu
update
da69a50 
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@minmingzhu
update
49a1715 
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@minmingzhu
oneccl clean
17acf28 
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@minmingzhu
data cache
c7b8a88 
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@minmingzhu
data cache
9b7b3e0 
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@minmingzhu
data cache
0ffc272 
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@minmingzhu
update scala style
4da9700 
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@minmingzhu
1. update output
117775a 
2. rollback adjustment cache

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update PCA.scala
52c9375 
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update output
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update code style
627dd42 
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Refactor header file references
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rename cpp
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@xwu99 xwu99 merged commit c97b1b2 into oap-project:master Apr 21, 2023
minmingzhu added a commit to minmingzhu/oap-mllib that referenced this pull request Apr 21, 2023
@minmingzhu @xwu99
[ML-250] Replace sycl::gpu_selector{}.select_device() with manual GPU…
586ad0a 
… allocation (oap-project#235)

* Migrate KMeans  daal to DPC++ (oap-project#209)

* 1. add JNI wrapper
2. modify compiler config
3. add unit test

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* add ci test

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* update

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* java code style

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* cpp code style

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* 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 <minming.zhu@intel.com>

* 1. rollback ci config
2. remove CI test becaue homogentable only support GPU

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. update prepare-build-deps.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* remove ci GPU test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. remove GPU CI test

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* update code style

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* update code style

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* fix comments

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* update Makefile

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* fix comments

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* 1. fix ci

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* update header

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* update header

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* update ci

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* Update ci-cluster-test.sh

* update ci

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* update ci

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* update ci conf

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* update oneapi to 2022.1.2

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* update ci conf

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* fix comment

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* Update build-jni.sh

* update Makefile

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* update ci

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* Update test.sh

* Update test.sh

* update ci

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* update ci

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* Update test.sh

* Update test.sh

* update test.sh

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* update test.sh

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* update test.sh

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* fix link libze_loader.so.1

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* update

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* update ci-local-dpc-test.sh

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* update oneapi to 2022.1.2

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* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

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* 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

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* Update ci-local-dpc-test.sh

* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* 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

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* update

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* update HomogenTableImpl.cpp

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* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* update HomogenTable API

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* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update pom.xml

* Update test.sh

* Update Makefile

* update

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* 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

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* update code style

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* Update install-build-deps-ubuntu.sh

* fix comments

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* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Merge branch 'make_homogen_table' into convert_homogentable

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add empty homogentable

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Mirgate kmeans daal to DPC++ (#7)

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* update

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* rollback code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback code style

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* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update OneDAL.scala

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>

* Migrate pca daal to DPC++ (oap-project#223)

* 1. add JNI wrapper
2. modify compiler config
3. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add ci test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* java code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* cpp code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* 1. rollback ci config
2. remove CI test becaue homogentable only support GPU

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. update prepare-build-deps.sh

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* remove ci GPU test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. remove GPU CI test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. fix ci

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* update header

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* update header

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

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* Update ci-cluster-test.sh

* update ci

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* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci conf

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* update oneapi to 2022.1.2

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* update ci conf

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* fix comment

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* Update build-jni.sh

* update Makefile

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* update ci

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* Update test.sh

* Update test.sh

* update ci

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* update ci

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* Update test.sh

* Update test.sh

* update test.sh

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* update test.sh

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* update test.sh

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* fix link libze_loader.so.1

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* update ci-local-dpc-test.sh

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* update oneapi to 2022.1.2

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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

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* Update ci-local-dpc-test.sh

* update ci

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* update ci

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* update ci

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* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update

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* update HomogenTableImpl.cpp

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* 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 <minming.zhu@intel.com>

* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update ci

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update pom.xml

* Update test.sh

* Update Makefile

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Update install-build-deps-ubuntu.sh

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Merge branch 'make_homogen_table' into convert_homogentable

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* fix comments

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add empty homogentable

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Mirgate kmeans daal to DPC++ (#7)

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* update code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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 <minming.zhu@intel.com>

* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* rollback checkstyle.xml

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update OneDAL.scala

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

* migrate cpa to DPC++

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* Update OutputHelpers.hpp

* update com_intel_oap_mllib_feature_PCADALImpl.h

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update PCADALImpl.scala

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 1. update function name and variable name

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* change compute_device to ComputeDevice

Signed-off-by: minmingzhu <minming.zhu@intel.com>

Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>

* [ML-226] Migrate correlation daal to DPC++  (oap-project#215)

* 1. add JNI wrapper
2. modify compiler config
3. add unit test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* add ci test

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* update

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* java code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* cpp code style

Signed-off-by: minmingzhu <minming.zhu@intel.com>

* 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

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* 1. rollback ci config
2. remove CI test becaue homogentable only support GPU

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* 1. update prepare-build-deps.sh

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* remove ci GPU test

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* 1. remove GPU CI test

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* update code style

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* update code style

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* fix comments

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* update Makefile

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* fix comments

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* 1. fix ci

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* update header

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* update header

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* update ci

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* Update ci-cluster-test.sh

* update ci

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* update ci

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* update ci conf

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* update oneapi to 2022.1.2

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* update ci conf

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* fix comment

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* Update build-jni.sh

* update Makefile

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* update ci

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* Update test.sh

* Update test.sh

* update ci

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* update ci

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* Update test.sh

* Update test.sh

* update test.sh

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* update test.sh

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* update test.sh

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* fix link libze_loader.so.1

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* update

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* update ci-local-dpc-test.sh

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* update oneapi to 2022.1.2

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* update

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* update

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* update

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* Update ci-local-dpc-test.sh

* update

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* update Makefile

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* 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

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* Update ci-local-dpc-test.sh

* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* update ci

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* 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

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* update

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* update HomogenTableImpl.cpp

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* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* Update ci-local-dpc-test.sh

* update HomogenTable API

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* update install-build-level-zero-deps-ubuntu.sh

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* update ci

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* update ci

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* update ci

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* update

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* update code style

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* update

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* Update ci-local-dpc-test.sh

* update ci

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* Update ci-local-dpc-test.sh

* update ci

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* update

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* update ci

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* update ci

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* 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

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* Update pom.xml

* Update test.sh

* Update Makefile

* update

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* 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

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* update code style

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* Update install-build-deps-ubuntu.sh

* fix comments

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* update

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* update

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* Update list-compute-devices.cpp

* Convert homogentable to array/vector/matrix (#4)

* 1. convert homogenTable to array/vector/matrix
2. add unit test

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* Merge branch 'make_homogen_table' into convert_homogentable

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* update code style

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* fix comments

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* Convert RDD[Vector]/RDD[LabeledPoint] to HomogenTable (#8)

* 1. convert rdd to HomogenTable
* 2. add unit test

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* add empty homogentable

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* Mirgate kmeans daal to DPC++ (#7)

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* 1. Mirgate kmeans daal to DPC++
* 2. add unit test

* 1. migrate pca to DPC++
2. add unit test

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* update

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* update

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* update

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* update

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* update

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* update

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* normalize data

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* update

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* update

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* update

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* 1. migrate correlation to DPC++ interface
2. add unit test

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* update

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* update

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* 1. move local host to distributed host
2. add cluster test
3. code style

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* update code style

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* update

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* 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

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* Update NaiveBayesResult.java

* 1. update code style
2. When using the Host/CPU device throws a fail

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* update

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* update

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* rollback code style

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* rollback code style

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* rollback checkstyle.xml

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* update

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* rollback checkstyle.xml

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* update

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* update OneDAL.scala

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* revert ALS.scala

* revert checkstyle.xml

* :Revert "revert checkstyle.xml"

This reverts commit 4f74bac.

* disable cluster test for gpu

* disable cluster test for gpu

* nit

* migrate cpa to DPC++

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* update

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* Update OutputHelpers.hpp

* update com_intel_oap_mllib_feature_PCADALImpl.h

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* update

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* update PCADALImpl.scala

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* 1. update function name and variable name

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* update

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* update

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* update stayHomogenTablePtrToVector to saveHomogenTablePtrToVector

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* change compute_device to ComputeDevice

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* 1. migrate pca to DPC++
2. add unit test

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* update

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* update

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* normalize data

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* update

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* update

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* update

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* 1. migrate correlation to DPC++ interface
2. add unit test

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* update

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* update

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* update

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* Update prepare-build-deps-gpu.sh

* update

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* Update Makefile

* Update OutputHelpers.hpp

* Update PCAOneAPIImpl.cpp

* Update service.h

* update

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* Update OneDAL.scala

* Update PCADALImpl.scala

* Update KmeansHomogenTableSuite.scala

* Update TestCommon.scala

* Update test.sh

* update

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* fix comments

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* update

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* update

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* update code style

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Signed-off-by: minmingzhu <minming.zhu@intel.com>
Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>

* [ML-227] Migrate moments daal to DPC++  (oap-project#229)

* add low order moments

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* update

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* update

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* update

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* rename unit filename

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* change select_device to assign gpus

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* update code style

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* update GPU.cpp

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* update

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* update GPU.cpp

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* update

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* update

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* update

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* update

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* update

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* update

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* oneccl clean

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* data cache

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* data cache

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* data cache

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* update scala style

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* 1. update output
2. rollback adjustment cache

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* update PCA.scala

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* update output

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* update code style

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* Refactor header file references

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* rename cpp

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---------

Signed-off-by: minmingzhu <minming.zhu@intel.com>
Co-authored-by: minmingz <minming.zhu@inte.com>
Co-authored-by: Wu, Xiaochang <xiaochang.wu@intel.com>
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