├── .clang-format ├── .clang-tidy ├── .editorconfig ├── .github ├── lock.yml └── workflows │ ├── docs.yml │ └── main.yml ├── .gitignore ├── .travis.yml ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── LICENSE ├── README.md ├── cmake ├── Doc.cmake ├── Sanitizer.cmake ├── Utils.cmake ├── attestation.h.in ├── modules │ ├── FindASan.cmake │ ├── FindLSan.cmake │ ├── FindLibR.cmake │ ├── FindNccl.cmake │ └── FindTSan.cmake └── xgboost-config.cmake.in ├── codecov.yml ├── config ├── enclave_signer.pem ├── enclave_signer.pub ├── gen-client.sh ├── gen-root.sh ├── root.crt ├── root.pem ├── root.pub ├── user1.crt ├── user1.pem ├── user2.crt └── user2.pem ├── demo ├── .gitignore ├── c-api │ ├── .gitignore │ ├── Makefile │ ├── README.md │ └── c-api-demo.cc ├── data │ ├── 1_2agaricus.txt.train │ ├── 2_2agaricus.txt.train │ ├── README.md │ ├── agaricus.txt.test │ ├── agaricus.txt.test.enc │ ├── agaricus.txt.train │ ├── agaricus.txt.train.enc │ ├── featmap.txt │ ├── gen_autoclaims.R │ ├── key_zeros.txt │ ├── keypair.pem │ └── veterans_lung_cancer.csv ├── obl-test │ ├── .gitignore │ └── xgboost ├── osort-mem-trace │ ├── .gitignore │ ├── README.md │ ├── gen_arr.sh │ ├── make.sh │ ├── profile_sorts.sh │ ├── sort_A.cc │ └── sort_B.cc ├── python │ ├── basic │ │ ├── .gitignore │ │ ├── config.ini │ │ └── secure-xgboost-demo.py │ ├── distributed │ │ ├── .gitignore │ │ ├── distr-training.py │ │ ├── hosts.config │ │ ├── run-distributed.sh │ │ └── run-local.sh │ ├── jupyter │ │ ├── .gitignore │ │ ├── Makefile │ │ └── e2e-demo.ipynb │ ├── multiclient-cluster-remote-control │ │ ├── .gitignore │ │ ├── client1 │ │ │ ├── client1.py │ │ │ ├── encrypt.py │ │ │ ├── key1.txt │ │ │ └── run.sh │ │ ├── client2 │ │ │ ├── client2.py │ │ │ ├── encrypt.py │ │ │ ├── key2.txt │ │ │ └── run.sh │ │ ├── data │ │ │ ├── .gitignore │ │ │ ├── c1_test.enc │ │ │ ├── c1_train.enc │ │ │ ├── c2_test.enc │ │ │ └── c2_train.enc │ │ ├── hosts.config │ │ ├── orchestrator │ │ │ └── start_orchestrator.py │ │ ├── run-distributed.sh │ │ └── server │ │ │ └── enclave_serve.py │ └── remote-control │ │ ├── client │ │ ├── .gitignore │ │ ├── client.py │ │ ├── encrypt.py │ │ └── run.sh │ │ ├── data │ │ └── .gitignore │ │ ├── orchestrator │ │ └── start_orchestrator.py │ │ └── server │ │ └── enclave_serve.py └── rank │ ├── README.md │ ├── mq2008.conf │ ├── rank.py │ ├── rank_sklearn.py │ ├── runexp.sh │ ├── trans_data.py │ └── wgetdata.sh ├── doc ├── .gitignore ├── Doxyfile.in ├── Makefile ├── README ├── about.rst ├── build.rst ├── conf.py ├── get_started.rst ├── images │ ├── arch.png │ ├── coopetition.png │ ├── parties.png │ └── workflow.gif ├── index.rst ├── parameter.rst ├── python │ ├── index.rst │ ├── python_api.rst │ └── python_intro.rst ├── requirements.txt ├── sphinx_util.py ├── troubleshoot.rst └── tutorials │ ├── distributed.rst │ ├── images │ ├── outsourced-distributed.png │ ├── ring.png │ ├── step1.png │ ├── step2.png │ ├── step3.png │ ├── step4.png │ └── tree.png │ ├── index.rst │ ├── jupyter.rst │ ├── multiclient-distributed.rst │ ├── outsourced.rst │ └── risecamp2020.rst ├── enclave ├── CMakeLists.txt ├── dmlc-core │ └── src │ │ ├── data.cc │ │ ├── data │ │ ├── basic_row_iter.h │ │ ├── csv_parser.h │ │ ├── disk_row_iter.h │ │ ├── libfm_parser.h │ │ ├── libsvm_parser.h │ │ ├── parser.h │ │ ├── row_block.h │ │ └── text_parser.h │ │ ├── io.cc │ │ └── io │ │ ├── azure_filesys.h │ │ ├── cached_input_split.h │ │ ├── filesys.cc │ │ ├── hdfs_filesys.h │ │ ├── indexed_recordio_split.cc │ │ ├── indexed_recordio_split.h │ │ ├── input_split_base.cc │ │ ├── input_split_base.h │ │ ├── line_split.cc │ │ ├── line_split.h │ │ ├── local_filesys.cc │ │ ├── local_filesys.h │ │ ├── recordio_split.cc │ │ ├── recordio_split.h │ │ ├── s3_filesys.h │ │ ├── single_file_split.h │ │ ├── single_threaded_input_split.h │ │ ├── threaded_input_split.h │ │ └── uri_spec.h ├── ecalls.cpp ├── ecalls_mc.cpp ├── include │ └── enclave_context.h ├── rabit │ └── src │ │ ├── allreduce_base.cc │ │ ├── allreduce_base.h │ │ ├── allreduce_robust-inl.h │ │ ├── allreduce_robust.cc │ │ ├── allreduce_robust.h │ │ ├── c_api.cc │ │ ├── certs.h │ │ ├── engine.cc │ │ ├── ssl_attestation.cc │ │ ├── ssl_attestation.h │ │ ├── ssl_socket.cc │ │ └── ssl_socket.h ├── src │ ├── c_api │ │ ├── c_api.cc │ │ ├── c_api_error.cc │ │ └── c_api_mc.cc │ ├── common │ │ ├── base64.h │ │ ├── bitfield.h │ │ ├── charconv.cc │ │ ├── charconv.h │ │ ├── column_matrix.h │ │ ├── column_matrix_obl.h │ │ ├── common.cc │ │ ├── common.cu │ │ ├── common.h │ │ ├── compressed_iterator.h │ │ ├── config.h │ │ ├── device_helpers.cu │ │ ├── device_helpers.cuh │ │ ├── group_data.h │ │ ├── hist_util.cc │ │ ├── hist_util.cu │ │ ├── hist_util.cuh │ │ ├── hist_util.h │ │ ├── hist_util_obl.cc │ │ ├── hist_util_obl.h │ │ ├── host_device_vector.cc │ │ ├── host_device_vector.cu │ │ ├── io.cc │ │ ├── io.h │ │ ├── json.cc │ │ ├── math.h │ │ ├── obl_primitives.cc │ │ ├── observer.h │ │ ├── probability_distribution.h │ │ ├── quantile.cc │ │ ├── quantile.cu │ │ ├── quantile.cuh │ │ ├── quantile.h │ │ ├── random.h │ │ ├── row_set.h │ │ ├── survival_util.cc │ │ ├── survival_util.h │ │ ├── threading_utils.h │ │ ├── timer.cc │ │ ├── timer.h │ │ ├── transform.h │ │ ├── version.cc │ │ └── version.h │ ├── data │ │ ├── adapter.h │ │ ├── array_interface.h │ │ ├── data.cc │ │ ├── data.cu │ │ ├── device_adapter.cuh │ │ ├── ellpack_page.cc │ │ ├── ellpack_page.cu │ │ ├── ellpack_page.cuh │ │ ├── ellpack_page_raw_format.cu │ │ ├── ellpack_page_source.cc │ │ ├── ellpack_page_source.cu │ │ ├── ellpack_page_source.h │ │ ├── iterative_device_dmatrix.cu │ │ ├── iterative_device_dmatrix.h │ │ ├── proxy_dmatrix.cu │ │ ├── proxy_dmatrix.h │ │ ├── simple_batch_iterator.h │ │ ├── simple_dmatrix.cc │ │ ├── simple_dmatrix.cu │ │ ├── simple_dmatrix.h │ │ ├── sparse_page_dmatrix.cc │ │ ├── sparse_page_dmatrix.h │ │ ├── sparse_page_raw_format.cc │ │ ├── sparse_page_source.h │ │ └── sparse_page_writer.h │ ├── gbm │ │ ├── gblinear.cc │ │ ├── gblinear_model.cc │ │ ├── gblinear_model.h │ │ ├── gbm.cc │ │ ├── gbtree.cc │ │ ├── gbtree.h │ │ ├── gbtree_model.cc │ │ └── gbtree_model.h │ ├── learner.cc │ ├── linear │ │ ├── coordinate_common.h │ │ ├── linear_updater.cc │ │ ├── param.h │ │ ├── updater_coordinate.cc │ │ ├── updater_gpu_coordinate.cu │ │ └── updater_shotgun.cc │ ├── logging.cc │ ├── metric │ │ ├── elementwise_metric.cc │ │ ├── elementwise_metric.cu │ │ ├── metric.cc │ │ ├── metric_common.h │ │ ├── multiclass_metric.cc │ │ ├── multiclass_metric.cu │ │ ├── rank_metric.cc │ │ ├── rank_metric.cu │ │ ├── survival_metric.cc │ │ └── survival_metric.cu │ ├── objective │ │ ├── aft_obj.cc │ │ ├── aft_obj.cu │ │ ├── hinge.cc │ │ ├── hinge.cu │ │ ├── multiclass_obj.cc │ │ ├── multiclass_obj.cu │ │ ├── objective.cc │ │ ├── rank_obj.cc │ │ ├── rank_obj.cu │ │ ├── regression_loss.h │ │ ├── regression_obj.cc │ │ └── regression_obj.cu │ ├── predictor │ │ ├── cpu_predictor.cc │ │ ├── gpu_predictor.cu │ │ └── predictor.cc │ └── tree │ │ ├── constraints.cc │ │ ├── constraints.cu │ │ ├── constraints.cuh │ │ ├── constraints.h │ │ ├── gpu_hist │ │ ├── driver.cuh │ │ ├── evaluate_splits.cu │ │ ├── evaluate_splits.cuh │ │ ├── feature_groups.cu │ │ ├── feature_groups.cuh │ │ ├── gradient_based_sampler.cu │ │ ├── gradient_based_sampler.cuh │ │ ├── histogram.cu │ │ ├── histogram.cuh │ │ ├── row_partitioner.cu │ │ └── row_partitioner.cuh │ │ ├── param.cc │ │ ├── param.h │ │ ├── split_evaluator.cc │ │ ├── split_evaluator.h │ │ ├── tree_model.cc │ │ ├── tree_updater.cc │ │ ├── updater_basemaker-inl.h │ │ ├── updater_colmaker.cc │ │ ├── updater_gpu_common.cuh │ │ ├── updater_gpu_hist.cu │ │ ├── updater_histmaker.cc │ │ ├── updater_prune.cc │ │ ├── updater_quantile_hist.cc │ │ ├── updater_quantile_hist.h │ │ ├── updater_quantile_hist_obl.cc │ │ ├── updater_quantile_hist_obl.h │ │ ├── updater_refresh.cc │ │ ├── updater_skmaker.cc │ │ └── updater_sync.cc ├── xgboost.edl └── xgboost_mc.edl ├── host ├── CMakeLists.txt ├── dmlc-core │ ├── .gitignore │ ├── CMakeLists.txt │ ├── cmake │ │ ├── Modules │ │ │ ├── FindASan.cmake │ │ │ ├── FindHDFS.cmake │ │ │ ├── FindLSan.cmake │ │ │ └── FindTSan.cmake │ │ ├── Sanitizer.cmake │ │ ├── Utils.cmake │ │ ├── build_config.h.in │ │ ├── dmlc-config-version.cmake │ │ ├── dmlc-config.cmake │ │ ├── dmlc-config.cmake.in │ │ ├── gtest_cmake.in │ │ └── lint.cmake │ ├── src │ │ ├── config.cc │ │ ├── data.cc │ │ ├── data │ │ │ ├── basic_row_iter.h │ │ │ ├── csv_parser.h │ │ │ ├── disk_row_iter.h │ │ │ ├── libfm_parser.h │ │ │ ├── libsvm_parser.h │ │ │ ├── parser.h │ │ │ ├── row_block.h │ │ │ └── text_parser.h │ │ ├── io.cc │ │ ├── io │ │ │ ├── azure_filesys.cc │ │ │ ├── azure_filesys.h │ │ │ ├── cached_input_split.h │ │ │ ├── filesys.cc │ │ │ ├── hdfs_filesys.cc │ │ │ ├── hdfs_filesys.h │ │ │ ├── indexed_recordio_split.cc │ │ │ ├── indexed_recordio_split.h │ │ │ ├── input_split_base.cc │ │ │ ├── input_split_base.h │ │ │ ├── line_split.cc │ │ │ ├── line_split.h │ │ │ ├── local_filesys.cc │ │ │ ├── local_filesys.h │ │ │ ├── recordio_split.cc │ │ │ ├── recordio_split.h │ │ │ ├── s3_filesys.cc │ │ │ ├── s3_filesys.h │ │ │ ├── single_file_split.h │ │ │ ├── single_threaded_input_split.h │ │ │ ├── threaded_input_split.h │ │ │ └── uri_spec.h │ │ └── recordio.cc │ └── tracker │ │ ├── README.md │ │ ├── __init__.py │ │ ├── dmlc-submit │ │ ├── dmlc_tracker │ │ ├── __init__.py │ │ ├── _credentials.py │ │ ├── credentials │ │ │ ├── root.crt │ │ │ ├── server_cert.crt │ │ │ └── server_cert.key │ │ ├── fxgb.proto │ │ ├── fxgb_pb2.py │ │ ├── fxgb_pb2_grpc.py │ │ ├── grpc_worker.py │ │ ├── kubernetes.py │ │ ├── launcher.py │ │ ├── local.py │ │ ├── mesos.py │ │ ├── mpi.py │ │ ├── opts.py │ │ ├── rpc.py │ │ ├── sge.py │ │ ├── slurm.py │ │ ├── ssh.py │ │ ├── submit.py │ │ ├── tracker.py │ │ └── yarn.py │ │ └── yarn │ │ ├── .gitignore │ │ ├── README.md │ │ ├── build.bat │ │ ├── build.sh │ │ ├── pom.xml │ │ └── src │ │ └── main │ │ └── java │ │ └── org │ │ └── apache │ │ └── hadoop │ │ └── yarn │ │ └── dmlc │ │ ├── ApplicationMaster.java │ │ ├── Client.java │ │ └── TaskRecord.java ├── rabit │ ├── .gitignore │ ├── CMakeLists.txt │ ├── cmake │ │ └── Config.cmake.in │ └── src │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── allreduce_base.cc │ │ ├── allreduce_base.h │ │ ├── allreduce_mock.h │ │ ├── allreduce_robust-inl.h │ │ ├── allreduce_robust.cc │ │ ├── allreduce_robust.h │ │ ├── c_api.cc │ │ ├── engine.cc │ │ ├── engine_base.cc │ │ ├── engine_empty.cc │ │ ├── engine_mock.cc │ │ └── engine_mpi.cc └── src │ ├── CMakeLists.txt │ └── c_api │ ├── c_api.cc │ ├── c_api_error.cc │ └── c_api_mc.cc ├── include ├── dmlc │ ├── any.h │ ├── array_view.h │ ├── base.h │ ├── base64.h │ ├── blockingconcurrentqueue.h │ ├── build_config.h │ ├── build_config_default.h │ ├── common.h │ ├── concurrency.h │ ├── concurrentqueue.h │ ├── config.h │ ├── data.h │ ├── endian.h │ ├── filesystem.h │ ├── input_split_shuffle.h │ ├── io.h │ ├── json.h │ ├── logging.h │ ├── lua.h │ ├── memory.h │ ├── memory_io.h │ ├── omp.h │ ├── optional.h │ ├── parameter.h │ ├── recordio.h │ ├── registry.h │ ├── serializer.h │ ├── strtonum.h │ ├── thread_group.h │ ├── thread_local.h │ ├── threadediter.h │ ├── timer.h │ └── type_traits.h ├── enclave │ ├── crypto.h │ ├── enclave.h │ └── obl_primitives.h ├── intrinsics │ ├── adxintrin.h │ ├── ammintrin.h │ ├── avx2intrin.h │ ├── avx5124fmapsintrin.h │ ├── avx5124vnniwintrin.h │ ├── avx512bwintrin.h │ ├── avx512cdintrin.h │ ├── avx512dqintrin.h │ ├── avx512erintrin.h │ ├── avx512fintrin.h │ ├── avx512ifmaintrin.h │ ├── avx512ifmavlintrin.h │ ├── avx512pfintrin.h │ ├── avx512vbmiintrin.h │ ├── avx512vbmivlintrin.h │ ├── avx512vlbwintrin.h │ ├── avx512vldqintrin.h │ ├── avx512vlintrin.h │ ├── avx512vpopcntdqintrin.h │ ├── avxintrin.h │ ├── bmi2intrin.h │ ├── bmiintrin.h │ ├── bmmintrin.h │ ├── clflushoptintrin.h │ ├── clwbintrin.h │ ├── clzerointrin.h │ ├── emmintrin.h │ ├── f16cintrin.h │ ├── fma4intrin.h │ ├── fmaintrin.h │ ├── fxsrintrin.h │ ├── ia32intrin.h │ ├── immintrin.h │ ├── lwpintrin.h │ ├── lzcntintrin.h │ ├── mm_malloc.h │ ├── mmintrin.h │ ├── mwaitxintrin.h │ ├── nmmintrin.h │ ├── pkuintrin.h │ ├── pmmintrin.h │ ├── popcntintrin.h │ ├── prfchwintrin.h │ ├── rdseedintrin.h │ ├── rtmintrin.h │ ├── sgxintrin.h │ ├── shaintrin.h │ ├── smmintrin.h │ ├── tbmintrin.h │ ├── tmmintrin.h │ ├── wmmintrin.h │ ├── x86intrin.h │ ├── xmmintrin.h │ ├── xopintrin.h │ ├── xsavecintrin.h │ ├── xsaveintrin.h │ ├── xsaveoptintrin.h │ ├── xsavesintrin.h │ └── xtestintrin.h ├── rabit │ ├── base.h │ ├── c_api.h │ ├── internal │ │ ├── engine.h │ │ ├── io.h │ │ ├── rabit-inl.h │ │ ├── socket.h │ │ ├── thread_local.h │ │ ├── timer.h │ │ └── utils.h │ ├── rabit.h │ └── serializable.h └── xgboost │ ├── base.h │ ├── c_api.h │ ├── c_api │ └── c_api_error.h │ ├── c_api_mc.h │ ├── data.h │ ├── feature_map.h │ ├── gbm.h │ ├── generic_parameters.h │ ├── host_device_vector.h │ ├── json.h │ ├── json_io.h │ ├── learner.h │ ├── linear_updater.h │ ├── logging.h │ ├── metric.h │ ├── model.h │ ├── objective.h │ ├── parameter.h │ ├── predictor.h │ ├── span.h │ ├── tree_model.h │ ├── tree_updater.h │ └── version_config.h ├── python-package ├── .gitignore ├── .pylintrc ├── MANIFEST.in ├── README.rst ├── build_trouble_shooting.md ├── prep_pip.sh ├── securexgboost │ ├── VERSION │ ├── __init__.py │ ├── callback.py │ ├── compat.py │ ├── core.py │ ├── dmlc-core │ ├── include │ ├── lib │ ├── libpath.py │ ├── make │ ├── plotting.py │ ├── rabit │ ├── rabit.py │ ├── remote_server.py │ ├── rpc │ │ ├── README.md │ │ ├── __init__.py │ │ ├── protos │ │ │ ├── ndarray.proto │ │ │ └── remote.proto │ │ └── rpc_utils.py │ ├── sklearn.py │ ├── src │ └── training.py ├── setup.cfg ├── setup.py └── setup_pip.py ├── requirements.txt └── tests ├── python ├── __init__.py ├── config.py ├── regression_test_utilities.py ├── test_basic.py ├── test_basic_models.py ├── test_dmatrix.py ├── test_early_stopping.py ├── test_eval_metrics.py ├── test_interaction_contraints.py ├── 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