├── README.md ├── dmlc-core ├── .travis.yml ├── CMakeLists.txt ├── LICENSE ├── Makefile ├── README.md ├── cmake │ ├── Modules │ │ └── FindCrypto.cmake │ ├── Utils.cmake │ └── lint.cmake ├── doc │ ├── .gitignore │ ├── Doxyfile │ ├── Makefile │ ├── README │ ├── conf.py │ ├── index.md │ └── sphinx_util.py ├── include │ └── dmlc │ │ ├── base.h │ │ ├── concurrency.h │ │ ├── config.h │ │ ├── data.h │ │ ├── io.h │ │ ├── json.h │ │ ├── logging.h │ │ ├── memory_io.h │ │ ├── omp.h │ │ ├── parameter.h │ │ ├── recordio.h │ │ ├── registry.h │ │ ├── serializer.h │ │ ├── threadediter.h │ │ ├── timer.h │ │ └── type_traits.h ├── make │ ├── config.mk │ └── dmlc.mk ├── scripts │ ├── lint.py │ ├── lint3.py │ ├── packages.mk │ ├── setup_nvcc.sh │ └── travis │ │ ├── travis_before_cache.sh │ │ ├── travis_osx_install.sh │ │ ├── travis_script.sh │ │ └── travis_setup_env.sh ├── src │ ├── config.cc │ ├── data.cc │ ├── data │ │ ├── basic_row_iter.h │ │ ├── disk_row_iter.h │ │ ├── libsvm_parser.h │ │ ├── parser.h │ │ ├── row_block.h │ │ └── strtonum.h │ ├── io.cc │ ├── io │ │ ├── azure_filesys.cc │ │ ├── azure_filesys.h │ │ ├── cached_input_split.h │ │ ├── filesys.h │ │ ├── hdfs_filesys.cc │ │ ├── hdfs_filesys.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 │ │ ├── threaded_input_split.h │ │ └── uri_spec.h │ └── recordio.cc ├── test │ ├── .gitignore │ ├── README.md │ ├── dataiter_test.cc │ ├── dmlc_test.mk │ ├── filesys_test.cc │ ├── iostream_test.cc │ ├── libsvm_parser_test.cc │ ├── logging_test.cc │ ├── parameter_test.cc │ ├── recordio_test.cc │ ├── registry_test.cc │ ├── split_read_test.cc │ ├── split_repeat_read_test.cc │ ├── split_test.cc │ ├── stream_read_test.cc │ ├── strtonum_test.cc │ └── unittest │ │ ├── .gitignore │ │ ├── dmlc_unittest.mk │ │ ├── unittest_config.cc │ │ ├── unittest_json.cc │ │ ├── unittest_logging.cc │ │ ├── unittest_main.cc │ │ ├── unittest_serializer.cc │ │ └── unittest_threaditer.cc ├── tracker │ ├── README.md │ ├── dmlc_local.py │ ├── dmlc_mpi.py │ ├── dmlc_sge.py │ ├── dmlc_yarn.py │ ├── tracker.py │ └── tracker.pyc ├── windows │ ├── .gitignore │ ├── README.md │ ├── dmlc.sln │ └── dmlc │ │ └── dmlc.vcxproj └── yarn │ ├── .gitignore │ ├── README.md │ ├── build.sh │ ├── run_hdfs_prog.py │ └── src │ └── org │ └── apache │ └── hadoop │ └── yarn │ └── dmlc │ ├── ApplicationMaster.java │ ├── Client.java │ └── TaskRecord.java ├── doc ├── Makefile ├── README.md ├── common │ ├── build.rst │ └── input.rst ├── conf.py ├── index.rst ├── learn │ ├── difacto.rst │ └── linear.rst └── tutorial │ └── criteo_kaggle.rst ├── ps-lite ├── .README.md.swp ├── .travis.yml ├── CMakeLists.txt ├── LICENSE ├── Makefile ├── README.md ├── cmake │ ├── External │ │ ├── getopt.cmake │ │ ├── gflags.cmake │ │ └── glog.cmake │ ├── Modules │ │ └── FindGlog.cmake │ └── ProtoBuf.cmake ├── doc │ ├── Doxyfile │ ├── Makefile │ ├── README.md │ ├── conf.py │ ├── index.rst │ ├── ps-worker.rst │ └── setup.sh ├── guide │ ├── .example_a.swp │ ├── README.md │ ├── deps.png │ ├── example_a │ ├── example_a.cc │ ├── example_b │ ├── example_b.cc │ ├── example_c │ ├── example_c.cc │ ├── example_d │ ├── example_d.cc │ ├── example_e │ ├── example_e.cc │ ├── local.sh │ ├── network_perf.cc │ └── ps_guide.mk ├── make │ ├── README.md │ ├── config.mk │ ├── deps.mk │ ├── install_deps.sh │ ├── ps.mk │ ├── ps_app.mk │ └── travis │ │ ├── travis_before_cache.sh │ │ ├── travis_script.sh │ │ └── travis_setup_env.sh ├── src │ ├── README.md │ ├── base │ │ ├── assign_op.h │ │ ├── barrier.h │ │ ├── bitmap.h │ │ ├── block_bloom_filter.h │ │ ├── bloom_filter.h │ │ ├── common.h │ │ ├── countmin.h │ │ ├── dir.h │ │ ├── local_machine.h │ │ ├── parallel_ordered_match.h │ │ ├── parallel_sort.h │ │ ├── producer_consumer.h │ │ ├── range.h │ │ ├── resource_usage.h │ │ ├── sketch.h │ │ ├── split.h │ │ ├── thread_pool.cc │ │ ├── thread_pool.h │ │ ├── threadsafe_limited_queue.h │ │ └── threadsafe_queue.h │ ├── dmlc │ │ └── io.h │ ├── filter │ │ ├── add_noise.h │ │ ├── compressing.h │ │ ├── delta_key.h │ │ ├── filter.cc │ │ ├── filter.h │ │ ├── fixing_float.h │ │ ├── frequency_filter.h │ │ ├── key_caching.h │ │ ├── sparse_filter.h │ │ └── truncate_float.h │ ├── kv │ │ ├── kv_cache.h │ │ ├── kv_store.h │ │ ├── kv_store_sparse.h │ │ └── kv_store_sparse_st.h │ ├── proto │ │ ├── assign_op.proto │ │ ├── data.proto │ │ ├── filter.proto │ │ ├── heartbeat.proto │ │ ├── node.proto │ │ ├── param.proto │ │ ├── range.proto │ │ └── task.proto │ ├── ps.h │ ├── ps │ │ ├── app.h │ │ ├── base.h │ │ ├── blob.h │ │ ├── node_info.h │ │ ├── scheduler.h │ │ ├── server.h │ │ ├── shared_array.h │ │ └── worker.h │ ├── ps_main.cc │ ├── system │ │ ├── env.cc │ │ ├── env.h │ │ ├── executor.cc │ │ ├── executor.h │ │ ├── manager.cc │ │ ├── manager.h │ │ ├── message.cc │ │ ├── message.h │ │ ├── monitor.h │ │ ├── network_usage.h │ │ ├── node_assigner.h │ │ ├── postoffice.cc │ │ ├── postoffice.h │ │ ├── ps-inl.h │ │ ├── remote_node.cc │ │ ├── remote_node.h │ │ ├── van.cc │ │ └── van.h │ └── windows │ │ ├── getopt.c │ │ ├── getopt.h │ │ └── unistd.h └── third_party │ ├── cityhash-1.1.1.tar.gz │ ├── gflags-2.0-no-svn-files.tar.gz │ ├── lz4-r129.tar.gz │ ├── protobuf-2.5.0.tar.gz │ ├── v0.3.4.tar.gz │ └── zeromq-4.1.0.tar.gz └── src ├── base ├── adfea_parser.h ├── arg2proto.h ├── arg_parser.h ├── binary_class_evaluation.h ├── compressed_row_block.h ├── crb_parser.h ├── criteo_parser.h ├── debug.h ├── localizer.h ├── match_file.h ├── minibatch_iter.h ├── parallel_sort.h ├── progress.h ├── spmm.h ├── spmv.h ├── string_stream.h ├── workload.h └── workload_pool.h ├── data ├── README.md ├── agaricus.txt.test └── agaricus.txt.train ├── difacto ├── Makefile ├── README.md ├── async_sgd.h ├── config.proto ├── difacto.cc ├── dump.cc ├── guide │ ├── README.md │ ├── criteo.conf │ ├── demo.conf │ ├── 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