├── .github └── workflows │ └── build.yml ├── .gitignore ├── LICENSE ├── README.md ├── conda ├── build.sh ├── meta.yaml ├── post-link.sh └── pre-unlink.sh ├── docker ├── base.Dockerfile ├── base_deps.sh ├── build.sh ├── build_wheel.sh ├── devel.Dockerfile ├── devel_deps.sh ├── env.sh └── galileo.Dockerfile ├── docs ├── Doxyfile ├── api.md ├── api │ ├── galileo_framework_python_base_inputs_BaseInputs.3.md │ ├── galileo_framework_python_base_message_passing_BaseMessagePassing.3.md │ ├── galileo_framework_python_base_module_BaseModule.3.md │ ├── galileo_framework_python_base_supervised_BaseSupervised.3.md │ ├── galileo_framework_python_base_trainer_BaseTrainer.3.md │ ├── galileo_framework_python_base_transform_BaseTransform.3.md │ ├── galileo_framework_python_base_unsupervised_BaseUnsupervised.3.md │ ├── galileo_framework_python_named_object_NamedObject.3.md │ ├── galileo_framework_pytorch_python_convolutions_sage_layer_SAGELayer.3.md │ ├── galileo_framework_pytorch_python_convolutions_sage_layer_sparse_SAGESparseLayer.3.md │ ├── galileo_framework_pytorch_python_supervised_Supervised.3.md │ ├── galileo_framework_pytorch_python_trainer_Trainer.3.md │ ├── galileo_framework_pytorch_python_transforms_bipartite_BipartiteTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_edge_neg_EdgeNegTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_MultiHopNeighborTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_MultiHopFeatureTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_label_MultiHopFeatureLabelTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_label_sparse_MultiHopFeatureLabelSparseTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_neg_MultiHopFeatureNegTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_neg_sparse_MultiHopFeatureNegSparseTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_multi_hop_feature_sparse_MultiHopFeatureSparseTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_neighbor_neg_NeighborNegTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_relation_RelationTransform.3.md │ ├── galileo_framework_pytorch_python_transforms_rw_neg_RandomWalkNegTransform.3.md │ ├── galileo_framework_pytorch_python_unsupervised_Unsupervised.3.md │ ├── galileo_framework_tf_python_convolutions_gcn_layer_GCNLayer.3.md │ ├── galileo_framework_tf_python_convolutions_sage_layer_SAGELayer.3.md │ ├── galileo_framework_tf_python_convolutions_sage_layer_sparse_SAGESparseLayer.3.md │ ├── galileo_framework_tf_python_estimator_trainer_EstimatorTrainer.3.md │ ├── galileo_framework_tf_python_keras_trainer_KerasTrainer.3.md │ ├── galileo_framework_tf_python_supervised_Supervised.3.md │ ├── galileo_framework_tf_python_tf_trainer_TFTrainer.3.md │ ├── galileo_framework_tf_python_transforms_bipartite_BipartiteTransform.3.md │ ├── galileo_framework_tf_python_transforms_edge_neg_EdgeNegTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_MultiHopNeighborTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_MultiHopFeatureTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_label_MultiHopFeatureLabelTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_label_sparse_MultiHopFeatureLabelSparseTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_neg_MultiHopFeatureNegTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_neg_sparse_MultiHopFeatureNegSparseTransform.3.md │ ├── galileo_framework_tf_python_transforms_multi_hop_feature_sparse_MultiHopFeatureSparseTransform.3.md │ ├── galileo_framework_tf_python_transforms_neighbor_neg_NeighborNegTransform.3.md │ ├── galileo_framework_tf_python_transforms_relation_RelationTransform.3.md │ ├── galileo_framework_tf_python_transforms_rw_neg_RandomWalkNegTransform.3.md │ └── galileo_framework_tf_python_unsupervised_Unsupervised.3.md ├── custom.md ├── data_prepare.md ├── docsgen.sh ├── imgs │ ├── arch.jpg │ ├── custom-flow.jpg │ ├── logo.jpg │ ├── mem.jpg │ └── trainers.png ├── install.md ├── introduce.md ├── performance.md ├── pip.md └── train.md ├── engine ├── CMakeLists.txt ├── client │ ├── CMakeLists.txt │ ├── dgraph.cc │ ├── dgraph.h │ ├── dgraph_cutter.cc │ ├── dgraph_cutter.h │ ├── dgraph_global.cc │ ├── dgraph_global.h │ ├── dgraph_impl.cc │ ├── dgraph_impl.h │ ├── dgraph_shard.cc │ ├── dgraph_shard.h │ ├── dgraph_stub.cc │ ├── dgraph_stub.h │ ├── dgraph_type.h │ ├── rpc_client.cc │ └── rpc_client.h ├── cmake │ └── quickjson.cmake ├── common │ ├── CMakeLists.txt │ ├── macro.h │ ├── message.h │ ├── packer.h │ ├── sampler.h │ ├── schema.cc │ ├── schema.h │ ├── schema_checker.cc │ ├── schema_checker.h │ ├── singleton.h │ └── types.h ├── convertor │ ├── CMakeLists.txt │ ├── alloc_id_manager.cc │ ├── alloc_id_manager.h │ ├── converter.cc │ ├── converter.h │ ├── edge_worker.cc │ ├── edge_worker.h │ ├── file_manager.cc │ ├── file_manager.h │ ├── text_reader.h │ ├── tool.cc │ ├── tool.h │ ├── tool_config.h │ ├── transform_help.cc │ ├── transform_help.h │ ├── vertex_worker.cc │ ├── vertex_worker.h │ ├── worker.cc │ └── worker.h ├── discovery │ ├── CMakeLists.txt │ ├── connection.cc │ ├── connection.h │ ├── consts.h │ ├── discoverer.cc │ ├── discoverer.h │ ├── register.cc │ ├── register.h │ ├── serialize.cc │ └── serialize.h ├── proto │ ├── CMakeLists.txt │ ├── rpc.proto │ └── types.proto ├── python │ ├── CMakeLists.txt │ ├── client.cc │ ├── convertor.cc │ └── service.cc ├── service │ ├── CMakeLists.txt │ ├── config.h │ ├── edge.cc │ ├── edge.h │ ├── entity_pool_manager.h │ ├── file_reader_helper.h │ ├── graph.cc │ ├── graph.h │ ├── graph_loader.cc │ ├── graph_loader.h │ ├── query_service.cc │ ├── query_service.h │ ├── service.cc │ ├── service.h │ ├── vertex.cc │ └── vertex.h ├── tests │ ├── CMakeLists.txt │ ├── discoverer_test.cc │ └── packer_test.cc ├── thirdparty │ ├── libhdfs │ │ └── hdfs.h │ └── quickjson │ │ ├── CMakeLists.txt │ │ ├── value.cpp │ │ └── value.h └── utils │ ├── CMakeLists.txt │ ├── buffer.h │ ├── bytes_reader.h │ ├── file_reader.h │ ├── file_writer.h │ ├── filesystem.h │ ├── hdfs_filesystem.h │ ├── local_filesystem.h │ ├── memory_pool.cc │ ├── memory_pool.h │ ├── string_util.cc │ ├── string_util.h │ └── task_thread_pool.h ├── examples ├── README.md ├── pytorch │ ├── line │ │ └── line.py │ ├── node2vec │ │ ├── README.md │ │ ├── advance.py │ │ ├── pytorch.py │ │ └── simple.py │ └── sage │ │ ├── README.md │ │ ├── supervised.py │ │ ├── unsupervised.py │ │ ├── unsupervised_hdfs.py │ │ └── unsupervised_sparse.py ├── start_zk.sh ├── tf │ ├── GATNE │ │ ├── README.md │ │ ├── custom_inductive.py │ │ ├── inductive.py │ │ ├── transductive.py │ │ └── utils.py │ ├── HAN │ │ ├── README.md │ │ ├── supervised.py │ │ └── utils.py │ ├── gcn │ │ ├── README.md │ │ └── gcn.py │ ├── heteSAGE │ │ ├── README.md │ │ └── semi.py │ ├── line │ │ ├── README.md │ │ ├── advance.py │ │ └── simple.py │ ├── node2vec │ │ ├── README.md │ │ ├── multi_ps.py │ │ ├── simple.py │ │ ├── simple_hdfs.py │ │ └── simple_ps.py │ └── sage │ │ ├── README.md │ │ ├── supervised.py │ │ ├── unsupervised.py │ │ ├── unsupervised_custom_predict.py │ │ ├── unsupervised_estimator.py │ │ └── unsupervised_sparse.py └── unify │ └── line.py ├── galileo ├── README.md ├── __init__.py ├── framework │ ├── README.md │ ├── __init__.py │ ├── libs │ │ └── __init__.py │ ├── python │ │ ├── __init__.py │ │ ├── base_inputs.py │ │ ├── base_message_passing.py │ │ ├── base_module.py │ │ ├── base_supervised.py │ │ ├── base_trainer.py │ │ ├── base_transform.py │ │ ├── base_unsupervised.py │ │ ├── client.py │ │ ├── convert.py │ │ ├── graph_meta.py │ │ ├── named_object.py │ │ ├── service.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── save_embedding.py │ │ │ └── utils.py │ ├── pytorch │ │ ├── __init__.py │ │ ├── common │ │ │ ├── tensor_alloc.h │ │ │ └── types_convert.h │ │ ├── kernel │ │ │ ├── entity_ops.cc │ │ │ ├── feature_ops.cc │ │ │ ├── neighbor_ops.cc │ │ │ └── sequence_ops.cc │ │ ├── ops │ │ │ ├── ops.cc │ │ │ └── ops.h │ │ └── python │ │ │ ├── __init__.py │ │ │ ├── convolutions │ │ │ ├── __init__.py │ │ │ ├── sage_layer.py │ │ │ └── sage_layer_sparse.py │ │ │ ├── dataset │ │ │ ├── __init__.py │ │ │ ├── base_dataset.py │ │ │ ├── batched_dataloader.py │ │ │ ├── dataset_pipeline.py │ │ │ ├── edge_dataset.py │ │ │ ├── range_dataset.py │ │ │ ├── tensor_dataset.py │ │ │ ├── textline_dataset.py │ │ │ └── vertex_dataset.py │ │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── base_log_hook.py │ │ │ ├── checkpoint.py │ │ │ ├── gpu_status_hook.py │ │ │ ├── hooklist.py │ │ │ ├── hooks.py │ │ │ ├── metric_time_hooks.py │ │ │ ├── save_predict_hook.py │ │ │ └── statistics.py │ │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── aggregators.py │ │ │ ├── aggregators_sparse.py │ │ │ ├── dense.py │ │ │ ├── embedding.py │ │ │ ├── feature_combiner.py │ │ │ └── feature_encoder.py │ │ │ ├── losses.py │ │ │ ├── metrics.py │ │ │ ├── module.py │ │ │ ├── ops.py │ │ │ ├── supervised.py │ │ │ ├── trainer.py │ │ │ ├── transforms │ │ │ ├── __init__.py │ │ │ ├── bipartite.py │ │ │ ├── edge_neg.py │ │ │ ├── multi_hop.py │ │ │ ├── multi_hop_feature.py │ │ │ ├── multi_hop_feature_label.py │ │ │ ├── multi_hop_feature_label_sparse.py │ │ │ ├── multi_hop_feature_neg.py │ │ │ ├── multi_hop_feature_neg_sparse.py │ │ │ ├── multi_hop_feature_sparse.py │ │ │ ├── neighbor_neg.py │ │ │ ├── relation.py │ │ │ └── rw_neg.py │ │ │ ├── unsupervised.py │ │ │ ├── utils.py │ │ │ └── vertex_embedding.py │ ├── pywrap │ │ └── __init__.py │ ├── tf │ │ ├── __init__.py │ │ ├── common │ │ │ ├── tensor_alloc.h │ │ │ └── types_convert.h │ │ ├── kernel │ │ │ ├── dataset_ops.cc │ │ │ ├── entity_ops.cc │ │ │ ├── feature_ops.cc │ │ │ ├── neighbor_ops.cc │ │ │ └── sequence_ops.cc │ │ ├── ops │ │ │ ├── dataset.cc │ │ │ ├── entity.cc │ │ │ ├── features.cc │ │ │ ├── neighbors.cc │ │ │ └── sequence.cc │ │ └── python │ │ │ ├── __init__.py │ │ │ ├── callbacks │ │ │ ├── __init__.py │ │ │ ├── callbacks.py │ │ │ ├── dump_graph.py │ │ │ ├── gpu_status.py │ │ │ └── metrics_time.py │ │ │ ├── convolutions │ │ │ ├── __init__.py │ │ │ ├── gcn_layer.py │ │ │ ├── sage_layer.py │ │ │ └── sage_layer_sparse.py │ │ │ ├── dataset │ │ │ ├── __init__.py │ │ │ ├── dataset_pipeline.py │ │ │ ├── edge_dataset.py │ │ │ ├── range_dataset.py │ │ │ ├── tensor_dataset.py │ │ │ ├── textline_dataset.py │ │ │ └── vertex_dataset.py │ │ │ ├── estimator_trainer.py │ │ │ ├── exporters.py │ │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ ├── elapsed_time.py │ │ │ ├── gpu_status_hook.py │ │ │ ├── hooks.py │ │ │ └── step_counter_hook.py │ │ │ ├── keras_trainer.py │ │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── aggregators.py │ │ │ ├── aggregators_sparse.py │ │ │ ├── feature_combiner.py │ │ │ ├── feature_encoder.py │ │ │ └── partitioned_embedding.py │ │ │ ├── losses.py │ │ │ ├── metrics.py │ │ │ ├── ops.py │ │ │ ├── supervised.py │ │ │ ├── tf_trainer.py │ │ │ ├── transforms │ │ │ ├── __init__.py │ │ │ ├── bipartite.py │ │ │ ├── edge_neg.py │ │ │ ├── multi_hop.py │ │ │ ├── multi_hop_feature.py │ │ │ ├── multi_hop_feature_label.py │ │ │ ├── multi_hop_feature_label_sparse.py │ │ │ ├── multi_hop_feature_neg.py │ │ │ ├── multi_hop_feature_neg_sparse.py │ │ │ ├── multi_hop_feature_sparse.py │ │ │ ├── neighbor_neg.py │ │ │ ├── relation.py │ │ │ └── rw_neg.py │ │ │ ├── unsupervised.py │ │ │ ├── utils.py │ │ │ └── vertex_embedding.py │ └── unify │ │ ├── README.md │ │ ├── __init__.py │ │ ├── backend.py │ │ ├── models.py │ │ └── unify.py ├── platform │ ├── README.md │ ├── __init__.py │ ├── data_source │ │ ├── __init__.py │ │ ├── data_source.py │ │ ├── planetoid.py │ │ ├── ppi.py │ │ └── utils.py │ ├── default_values.py │ ├── export.py │ ├── log.py │ ├── path_helper.py │ ├── print_version.py │ ├── setuptools_helper.py │ ├── tools │ │ ├── __init__.py │ │ ├── convertor.py │ │ └── start_service.py │ ├── utils │ │ ├── __init__.py │ │ ├── cpu.py │ │ ├── gpu_status.py │ │ └── time.py │ └── version.py └── tests │ ├── README.md │ ├── __init__.py │ ├── conftest.py │ ├── expected_data.py │ ├── pytorch │ ├── test_entity.py │ ├── test_feature.py │ ├── test_feature_combiner.py │ ├── test_neighbor.py │ └── test_sequence.py │ ├── run_tests.sh │ ├── service.py │ ├── test_layers.py │ ├── test_transforms.py │ ├── test_unify.py │ ├── tf │ ├── test_dataset.py │ ├── test_entity.py │ ├── test_feature.py │ ├── test_feature_combiner.py │ ├── test_neighbor.py │ └── test_sequence.py │ └── utils.py ├── setup.py └── testdata ├── binary ├── edge_0_0.dat ├── edge_1_0.dat ├── vertex_0_0.dat └── vertex_1_0.dat ├── edge_source └── edge.txt ├── 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