├── .gitignore ├── .gitmodules ├── CMakeLists.txt ├── LICENSE ├── README.md ├── cmake ├── euler_core.cmake ├── googletest.cmake ├── grpc.cmake ├── jemalloc.cmake ├── linenoise.cmake ├── utils.cmake └── zookeeper.cmake ├── doc ├── GQL-1.png ├── GQL-2.png ├── GQL-3.png ├── GQL-4.png ├── GQL-5.png ├── data-prepare-1.png ├── data-prepare-2.jpeg ├── message-algo-1.svg ├── message-algo-2.svg ├── message-algo-3.svg ├── messagepassing-1.png ├── messagepassing-2.png ├── overview-1.png └── overview-2.png ├── euler ├── CMakeLists.txt ├── __init__.py ├── client │ ├── CMakeLists.txt │ ├── client_manager.cc │ ├── client_manager.h │ ├── completion_queue_pool.h │ ├── end2end_gp_test.cc │ ├── end2end_local_test.cc │ ├── end2end_test.cc │ ├── graph.h │ ├── graph_config.cc │ ├── graph_config.h │ ├── grpc_channel.cc │ ├── grpc_channel.h │ ├── grpc_channel_test.cc │ ├── grpc_manager.cc │ ├── grpc_manager.h │ ├── impl_register.h │ ├── query.cc │ ├── query.h │ ├── query_proxy.cc │ ├── query_proxy.h │ ├── rpc_client.cc │ ├── rpc_client.h │ ├── rpc_client_end2end_test.cc │ ├── rpc_client_test.cc │ ├── rpc_manager.cc │ ├── rpc_manager.h │ ├── rpc_manager_test.cc │ └── testing │ │ ├── CMakeLists.txt │ │ ├── echo.h │ │ ├── echo.proto │ │ ├── mock_rpc_manager.cc │ │ ├── mock_rpc_manager.h │ │ └── simple_server_monitor.h ├── common │ ├── CMakeLists.txt │ ├── alias_method.cc │ ├── alias_method.h │ ├── bytes_compute.h │ ├── bytes_io.cc │ ├── bytes_io.h │ ├── bytes_io_test.cc │ ├── compact_weighted_collection.h │ ├── compact_weighted_collection_test.cc │ ├── data_types.cc │ ├── data_types.h │ ├── data_types_test.cc │ ├── env.cc │ ├── env.h │ ├── env_posix.cc │ ├── env_test.cc │ ├── error_code.h │ ├── fast_weighted_collection.h │ ├── fast_weighted_collection_test.cc │ ├── file_io.cc │ ├── file_io.h │ ├── hash.cc │ ├── hash.h │ ├── hdfs_file_io.cc │ ├── hdfs_file_io_test.cc │ ├── local_file_io.cc │ ├── local_file_io_test.cc │ ├── logging.cc │ ├── logging.h │ ├── macros.h │ ├── mutex.h │ ├── net_util.cc │ ├── net_util.h │ ├── random.cc │ ├── random.h │ ├── refcount.h │ ├── server_meta.proto │ ├── server_monitor.cc │ ├── server_monitor.h │ ├── server_register.h │ ├── signal.h │ ├── singleton.h │ ├── slice.cc │ ├── slice.h │ ├── status.cc │ ├── status.h │ ├── str_util.cc │ ├── str_util.h │ ├── str_util_test.cc │ ├── time_utils.h │ ├── timmer.cc │ ├── timmer.h │ ├── weighted_collection.h │ ├── zk_server_monitor.cc │ ├── zk_server_monitor.h │ ├── zk_server_register.cc │ ├── zk_server_register.h │ └── zk_util_cache.h ├── core │ ├── CMakeLists.txt │ ├── api │ │ ├── CMakeLists.txt │ │ ├── api.cc │ │ └── api.h │ ├── dag │ │ ├── CMakeLists.txt │ │ ├── dag.cc │ │ ├── dag.h │ │ ├── dag_test.cc │ │ ├── edge.h │ │ ├── node.cc │ │ └── node.h │ ├── dag_def │ │ ├── CMakeLists.txt │ │ ├── dag_def.cc │ │ ├── dag_def.h │ │ ├── dag_def_test.cc │ │ ├── dag_node_def.cc │ │ ├── dag_node_def.h │ │ ├── sub_graph_iso.cc │ │ └── sub_graph_iso.h │ ├── framework │ │ ├── CMakeLists.txt │ │ ├── allocator.cc │ │ ├── allocator.h │ │ ├── attr_value.h │ │ ├── dag.proto │ │ ├── dag_node.proto │ │ ├── executor.cc │ │ ├── executor.h │ │ ├── executor_test.cc │ │ ├── op_kernel.cc │ │ ├── op_kernel.h │ │ ├── tensor.cc │ │ ├── tensor.h │ │ ├── tensor.proto │ │ ├── tensor_shape.h │ │ ├── tensor_shape.proto │ │ ├── tensor_shape_test.cc │ │ ├── tensor_test.cc │ │ ├── tensor_util.cc │ │ ├── tensor_util.h │ │ ├── tensor_util_test.cc │ │ ├── thread_pool.h │ │ ├── types.h │ │ ├── types.proto │ │ ├── udf.cc │ │ └── udf.h │ ├── graph │ │ ├── CMakeLists.txt │ │ ├── edge.cc │ │ ├── edge.h │ │ ├── edge_test.cc │ │ ├── graph.cc │ │ ├── graph.h │ │ ├── graph_builder.cc │ │ ├── graph_builder.h │ │ ├── graph_meta.cc │ │ ├── graph_meta.h │ │ ├── graph_test.cc │ │ ├── local_graph_test.cc │ │ ├── node.cc │ │ ├── node.h │ │ └── node_test.cc │ ├── index │ │ ├── CMakeLists.txt │ │ ├── common_index_result.cc │ │ ├── common_index_result.h │ │ ├── common_index_result_test.cc │ │ ├── hash_index_result.h │ │ ├── hash_index_result_test.cc │ │ ├── hash_range_sample_index.h │ │ ├── hash_range_sample_index_test.cc │ │ ├── hash_sample_index.h │ │ ├── hash_sample_index_test.cc │ │ ├── index_manager.cc │ │ ├── index_manager.h │ │ ├── index_manager_test.cc │ │ ├── index_meta.cc │ │ ├── index_meta.h │ │ ├── index_meta_test.cc │ │ ├── index_result.h │ │ ├── index_types.h │ │ ├── index_util.h │ │ ├── range_index_result.h │ │ ├── range_index_result_test.cc │ │ ├── range_sample_index.h │ │ ├── range_sample_index_test.cc │ │ └── sample_index.h │ └── kernels │ │ ├── CMakeLists.txt │ │ ├── append_merge_op.cc │ │ ├── append_merge_op_test.cc │ │ ├── as_op.cc │ │ ├── broad_cast_split_op.cc │ │ ├── common.cc │ │ ├── common.h │ │ ├── data_gather_op.cc │ │ ├── data_merge_op.cc │ │ ├── data_merge_op_test.cc │ │ ├── data_row_append_merge_op.cc │ │ ├── gather_result_op.cc │ │ ├── get_adj_op.cc │ │ ├── get_edge_op.cc │ │ ├── get_edge_sum_weight_op.cc │ │ ├── get_feature_op.cc │ │ ├── get_graph_by_label_op.cc │ │ ├── get_nb_filter_op.cc │ │ ├── get_nb_filter_op_test.cc │ │ ├── get_neighbor_edge_op.cc │ │ ├── get_neighbor_op.cc │ │ ├── get_node_op.cc │ │ ├── get_node_type_op.cc │ │ ├── gp_unique_merge_op.cc │ │ ├── gp_unique_merge_op_test.cc │ │ ├── id_split_op.cc │ │ ├── id_unique_op.cc │ │ ├── idx_gather_op.cc │ │ ├── idx_merge_op.cc │ │ ├── idx_merge_op_test.cc │ │ ├── idx_row_append_merge_op.cc │ │ ├── layerwise_op_test.cc │ │ ├── local_sample_layer_op.cc │ │ ├── max_udf.cc │ │ ├── mean_udf.cc │ │ ├── min_udf.cc │ │ ├── multi_type_data_merge_op.cc │ │ ├── multi_type_idx_merge_op.cc │ │ ├── multi_type_merge_op_test.cc │ │ ├── ops_test.cc │ │ ├── post_process_op.cc │ │ ├── post_process_op_test.cc │ │ ├── regular_data_merge_op.cc │ │ ├── regular_data_merge_op_test.cc │ │ ├── remote_op.cc │ │ ├── remote_op_test.cc │ │ ├── reshape_op.cc │ │ ├── sample_edge_op.cc │ │ ├── sample_edge_split_op.cc │ │ ├── sample_graph_label_op.cc │ │ ├── sample_layer_op.cc │ │ ├── sample_n_with_types_op.cc │ │ ├── sample_n_with_types_split_op.cc │ │ ├── sample_neighbor_op.cc │ │ ├── sample_node_op.cc │ │ ├── sample_node_split_op.cc │ │ ├── sample_root_op.cc │ │ ├── sparse_gen_adj_op.cc │ │ ├── sparse_get_adj_op.cc │ │ ├── udf_test.cc │ │ └── unique_gather_test.cc ├── parser │ ├── .gitignore │ ├── CMakeLists.txt │ ├── attribute_calculator.cc │ ├── attribute_calculator.h │ ├── compiler.cc │ ├── compiler.h │ ├── compiler_test.cc │ ├── gen_node_def_input_output.cc │ ├── gen_node_def_input_output.h │ ├── gremlin.l │ ├── gremlin.y │ ├── optimize_rule.h │ ├── optimize_type.cc │ ├── optimize_type.h │ ├── optimizer.cc │ ├── optimizer.h │ ├── optimizer_test.cc │ ├── translator.cc │ ├── translator.h │ ├── translator_test.cc │ ├── tree.h │ └── tree_test.cc ├── proto │ ├── CMakeLists.txt │ ├── service.proto │ └── worker.proto ├── python │ ├── __init__.py │ ├── hash_test.py │ └── start_service.py ├── service │ ├── CMakeLists.txt │ ├── async_service_interface.h │ ├── grpc_call.h │ ├── grpc_euler_service.cc │ ├── grpc_euler_service.h │ ├── grpc_server.cc │ ├── grpc_server.h │ ├── grpc_server_test.cc │ ├── grpc_worker.cc │ ├── grpc_worker.h │ ├── grpc_worker_service.cc │ ├── grpc_worker_service.h │ ├── mock_api.cc │ ├── python_api.cc │ ├── server_interface.cc │ ├── server_interface.h │ └── worker.h ├── tools │ ├── CMakeLists.txt │ ├── __init__.py │ ├── edge.py │ ├── gen_graph_partition_test_data.sh │ ├── gen_partitioned_data.sh │ ├── generate_euler_data.py │ ├── graph_meta.py │ ├── json2meta.py │ ├── json2partdat.py │ ├── json2partindex.py │ ├── node.py │ ├── remote_console │ │ ├── CMakeLists.txt │ │ ├── remote_console.cc │ │ └── remote_console.h │ └── util.py └── util │ ├── CMakeLists.txt │ └── python_api.cc ├── euler_estimator ├── README.md ├── __init__.py └── python │ ├── __init__.py │ ├── base_estimator.py │ ├── edge_estimator.py │ ├── gae_estimator.py │ ├── graph_estimator.py │ ├── node_estimator.py │ └── sample_estimator.py ├── examples ├── TransX │ ├── README.md │ ├── run_transD.py │ ├── run_transE.py │ ├── run_transH.py │ ├── run_transR.py │ ├── transD.py │ ├── transE.py │ ├── transH.py │ ├── transR.py │ └── transX.py ├── adaptivegcn │ ├── README.md │ ├── adaptivegcn.py │ └── run_adaptivegcn.py ├── agnn │ ├── README.md │ ├── agnn.py │ └── run_agnn.py ├── appnp │ ├── README.md │ ├── appnp.py │ └── run_appnp.py ├── arma │ ├── README.md │ ├── arma.py │ └── run_arma.py ├── deepwalk │ ├── README.md │ ├── deepwalk.py │ └── run_deepwalk.py ├── dgi │ ├── README.md │ ├── dgi.py │ └── run_dgi.py ├── distmult │ ├── README.md │ ├── distmult.py │ └── run_distmult.py ├── dna │ ├── README.md │ ├── dna.py │ └── run_dna.py ├── fastgcn │ ├── README.md │ ├── fastgcn.py │ └── run_fastgcn.py ├── gae │ ├── README.md │ ├── gae.py │ ├── run_gae.py │ └── run_vgae.py ├── gat │ ├── README.md │ ├── gat.py │ └── run_gat.py ├── gated_graph │ ├── README.md │ ├── gated_graph.py │ └── run_gated_graph.py ├── gcn │ ├── README.md │ ├── gcn.py │ └── run_gcn.py ├── geniepath │ ├── README.md │ ├── geniepath.py │ └── run_geniepath.py ├── gin │ ├── README.md │ ├── gin.py │ └── run_gin.py ├── graphgcn │ ├── README.md │ ├── graphgcn.py │ └── run_graphgcn.py ├── graphsage │ ├── README.md │ ├── graphsage.py │ └── run_graphsage.py ├── lgcn │ ├── README.md │ ├── lgcn.py │ └── run_lgcn.py ├── line │ ├── README.md │ ├── line.py │ └── run_line.py ├── rgcn │ ├── README.md │ ├── rgcn.py │ └── run_rgcn.py ├── sample_solution │ ├── readme.md │ ├── sample.txt │ └── sample_solution_model.py ├── set2set │ ├── README.md │ ├── run_set2set.py │ └── set2set.py ├── sgcn │ ├── README.md │ ├── run_sgcn.py │ └── sgcn.py ├── solution │ ├── readme.md │ ├── run_solution.py │ └── solution_model.py └── tagcn │ ├── README.md │ ├── run_tagcn.py │ └── tagcn.py ├── knn └── knn.py ├── requirements.txt ├── setup.cfg ├── tf_euler ├── CMakeLists.txt ├── __init__.py ├── kernels │ ├── gather_op.cc │ ├── gen_pair_op.cc │ ├── get_binary_feature_op.cc │ ├── get_dense_feature_op.cc │ ├── get_edge_binary_feature_op.cc │ ├── get_edge_dense_feature_op.cc │ ├── get_edge_sparse_feature_op.cc │ ├── get_full_neighbor_op.cc │ ├── get_graph_by_label_op.cc │ ├── get_node_type_op.cc │ ├── get_sorted_full_neighbor_op.cc │ ├── get_sparse_feature_op.cc │ ├── get_top_k_neighbor_op.cc │ ├── inflate_idx_op.cc │ ├── random_walk_op.cc │ ├── sample_edge_op.cc │ ├── sample_fanout_op.cc │ ├── sample_fanout_with_feature_op.cc │ ├── sample_graph_label_op.cc │ ├── sample_n_with_types_op.cc │ ├── sample_neighbor_layerwise_with_adj_op.cc │ ├── sample_neighbor_op.cc │ ├── sample_node_op.cc │ ├── scatter_op.cc │ ├── sparse_gather_op.cc │ └── sparse_get_adj_op.cc ├── ops │ ├── euler_ops.cc │ ├── feature_ops.cc │ ├── mp_ops.cc │ ├── neighbor_ops.cc │ ├── sample_ops.cc │ ├── type_ops.cc │ ├── util_ops.cc │ └── walk_ops.cc ├── python │ ├── __init__.py │ ├── contrib │ │ ├── py_scatter.py │ │ └── spmm.py │ ├── convolution │ │ ├── __init__.py │ │ ├── agnn_conv.py │ │ ├── appnp_conv.py │ │ ├── arma_conv.py │ │ ├── conv.py │ │ ├── conv_test.py │ │ ├── dna_conv.py │ │ ├── gat_conv.py │ │ ├── gated_graph_conv.py │ │ ├── gcn_conv.py │ │ ├── gin_conv.py │ │ ├── graph_conv.py │ │ ├── relation_conv.py │ │ ├── sage_conv.py │ │ ├── sgcn_conv.py │ │ └── tag_conv.py │ ├── dataflow │ │ ├── __init__.py │ │ ├── base_dataflow.py │ │ ├── fast_dataflow.py │ │ ├── gcn_dataflow.py │ │ ├── layerwise_dataflow.py │ │ ├── neighbor_dataflow.py │ │ ├── relation_dataflow.py │ │ ├── sage_dataflow.py │ │ └── whole_dataflow.py │ ├── dataset │ │ ├── README.md │ │ ├── __init__.py │ │ ├── base_dataset.py │ │ ├── citeseer.py │ │ ├── cora.py │ │ ├── fb15k.py │ │ ├── fb15k237.py │ │ ├── gcn_utils.py │ │ ├── ml_1m.py │ │ ├── multigraph_util.py │ │ ├── mutag.py │ │ ├── ppi.py │ │ ├── pubmed.py │ │ ├── pubmed_utils.py │ │ ├── reddit.py │ │ ├── sage_util.py │ │ ├── test_data.py │ │ ├── utils.py │ │ └── wn18.py │ ├── euler_ops │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_test.py │ │ ├── feature_ops.py │ │ ├── feature_ops_test.py │ │ ├── mp_ops.py │ │ ├── mp_ops_test.py │ │ ├── neighbor_ops.py │ │ ├── neighbor_ops_test.py │ │ ├── sample_ops.py │ │ ├── sample_ops_test.py │ │ ├── type_ops.py │ │ ├── type_ops_test.py │ │ ├── util_ops.py │ │ ├── util_ops_test.py │ │ ├── walk_ops.py │ │ └── walk_ops_test.py │ ├── graph_pool │ │ ├── __init__.py │ │ ├── attention_pool.py │ │ ├── base_pool.py │ │ └── set2set_pool.py │ ├── mp_utils │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_gae.py │ │ ├── base_gnn.py │ │ ├── base_graph.py │ │ ├── graph_gnn.py │ │ ├── group_gnn.py │ │ └── utils.py │ ├── node_pool │ │ └── __init__.py │ ├── solution │ │ ├── __init__.py │ │ ├── base_sample.py │ │ ├── base_supervise.py │ │ ├── base_unsupervise.py │ │ ├── logits.py │ │ ├── losses.py │ │ ├── samplers.py │ │ └── utils.py │ └── utils │ │ ├── __init__.py │ │ ├── aggregators.py │ │ ├── embedding.py │ │ ├── encoders.py │ │ ├── flags.py │ │ ├── hooks.py │ │ ├── layers.py │ │ ├── metrics.py │ │ ├── optimizers.py │ │ ├── sparse_aggregators.py │ │ ├── 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