This is the open-source implementation for RisGraph:
RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s.
Guanyu Feng, Zixuan Ma, Daixuan Li, Shengqi Chen, Xiaowei Zhu, Wentao Han, Wenguang Chen.
SIGMOD/PODS '21: Proceedings of the 2021 International Conference on Management of Data. https://doi.org/10.1145/3448016.3457263
- CMake
- TBB
- OpenMP and C++17
- Optional: UCX >= 1.8
git clone https://github.com/thu-pacman/RisGraph.git --recursive
cd RisGraph
mkdir -p build
cd build
cmake .. -DCMAKE_BUILD_TYPE=Release
make -jThe graph format used by RisGraph is binary edge lists with 64-bit vertex IDs (in host byte ordering). RisGraph provides some tools that converts edge lists in text format (such as SNAP datasets) to binary format.
RisGraph simulates sliding windows by inserting and deleting edges based on the sequence of edges from the input dataset.
# when edges are timestamped
# each line of text_graph_path is an edge with three integers
# source_vertex_id destination_vertex_id edge_timestamp
./convert_to_binary_timestamp < text_graph_path > binary_graph_path# when edges have no specific order (for most of public datasets)
# each line of text_graph_path is an edge with two integers
# source_vertex_id destination_vertex_id
./convert_to_binary_random < text_graph_path > binary_graph_path# when edges are already in chronological or custom order
# each line of text_graph_path is an edge with two integers
# source_vertex_id destination_vertex_id
./convert_to_binary < text_graph_path > binary_graph_pathThese applications will process the entire graph.
./bfs binary_graph_path root./sssp binary_graph_path root./sswp binary_graph_path root# edges are treated as undirected edges
./wcc binary_graph_pathThese applications will load the first initial_edges_percent edges from the graph, insert and delete an edge as an update (simulating sliding windows), and incrementally process the algorithm.
./bfs_inc binary_graph_path root initial_edges_percent./sssp_inc binary_graph_path root initial_edges_percent./sswp_inc binary_graph_path root initial_edges_percent./wcc_inc binary_graph_path initial_edges_percentThese applications will load the first initial_edges_percent edges from the graph and simulate num_of_clients clients requesting updates with inserting/deleting an edge (simulating sliding windows).
RisGraph enables safe/unsafe classification for incrementally processing and tries to make tail_latency_percent updates are within target_tail_latency milliseconds through the latency-aware scheduler. It is recommended to set num_of_clients starting with the number of physical cores and try doubling num_of_clients until RisGraph cannot fulfill the expected tail latency.
./bfs_inc_rt binary_graph_path root initial_edges_percent target_tail_latency tail_latency_percent num_of_clients./sssp_inc_rt binary_graph_path root initial_edges_percent target_tail_latency tail_latency_percent num_of_clients./sswp_inc_rt binary_graph_path root initial_edges_percent target_tail_latency tail_latency_percent num_of_clients./wcc_inc_rt binary_graph_path initial_edges_percent target_tail_latency tail_latency_percent num_of_clientsThese applications will load the first initial_edges_percent edges from the graph, insert and delete batch_size edges as a batched update (simulating sliding windows), and incrementally process the algorithm.
./bfs_inc_batch binary_graph_path root initial_edges_percent batch_size./sssp_inc_batch binary_graph_path root initial_edges_percent batch_size./sswp_inc_batch binary_graph_path root initial_edges_percent batch_size./wcc_inc_batch binary_graph_path initial_edges_percent batch_size- Binding threads to CPU cores:
export OMP_PROC_BIND=true - Trying different NUMA policies: In our experiments,
numactl --preferred=0achieves relatively good performance in a wide range of cases.
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