Graft: A Debugging Tool For Apache Giraph
Summary: Graft is a debugging tool for Apache Giraph that captures vertex context across supersteps for selected vertices. GUI shows value and message evolution, replays exact vertex.compute() lines in debuggers, and tests; open-source and integrated in Giraph. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Semih Salihoglu
- 2. Jaeho Shin
- 3. Vikesh Khanna
- 4. Ba Quan Truong
- 5. Jennifer Widom
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 327 | The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing | 2018 | VLDB | 0.00027312381 |
| 11,652 | Ariadne: Online Provenance for Big Graph Analytics | 2019 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pig Latin: A Not-So-Foreign Language for Data Processing | 2008 | SIGMOD | 0.0024217964 |
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019040811 |
| 2,332 | Optimizing Graph Algorithms on Pregel-like Systems | 2014 | VLDB | 9.0173968e-05 |
| 5,348 | Inspector Gadget: A Framework for Custom Monitoring and Debugging of Distributed Dataflows | 2011 | SIGMOD | 5.5554072e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,744 | Declarative and distributed graph analytics with GRADOOP | 2018 | VLDB | 4.1905499e-05 |
| 11,464 | GRIP: Constraint-based Explanation of Missing Answers for Graph Queries | 2021 | SIGMOD | 4.1905499e-05 |
| 395 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00024440144 |
| 2,452 | GraphMat: High performance graph analytics made productive | 2015 | VLDB | 8.782919e-05 |
| 441 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.00023172424 |
| 5,348 | Inspector Gadget: A Framework for Custom Monitoring and Debugging of Distributed Dataflows | 2011 | SIGMOD | 5.5554072e-05 |
| 6,097 | GRAPE: Parallelizing Sequential Graph Computations | 2017 | VLDB | 5.2078413e-05 |
| 570 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00019895021 |
| 2,528 | Pregelix: Big(ger) Graph Analytics on A Dataflow Engine | 2015 | VLDB | 8.5953347e-05 |
| 1,410 | An Experimental Comparison of Pregel-like Graph Processing Systems | 2014 | VLDB | 0.00012127229 |