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 (Stanford University)
- 2. Jaeho Shin (Stanford University)
- 3. Vikesh Khanna (Stanford University)
- 4. Ba Quan Truong (Stanford University)
- 5. Jennifer Widom (Stanford University)
BibTeX Citation
@inproceedings{salihoglu_sigmod15,
title = {{Graft: A Debugging Tool For Apache Giraph}},
author = {Salihoglu, Semih and Shin, Jaeho and Khanna, Vikesh and Truong, Ba Quan and Widom, Jennifer},
series = {{SIGMOD} '15},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2723372.2733533},
url = {https://dl.acm.org/doi/10.1145/2723372.2733533},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 239 | The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing | 2018 | VLDB | 0.000235107 |
| 10,196 | Ariadne: Online Provenance for Big Graph Analytics | 2019 | SIGMOD | 5.0623376e-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 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012092602 |
| 6 | Pig Latin: A Not-So-Foreign Language for Data Processing | 2008 | SIGMOD | 0.001052036 |
| 2,338 | Optimizing Graph Algorithms on Pregel-like Systems | 2014 | VLDB | 8.6124366e-05 |
| 5,574 | Inspector Gadget: A Framework for Custom Monitoring and Debugging of Distributed Dataflows | 2011 | SIGMOD | 6.0794039e-05 |
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