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Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters

Summary: Fangorn is an adaptive execution framework on shared clusters, built on an enriched graph model to orchestrate heterogeneous workloads with both long-running and on-demand resources. Runtime statistics and pluggable components enable cross-engine adaptation (relational to DL) on Alibaba production clusters, handling tens of millions of jobs daily, from one to half-million. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h1b878e4365c08b05
Venue
VLDB
Year
2021
Pagerank
4.9793485e-05
Overall Rank
12,031 | 19.12%
DOI
10.14778/3476311.3476376

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{chen_vldb21,
        title = {{Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters}},
        author = {Chen, Yingda and Wang, Jiamang and Lu, Yifeng and Han, Ying and Lv, Zhiqiang and Min, Xuebin and Cai, Hua and Zhang, Wei and Fan, Haochuan and Li, Chao and Guan, Tao and Lin, Wei and Jia, Yangqing and Zhou, Jingren},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {12},
        pages = {2972--2985},
        doi = {10.14778/3476311.3476376},
        url = {https://doi.org/10.14778/3476311.3476376},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061066921
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055406774
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050495102
211 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00024816965
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.0002095191
1,351 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00010934347
1,670 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 9.9318041e-05
2,228 Fuxi: a Fault-Tolerant Resource Management and Job Scheduling System at Internet Scale 2014 VLDB 8.8020387e-05
2,689 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.1264718e-05
2,719 TPC-DS, Taking Decision Support Benchmarking to the Next Level 2002 SIGMOD 8.0967665e-05
3,636 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 7.1471007e-05
3,891 Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications 2015 SIGMOD 6.9432955e-05
4,818 Continuous Cloud-Scale Query Optimization and Processing 2013 VLDB 6.3964573e-05
5,542 Efficient outer join data skew handling in parallel DBMS 2009 VLDB 6.0891064e-05
5,568 Yugong: Geo-Distributed Data and Job Placement at Scale 2019 VLDB 6.0813683e-05
6,023 Skew Handling Techniques in Sort-Merge Join 2002 SIGMOD 5.9126153e-05
6,958 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 5.634024e-05
7,312 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5555613e-05
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