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GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example

Summary: GIO learns mapping from raw text to matrix/frame layouts from a sample and auto-generates a fast multi-threaded reader. Supports CSV/LibSVM/MatrixMarket and nested formats; mappings and readers editable; competitive with hand-written parsers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6624
Venue
SIGMOD
Year
2023
Pagerank
4.3484264e-05
Overall Rank
9,355 | 34.99%
DOI
10.1145/3589265

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
7,369 ELEET: Efficient Learned Query Execution over Text and Tables 2024 VLDB 4.7452331e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 45 of 45 cited papers.

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

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061707583
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
174 Schema Mapping as Query Discovery 2000 VLDB 0.00038586435
304 Generic Schema Matching with Cupid 2001 VLDB 0.00028282278
383 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00024802484
476 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00022216002
483 Clio Grows Up: From Research Prototype to Industrial Tool 2005 SIGMOD 0.00022101908
620 Schema Mappings, Data Exchange, and Metadata Management 2005 PODS 0.00018983367
968 Schema and Ontology Matching with COMA++ 2005 SIGMOD 0.00014941789
1,067 Data-Driven Understanding and Refinement of Schema Mappings 2001 SIGMOD 0.00014320456
1,085 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00014173956
1,265 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012933537
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,346 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012472598
1,356 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012409986
1,527 Generic Schema Matching, Ten Years Later 2011 VLDB 0.00011494604
1,598 Clio: A Semi-Automatic Tool For Schema Mapping 2001 SIGMOD 0.00011206131
2,081 Sample-Driven Schema Mapping 2012 SIGMOD 9.58883e-05
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,130 Characterizing Schema Mappings via Data Examples 2010 PODS 9.4784293e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9502761e-05
2,706 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.2655235e-05
2,764 Parallel Data Analysis Directly on Scientific File Formats 2014 SIGMOD 8.1607305e-05
2,825 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.0575959e-05
2,895 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 7.9539265e-05
2,975 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD 7.7871791e-05
3,432 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.0974248e-05
3,473 Data Profiling – A Tutorial 2017 SIGMOD 7.0623537e-05
3,548 Adaptive Query Processing on RAW Data 2014 VLDB 6.9798836e-05
3,872 Designing and Refining Schema Mappings via Data Examples 2011 SIGMOD 6.6737583e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
3,941 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.6090509e-05
4,319 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 6.2823814e-05
4,702 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 5.9796907e-05
5,097 EIRENE: Interactive Design and Refinement of Schema Mappings via Data Examples 2011 VLDB 5.6943323e-05
5,244 Towards Benchmarking Feature Type Inference for AutoML Platforms 2021 SIGMOD 5.6021738e-05
5,304 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 5.5738777e-05
5,603 Schemas and Types for JSON Data: from Theory to Practice 2019 SIGMOD 5.4140437e-05
6,649 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 4.9724735e-05
7,356 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 4.748111e-05
7,702 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6689015e-05
7,836 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 4.6345023e-05
8,104 Automated Migration of Hierarchical Data to Relational Tables using Programming-by-Example 2018 VLDB 4.5815095e-05
8,267 Rumble: Data Independence for Large Messy Data Sets 2021 VLDB 4.5410785e-05
9,938 Witness Generation for JSON Schema 2022 VLDB 4.2422288e-05
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