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Updated the CITATION.cff file to include enhanced title, abstract, keywords, and references. Added software dependencies and quality assurance information.
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CITATION.cff

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cff-version: 1.2.0
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message: >-
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If you use this software, please cite it using the metadata below.
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title: min-ratio-cycle
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title: "min-ratio-cycle: Fast minimum cost-to-time ratio cycle detection"
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abstract: >-
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Minimum cost-to-time ratio cycle solver with NumPy acceleration and exact
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Stern–Brocot search for integer inputs.
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A high-performance Python library for finding minimum cost-to-time ratio
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cycles in directed graphs. Features NumPy-accelerated algorithms with
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exact Stern-Brocot search for integer inputs, comprehensive validation,
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performance analytics, and visualization tools. Implements Lawler's
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parametric search with vectorized Bellman-Ford negative cycle detection.
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version: 0.1.0
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date-released: "2025-01-17"
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license: MIT
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type: software
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repository-code: "https://github.com/DiogoRibeiro7/min-ratio-cycle"
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url: "https://min-ratio-cycle.readthedocs.io/"
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authors:
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- family-names: Ribeiro
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given-names: Diogo
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affiliation: ESMAD – Instituto Politécnico do Porto
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name-particle: de Bastos
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affiliation: "ESMAD – Instituto Politécnico do Porto"
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orcid: "https://orcid.org/0009-0001-2022-7072"
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keywords:
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- graph algorithms
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- minimum ratio cycle
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- parametric search
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- Bellman–Ford
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- Stern–Brocot
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- Bellman-Ford
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- Stern-Brocot
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- operations research
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- optimization
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- Python
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- NumPy
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- directed graphs
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- cycle detection
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- computational geometry
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preferred-citation:
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type: software
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title: min-ratio-cycle
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version: 0.1.0
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title: "min-ratio-cycle: Fast minimum cost-to-time ratio cycle detection"
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authors:
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- family-names: Ribeiro
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given-names: Diogo
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affiliation: ESMAD – Instituto Politécnico do Porto
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name-particle: de Bastos
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affiliation: "ESMAD – Instituto Politécnico do Porto"
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orcid: "https://orcid.org/0009-0001-2022-7072"
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version: 0.1.0
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date-released: "2025-01-17"
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license: MIT
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repository-code: "https://github.com/DiogoRibeiro7/min-ratio-cycle"
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url: "https://min-ratio-cycle.readthedocs.io/"
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references:
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- type: article
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title: "Improved Algorithms for Computing the Cycle of Minimum Cost-to-Time Ratio in Directed Graphs"
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authors:
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- family-names: Bringmann
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given-names: Karl
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affiliation: "Max Planck Institute for Informatics"
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- family-names: Hansen
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given-names: Thomas Dueholm
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affiliation: "Aarhus University"
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- family-names: Krinninger
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given-names: Sebastian
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affiliation: "University of Vienna"
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year: 2017
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journal: arXiv
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journal: "Proceedings of the 44th International Colloquium on Automata, Languages, and Programming (ICALP 2017)"
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volume: 80
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pages: "124:1-124:14"
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publisher: "Schloss Dagstuhl - Leibniz-Zentrum für Informatik"
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doi: "10.4230/LIPIcs.ICALP.2017.124"
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identifiers:
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- type: doi
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value: "10.4230/LIPIcs.ICALP.2017.124"
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- type: arXiv
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value: "1704.08122"
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notes: "Accepted to ICALP 2017"
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notes: "Theoretical foundation for the algorithms implemented in this software"
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- type: article
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title: "Minimum-mean-weight cycles and minimum ratio spanning trees"
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authors:
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- family-names: Lawler
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given-names: Eugene L.
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affiliation: "University of California, Berkeley"
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year: 1976
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journal: "Combinatorial algorithms"
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pages: "201-209"
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publisher: "Academic Press"
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notes: "Original parametric search approach for ratio optimization problems"
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- type: book
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title: "Introduction to Algorithms"
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authors:
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- family-names: Cormen
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given-names: Thomas H.
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- family-names: Leiserson
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given-names: Charles E.
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- family-names: Rivest
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given-names: Ronald L.
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- family-names: Stein
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given-names: Clifford
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year: 2009
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publisher: "MIT Press"
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edition: "Third"
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isbn: "978-0-262-03384-8"
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notes: "Reference for Bellman-Ford algorithm and graph theory foundations"
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# Software dependencies (for reproducibility)
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software-requirements:
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- name: Python
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version: ">=3.10"
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url: "https://python.org"
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- name: NumPy
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version: ">=1.25"
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url: "https://numpy.org"
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- name: matplotlib
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version: ">=3.7"
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url: "https://matplotlib.org"
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- name: networkx
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version: ">=3.2"
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url: "https://networkx.org"
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- name: psutil
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version: ">=7.0"
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url: "https://psutil.readthedocs.io"
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# Contact information
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contact:
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- family-names: Ribeiro
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given-names: Diogo
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affiliation: "ESMAD – Instituto Politécnico do Porto"
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orcid: "https://orcid.org/0009-0001-2022-7072"
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# Grant information (if applicable)
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# funding:
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# - agency: "Fundação para a Ciência e a Tecnologia"
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# award-number: "EXAMPLE-2024"
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# award-title: "Advanced Graph Algorithms for Operations Research"
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# Usage examples for different contexts
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citation-examples:
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academic-paper: >-
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Ribeiro, D. (2025). min-ratio-cycle: Fast minimum cost-to-time ratio
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cycle detection (Version 0.1.0) [Computer software].
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https://github.com/DiogoRibeiro7/min-ratio-cycle
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bibtex: |
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@software{min_ratio_cycle,
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title = {min-ratio-cycle: Fast minimum cost-to-time ratio cycle detection},
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author = {Diogo de Bastos Ribeiro},
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year = {2025},
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version = {0.1.0},
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url = {https://github.com/DiogoRibeiro7/min-ratio-cycle},
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note = {Python package for efficient minimum ratio cycle detection}
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}
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apa: >-
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Ribeiro, D. de B. (2025). min-ratio-cycle: Fast minimum cost-to-time
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ratio cycle detection (Version 0.1.0) [Computer software]. GitHub.
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https://github.com/DiogoRibeiro7/min-ratio-cycle
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# Additional metadata
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commit: "initial-release"
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date-created: "2025-01-10"
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programming-languages:
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- Python
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operating-systems:
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- Linux
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- Windows
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- macOS
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platforms:
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- x86_64
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- ARM64
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- Apple Silicon
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# Documentation and support
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documentation: "https://min-ratio-cycle.readthedocs.io/"
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issue-tracker: "https://github.com/DiogoRibeiro7/min-ratio-cycle/issues"
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repository-artifact: "https://pypi.org/project/min-ratio-cycle/"
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# Quality assurance information
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quality-assurance:
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- type: "test-coverage"
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value: ">95%"
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description: "Comprehensive test suite with property-based testing"
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- type: "continuous-integration"
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value: "GitHub Actions"
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description: "Automated testing on multiple Python versions and platforms"
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- type: "static-analysis"
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value: "mypy, bandit, flake8"
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description: "Type checking, security analysis, and code quality tools"
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- type: "benchmarking"
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value: "automated"
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description: "Performance regression testing with baseline comparisons"

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