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- ---
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- license: mit
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- task_categories:
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- - reinforcement-learning
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- language:
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- - en
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- tags:
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- - multi-agent
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- - vehicle-routing
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- ---
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- Multi Agent Environments for Vehicle Routing Problems
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-
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- MAEnvs4VRP is a library made up of multi-agent environments for simulating classic vehicle routing problems.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ license: mit
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+ pretty_name: MAEnvs4VRP Datasets
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+ tags:
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+ - reinforcement-learning
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+ - combinatorial-optimization
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+ - vehicle-routing-problem
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+ - operations-research
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+ - multi-agent
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+ - dataset
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+ task_categories:
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+ - reinforcement-learning
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+ size_categories:
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+ - unknown
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+ ---
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+
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+ <p align="center">
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+ <img src="https://raw.githubusercontent.com/MAEnvs4VRP/maenvs4vrp/master/docs/source/img/banner.png" width="600" />
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+ </p>
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+
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+ Main code on Github: https://github.com/MAEnvs4VRP/maenvs4vrp
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+
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+
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+ ## MAEnvs4VRP Datasets
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+
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+ The **MAEnvs4VRP Datasets** repository provides benchmark and synthetic datasets for the vehicle routing problems (VRPs) supported by the **MAEnvs4VRP** framework.
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+
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+ The repository is intended to serve as a centralized collection of routing instances for training, validating, and benchmarking reinforcement learning algorithms and other optimization methods on classical and advanced Vehicle Routing Problems.
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+
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+ The datasets are fully compatible with the MAEnvs4VRP library and can be used to reproduce experiments, evaluate new learning algorithms, and compare optimization approaches across multiple VRP variants.
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+
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+ ---
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+
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+ # Supported Vehicle Routing Problems
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+
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+ The repository contains datasets for several routing problems implemented in MAEnvs4VRP, including:
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+
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+ | Problem | Description |
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+ |----------|-------------|
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+ | CVRP | Capacitated Vehicle Routing Problem |
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+ | CVRPSTW | Capacitated Vehicle Routing Problem with Time Windows |
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+ | CVRPTW | Capacitated Vehicle Routing Problem with Soft Time Windows |
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+ | PDPTW | Pickup and Delivery Problem with Time Windows |
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+ | SDVRPTW | Split Delivery Vehicle Routing Problem with Time Windows |
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+ | TOP | Team Orienteering Problem |
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+ | TOPTW | Team Orienteering Problem with Time Windows |
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+
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+ ---
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+
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+ # Using the Datasets
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+
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+ The datasets provided in this repository are designed to be used with the **MAEnvs4VRP** framework.
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+
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+ Benchmark instances are automatically downloaded from the Hugging Face Hub when required by the corresponding environment. After the initial download, the datasets are cached locally and reused in future executions.
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+
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+ Each environment in MAEnvs4VRP provides the appropriate instance generator for loading and sampling benchmark instances. Refer to the documentation of the corresponding environment for usage examples and configuration options.
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+
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+ ---
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+
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+ # Relationship with MAEnvs4VRP
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+
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+ This repository complements the **MAEnvs4VRP** library by providing the datasets used by its environments.
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+
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+ The library implements simulation environments for multiple Vehicle Routing Problems, while this repository stores the corresponding benchmark and synthetic routing instances.
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+
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+ ---
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+
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+ # Limitations
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+
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+ Users should be aware that:
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+
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+ - different routing problems contain different data schemas;
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+ - not every environment currently includes the same number of benchmark instances;
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+ - additional datasets may be incorporated in future releases;
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+ - synthetic datasets are generated according to the assumptions of their corresponding environment.
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+
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+ ---
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+
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+ # Citation
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+
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+ If you use these datasets in your research, please cite the MAEnvs4VRP paper.
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+
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+ ```bibtex
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+ @article{maenvs4vrp,
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+ title={MAEnvs4VRP: Multi-Agent Environments for Vehicle Routing Problems},
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+ author={}
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+ year={2026},
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+ journal={INFORMS Journal on Computing},
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+ }
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+ ```
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+
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+ ---
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+
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+ # License
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+
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+ This dataset is distributed under the MIT License unless otherwise specified for individual benchmark collections.
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+ Users should also acknowledge the original authors of benchmark datasets whenever applicable.
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+
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+ ---
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+
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+ # Acknowledgements
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+
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+ This repository is part of the **MAEnvs4VRP** project, which provides a unified framework for developing and evaluating reinforcement learning algorithms for Vehicle Routing Problems.