nextroute


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SummaryNextroute is an engine for solving Vehicle Routing Problems (VRPs).
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requires_python>=3.8
license# LICENSE Business Source License 1.1 Parameters Licensor: nextmv.io inc Licensed Work: nextroute Change Date: Four years from the date the Licensed Work is published. Change License: GPLv3 For information about alternative licensing arrangements for the Software, please email info@nextmv.io. Notice The Business Source License (this document, or the “License”) is not an Open Source license. However, the Licensed Work will eventually be made available under an Open Source License, as stated in this License. License text copyright © 2023 MariaDB plc, All Rights Reserved. “Business Source License” is a trademark of MariaDB plc. ----------------------------------------------------------------------------- ## Terms The Licensor hereby grants you the right to copy, modify, create derivative works, redistribute, and make non-production use of the Licensed Work. The Licensor may make an Additional Use Grant, above, permitting limited production use. Effective on the Change Date, or the fourth anniversary of the first publicly available distribution of a specific version of the Licensed Work under this License, whichever comes first, the Licensor hereby grants you rights under the terms of the Change License, and the rights granted in the paragraph above terminate. If your use of the Licensed Work does not comply with the requirements currently in effect as described in this License, you must purchase a commercial license from the Licensor, its affiliated entities, or authorized resellers, or you must refrain from using the Licensed Work. All copies of the original and modified Licensed Work, and derivative works of the Licensed Work, are subject to this License. This License applies separately for each version of the Licensed Work and the Change Date may vary for each version of the Licensed Work released by Licensor. You must conspicuously display this License on each original or modified copy of the Licensed Work. If you receive the Licensed Work in original or modified form from a third party, the terms and conditions set forth in this License apply to your use of that work. Any use of the Licensed Work in violation of this License will automatically terminate your rights under this License for the current and all other versions of the Licensed Work. This License does not grant you any right in any trademark or logo of Licensor or its affiliates (provided that you may use a trademark or logo of Licensor as expressly required by this License).TO THE EXTENT PERMITTED BY APPLICABLE LAW, THE LICENSED WORK IS PROVIDED ON AN “AS IS” BASIS. LICENSOR HEREBY DISCLAIMS ALL WARRANTIES AND CONDITIONS, EXPRESS OR IMPLIED, INCLUDING (WITHOUT LIMITATION) WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NON-INFRINGEMENT, AND TITLE. MariaDB hereby grants you permission to use this License’s text to license your works, and to refer to it using the trademark “Business Source License”, as long as you comply with the Covenants of Licensor below. ## Covenants of Licensor In consideration of the right to use this License’s text and the “Business Source License” name and trademark, Licensor covenants to MariaDB, and to all other recipients of the licensed work to be provided by Licensor: To specify as the Change License the GPL Version 2.0 or any later version, or a license that is compatible with GPL Version 2.0 or a later version, where “compatible” means that software provided under the Change License can be included in a program with software provided under GPL Version 2.0 or a later version. Licensor may specify additional Change Licenses without limitation. To either: (a) specify an additional grant of rights to use that does not impose any additional restriction on the right granted in this License, as the Additional Use Grant; or (b) insert the text “None” to specify a Change Date. Not to modify this License in any other way. License text copyright © 2023 MariaDB plc, All Rights Reserved. “Business Source License” is a trademark of MariaDB plc.
keywords decision engineering decision science decisions nextmv operations research optimization solver vehicle routing problem
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            # Nextroute

Welcome to Nextmv's **Nextroute**, a feature-rich Vehicle Routing Problem (VRP)
solver written in pure Go. Designed with a focus on maintainability,
feature-richness, and extensibility, Nextroute is built to handle real-world
applications across [all platforms that Go (cross)compiles
to](https://go.dev/doc/install/source#environment).

Our goal is not to compete on specific VRP type benchmarks, but to provide a
robust and versatile tool that can adapt to a variety of routing use-cases.
Whether you're optimizing the routes for a small fleet of delivery vans in a
city or managing complex logistics for a global supply chain, Nextroute is
equipped to help you find efficient solutions.

You can work with Nextroute in a variety of ways:

* Go package: Import the `nextroute` package in your Go project and use the
  solver directly.
* Python package: Use the `nextroute` Python package as an interface to the Go
  solver.

## Features

| Feature | Description |
| ------- | ----------- |
| [Alternate stops](https://www.nextmv.io/docs/vehicle-routing/features/alternate-stops) | Specify a set of alternate stops per vehicle for which only one should be serviced. |
| [Compatibility attributes](https://www.nextmv.io/docs/vehicle-routing/features/compatibility-attributes) | Specify which stops are compatible with which vehicles. |
| [Capacity](https://www.nextmv.io/docs/vehicle-routing/features/capacity) | Set capacities for vehicles and quantities (demanded or offered) at stops. |
| [Cluster constraint](https://www.nextmv.io/docs/vehicle-routing/features/cluster-constraint) | Enforce the creation of clustered routes. |
| [Cluster objective](https://www.nextmv.io/docs/vehicle-routing/features/cluster-objective) | Incentivize the creation of clustered routes. |
| [Custom constraints](https://www.nextmv.io/docs/vehicle-routing/features/custom-constraints) | Implement custom constraints with Nextmv SDK. |
| [Custom data](https://www.nextmv.io/docs/vehicle-routing/features/custom-data) | Add custom data that is preserved in the output. |
| [Custom matrices](https://www.nextmv.io/docs/vehicle-routing/features/custom-matrices) | Use custom matrices to achieve more precise drive time. |
| [Custom objectives](https://www.nextmv.io/docs/vehicle-routing/features/custom-objectives) | Implement custom objectives with Nextmv SDK. |
| [Custom operators](https://www.nextmv.io/docs/vehicle-routing/features/custom-operators) | Implement custom operators with Nextmv SDK. |
| [Custom output](https://www.nextmv.io/docs/vehicle-routing/features/custom-output) | Create a custom output for your app. |
| [Distance matrix](https://www.nextmv.io/docs/vehicle-routing/features/distance-matrix) | Specify a distance matrix in the input that provides the distance of going from location A to B. |
| [Duration matrix](https://www.nextmv.io/docs/vehicle-routing/features/duration-matrix) | Specify a duration matrix in the input that provides the duration of going from location A to B. |
| [Duration groups](https://www.nextmv.io/docs/vehicle-routing/features/duration-groups) | Specify a duration that is added every time a stop in the group is approached from a stop outside of the group. |
| [Early arrival time penalty](https://www.nextmv.io/docs/vehicle-routing/features/early-arrival-time-penalty) | Specify a penalty that is added to the objective when arriving before a stop's target arrival time. |
| [Late arrival time penalty](https://www.nextmv.io/docs/vehicle-routing/features/late-arrival-time-penalty) | Specify a penalty that is added to the objective when arriving after a stop's target arrival time. |
| [Map data in cloud](https://www.nextmv.io/docs/vehicle-routing/features/map-data) | Calculates duration and distance matrices using a hosted OSRM map service when running on Nextmv Cloud. Note that map data is a paid feature. |
| [Maximum route distance](https://www.nextmv.io/docs/vehicle-routing/features/max-distance) | Specify the maximum distance that a vehicle can travel. |
| [Maximum route duration](https://www.nextmv.io/docs/vehicle-routing/features/max-duration) | Specify the maximum duration that a vehicle can travel for. |
| [Maximum route stops](https://www.nextmv.io/docs/vehicle-routing/features/max-stops) | Specify the maximum stops that a vehicle can visit. |
| [Maximum wait time](https://www.nextmv.io/docs/vehicle-routing/features/max-wait) | Specify the maximum time a vehicle can wait when arriving before the start time window opens at a stop. |
| [Minimum route stops](https://www.nextmv.io/docs/vehicle-routing/features/min-stops) | Specify the minimum stops that a vehicle should visit (applying a penalty). |
| [Nextcheck](https://www.nextmv.io/docs/vehicle-routing/features/nextcheck) | Check which stops can be planned or why stops have been unplanned. |
| [Precedence](https://www.nextmv.io/docs/vehicle-routing/features/precedence) | Add pickups and deliveries or specify multiple pickups before deliveries and vice versa. |
| [Stop duration](https://www.nextmv.io/docs/vehicle-routing/features/stop-duration) | Specify the time it takes to service a stop. |
| [Stop duration multiplier](https://www.nextmv.io/docs/vehicle-routing/features/stop-duration-multiplier) | Specify a multiplier on time it takes a vehicle to service a stop. |
| [Stop groups](https://www.nextmv.io/docs/vehicle-routing/features/stop-groups) | Specify stops that must be assigned together on the same route, with no further requirements. |
| [Stop mixing](https://www.nextmv.io/docs/vehicle-routing/features/stop-mixing) | Specify properties of stops which can not be on the vehicle at the same time. |
| [Time windows](https://www.nextmv.io/docs/vehicle-routing/features/time-windows) | Specify the time window in which a stop must start service. |
| [Unplanned penalty](https://www.nextmv.io/docs/vehicle-routing/features/unplanned-penalty) | Specify a penalty that is added to the objective to leave a stop unplanned when all constraints cannot be fulfilled. |
| [Vehicle activation penalty](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-activation-penalty) | Specify a penalty that is added to the objective for activating (using) a vehicle. |
| [Vehicle initial stops](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-initial-stops) | Specify initial stops planned on a vehicle. |
| [Vehicle start/end location](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-start-end-location) | Specify optional starting and ending locations for vehicles. |
| [Vehicle start/end time](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-start-end-time) | Specify optional starting and ending time for a vehicle. |

## License

Please note that Nextroute is provided as _source-available_ software (not
_open-source_). For further information, please refer to the [LICENSE](./LICENSE.md)
file.

## Installation

* Go

    Install the Go package with the following command:

    ```bash
    go get github.com/nextmv-io/nextroute
    ```

* Python

    Install the Python package with the following command:

    ```bash
    pip install nextroute
    ```

## Usage

A first run can be done with the following command:

```bash
go run cmd/main.go -runner.input.path cmd/input.json -solve.duration 5s
```

This will run the solver for 5 seconds and output the result to the console.

In order to start a _new project_, please refer to the sample app in the
[community-apps repository](https://github.com/nextmv-io/community-apps/tree/develop/nextroute).
If you have [Nextmv CLI](https://www.nextmv.io/docs/platform/installation#nextmv-cli)
installed, you can create a new project with the following command:

```bash
nextmv community clone -a go-nextroute
```

For further information on how to get started, features, deployment, etc.,
please refer to the [official documentation](https://www.nextmv.io/docs/vehicle-routing).

## Local benchmarking

To run the go benchmarks locally, you can use the following command:

```bash
go test -benchmem -timeout 20m -run=^$ -count 10 -bench "^Benchmark" ./...
```

In order to compare changes from a PR with the latest `develop` version, you can
use `benchstat`.

```bash
# on the develop branch (or any other branch)
go test -benchmem -timeout 20m -run=^$ -count 10 -bench "^Benchmark" ./...\
 | tee develop.txt
# on the new branch (or any other branch)
go test -benchmem -timeout 20m -run=^$ -count 10 -bench "^Benchmark" ./...\
 | tee new.txt
# compare the two
benchstat develop.txt new.txt
```

## Versioning

We try our best to version our software thoughtfully and only break APIs and
behaviors when we have a good reason to.

* Minor (`v1.^.0`) tags: new features, might be breaking.
* Patch (`v1.0.^`) tags: bug fixes.

            

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    "description": "# Nextroute\n\nWelcome to Nextmv's **Nextroute**, a feature-rich Vehicle Routing Problem (VRP)\nsolver written in pure Go. Designed with a focus on maintainability,\nfeature-richness, and extensibility, Nextroute is built to handle real-world\napplications across [all platforms that Go (cross)compiles\nto](https://go.dev/doc/install/source#environment).\n\nOur goal is not to compete on specific VRP type benchmarks, but to provide a\nrobust and versatile tool that can adapt to a variety of routing use-cases.\nWhether you're optimizing the routes for a small fleet of delivery vans in a\ncity or managing complex logistics for a global supply chain, Nextroute is\nequipped to help you find efficient solutions.\n\nYou can work with Nextroute in a variety of ways:\n\n* Go package: Import the `nextroute` package in your Go project and use the\n  solver directly.\n* Python package: Use the `nextroute` Python package as an interface to the Go\n  solver.\n\n## Features\n\n| Feature | Description |\n| ------- | ----------- |\n| [Alternate stops](https://www.nextmv.io/docs/vehicle-routing/features/alternate-stops) | Specify a set of alternate stops per vehicle for which only one should be serviced. |\n| [Compatibility attributes](https://www.nextmv.io/docs/vehicle-routing/features/compatibility-attributes) | Specify which stops are compatible with which vehicles. |\n| [Capacity](https://www.nextmv.io/docs/vehicle-routing/features/capacity) | Set capacities for vehicles and quantities (demanded or offered) at stops. |\n| [Cluster constraint](https://www.nextmv.io/docs/vehicle-routing/features/cluster-constraint) | Enforce the creation of clustered routes. |\n| [Cluster objective](https://www.nextmv.io/docs/vehicle-routing/features/cluster-objective) | Incentivize the creation of clustered routes. |\n| [Custom constraints](https://www.nextmv.io/docs/vehicle-routing/features/custom-constraints) | Implement custom constraints with Nextmv SDK. |\n| [Custom data](https://www.nextmv.io/docs/vehicle-routing/features/custom-data) | Add custom data that is preserved in the output. |\n| [Custom matrices](https://www.nextmv.io/docs/vehicle-routing/features/custom-matrices) | Use custom matrices to achieve more precise drive time. |\n| [Custom objectives](https://www.nextmv.io/docs/vehicle-routing/features/custom-objectives) | Implement custom objectives with Nextmv SDK. |\n| [Custom operators](https://www.nextmv.io/docs/vehicle-routing/features/custom-operators) | Implement custom operators with Nextmv SDK. |\n| [Custom output](https://www.nextmv.io/docs/vehicle-routing/features/custom-output) | Create a custom output for your app. |\n| [Distance matrix](https://www.nextmv.io/docs/vehicle-routing/features/distance-matrix) | Specify a distance matrix in the input that provides the distance of going from location A to B. |\n| [Duration matrix](https://www.nextmv.io/docs/vehicle-routing/features/duration-matrix) | Specify a duration matrix in the input that provides the duration of going from location A to B. |\n| [Duration groups](https://www.nextmv.io/docs/vehicle-routing/features/duration-groups) | Specify a duration that is added every time a stop in the group is approached from a stop outside of the group. |\n| [Early arrival time penalty](https://www.nextmv.io/docs/vehicle-routing/features/early-arrival-time-penalty) | Specify a penalty that is added to the objective when arriving before a stop's target arrival time. |\n| [Late arrival time penalty](https://www.nextmv.io/docs/vehicle-routing/features/late-arrival-time-penalty) | Specify a penalty that is added to the objective when arriving after a stop's target arrival time. |\n| [Map data in cloud](https://www.nextmv.io/docs/vehicle-routing/features/map-data) | Calculates duration and distance matrices using a hosted OSRM map service when running on Nextmv Cloud. Note that map data is a paid feature. |\n| [Maximum route distance](https://www.nextmv.io/docs/vehicle-routing/features/max-distance) | Specify the maximum distance that a vehicle can travel. |\n| [Maximum route duration](https://www.nextmv.io/docs/vehicle-routing/features/max-duration) | Specify the maximum duration that a vehicle can travel for. |\n| [Maximum route stops](https://www.nextmv.io/docs/vehicle-routing/features/max-stops) | Specify the maximum stops that a vehicle can visit. |\n| [Maximum wait time](https://www.nextmv.io/docs/vehicle-routing/features/max-wait) | Specify the maximum time a vehicle can wait when arriving before the start time window opens at a stop. |\n| [Minimum route stops](https://www.nextmv.io/docs/vehicle-routing/features/min-stops) | Specify the minimum stops that a vehicle should visit (applying a penalty). |\n| [Nextcheck](https://www.nextmv.io/docs/vehicle-routing/features/nextcheck) | Check which stops can be planned or why stops have been unplanned. |\n| [Precedence](https://www.nextmv.io/docs/vehicle-routing/features/precedence) | Add pickups and deliveries or specify multiple pickups before deliveries and vice versa. |\n| [Stop duration](https://www.nextmv.io/docs/vehicle-routing/features/stop-duration) | Specify the time it takes to service a stop. |\n| [Stop duration multiplier](https://www.nextmv.io/docs/vehicle-routing/features/stop-duration-multiplier) | Specify a multiplier on time it takes a vehicle to service a stop. |\n| [Stop groups](https://www.nextmv.io/docs/vehicle-routing/features/stop-groups) | Specify stops that must be assigned together on the same route, with no further requirements. |\n| [Stop mixing](https://www.nextmv.io/docs/vehicle-routing/features/stop-mixing) | Specify properties of stops which can not be on the vehicle at the same time. |\n| [Time windows](https://www.nextmv.io/docs/vehicle-routing/features/time-windows) | Specify the time window in which a stop must start service. |\n| [Unplanned penalty](https://www.nextmv.io/docs/vehicle-routing/features/unplanned-penalty) | Specify a penalty that is added to the objective to leave a stop unplanned when all constraints cannot be fulfilled. |\n| [Vehicle activation penalty](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-activation-penalty) | Specify a penalty that is added to the objective for activating (using) a vehicle. |\n| [Vehicle initial stops](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-initial-stops) | Specify initial stops planned on a vehicle. |\n| [Vehicle start/end location](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-start-end-location) | Specify optional starting and ending locations for vehicles. |\n| [Vehicle start/end time](https://www.nextmv.io/docs/vehicle-routing/features/vehicle-start-end-time) | Specify optional starting and ending time for a vehicle. |\n\n## License\n\nPlease note that Nextroute is provided as _source-available_ software (not\n_open-source_). For further information, please refer to the [LICENSE](./LICENSE.md)\nfile.\n\n## Installation\n\n* Go\n\n    Install the Go package with the following command:\n\n    ```bash\n    go get github.com/nextmv-io/nextroute\n    ```\n\n* Python\n\n    Install the Python package with the following command:\n\n    ```bash\n    pip install nextroute\n    ```\n\n## Usage\n\nA first run can be done with the following command:\n\n```bash\ngo run cmd/main.go -runner.input.path cmd/input.json -solve.duration 5s\n```\n\nThis will run the solver for 5 seconds and output the result to the console.\n\nIn order to start a _new project_, please refer to the sample app in the\n[community-apps repository](https://github.com/nextmv-io/community-apps/tree/develop/nextroute).\nIf you have [Nextmv CLI](https://www.nextmv.io/docs/platform/installation#nextmv-cli)\ninstalled, you can create a new project with the following command:\n\n```bash\nnextmv community clone -a go-nextroute\n```\n\nFor further information on how to get started, features, deployment, etc.,\nplease refer to the [official documentation](https://www.nextmv.io/docs/vehicle-routing).\n\n## Local benchmarking\n\nTo run the go benchmarks locally, you can use the following command:\n\n```bash\ngo test -benchmem -timeout 20m -run=^$ -count 10 -bench \"^Benchmark\" ./...\n```\n\nIn order to compare changes from a PR with the latest `develop` version, you can\nuse `benchstat`.\n\n```bash\n# on the develop branch (or any other branch)\ngo test -benchmem -timeout 20m -run=^$ -count 10 -bench \"^Benchmark\" ./...\\\n | tee develop.txt\n# on the new branch (or any other branch)\ngo test -benchmem -timeout 20m -run=^$ -count 10 -bench \"^Benchmark\" ./...\\\n | tee new.txt\n# compare the two\nbenchstat develop.txt new.txt\n```\n\n## Versioning\n\nWe try our best to version our software thoughtfully and only break APIs and\nbehaviors when we have a good reason to.\n\n* Minor (`v1.^.0`) tags: new features, might be breaking.\n* Patch (`v1.0.^`) tags: bug fixes.\n",
    "bugtrack_url": null,
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