nextroute

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.

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	Specify a set of alternate stops per vehicle for which only one should be serviced.
Compatibility attributes	Specify which stops are compatible with which vehicles.
Capacity	Set capacities for vehicles and quantities (demanded or offered) at stops.
Cluster constraint	Enforce the creation of clustered routes.
Cluster objective	Incentivize the creation of clustered routes.
Custom constraints	Implement custom constraints with Nextmv SDK.
Custom data	Add custom data that is preserved in the output.
Custom matrices	Use custom matrices to achieve more precise drive time.
Custom objectives	Implement custom objectives with Nextmv SDK.
Custom operators	Implement custom operators with Nextmv SDK.
Custom output	Create a custom output for your app.
Distance matrix	Specify a distance matrix in the input that provides the distance of going from location A to B.
Duration matrix	Specify a duration matrix in the input that provides the duration of going from location A to B.
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	Specify a penalty that is added to the objective when arriving before a stop's target arrival time.
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	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	Specify the maximum distance that a vehicle can travel.
Maximum route duration	Specify the maximum duration that a vehicle can travel for.
Maximum route stops	Specify the maximum stops that a vehicle can visit.
Maximum wait time	Specify the maximum time a vehicle can wait when arriving before the start time window opens at a stop.
Minimum route stops	Specify the minimum stops that a vehicle should visit (applying a penalty).
Nextcheck	Check which stops can be planned or why stops have been unplanned.
Precedence	Add pickups and deliveries or specify multiple pickups before deliveries and vice versa.
Stop duration	Specify the time it takes to service a stop.
Stop duration multiplier	Specify a multiplier on time it takes a vehicle to service a stop.
Stop groups	Specify stops that must be assigned together on the same route, with no further requirements.
Stop mixing	Specify properties of stops which can not be on the vehicle at the same time.
Time windows	Specify the time window in which a stop must start service.
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	Specify a penalty that is added to the objective for activating (using) a vehicle.
Vehicle initial stops	Specify initial stops planned on a vehicle.
Vehicle start/end location	Specify optional starting and ending locations for vehicles.
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 file.

Installation

• Go

  Install the Go package with the following command:

  go get github.com/nextmv-io/nextroute
  

• Python

  Install the Python package with the following command:

  pip install nextroute
  

Usage

For further information on how to get started, features, deployment, etc., please refer to the official documentation.

Go

A first run can be done with the following command. Stand at the root of the repository and run:

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. If you have Nextmv CLI installed, you can create a new project with the following command:

nextmv community clone -a go-nextroute

Python

A first run can be done by executing the following script. Stand at the root of the repository and execute it:

import json

import nextroute

with open("cmd/input.json") as f:
    data = json.load(f)

input = nextroute.schema.Input.from_dict(data)
options = nextroute.Options(SOLVE_DURATION=5)
output = nextroute.solve(input, options)
print(json.dumps(output.to_dict(), indent=2))

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. If you have Nextmv CLI installed, you can create a new project with the following command:

nextmv community clone -a python-nextroute

Local benchmarking

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

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.

# 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.