JOpt.TourOptimizer
If you are developing software for Logistics Dispatch Solutions, which contain challenges:
-For staff dispatching, such as sales reps, mobile service, or workforce?
-For truck shipment allocation in daily transportation and logistics (scheduling, tour optimization, etc.)?
-For waste management and District Planning?
-Generally, highly constrained problem sets?
And your product does not have an automized optimization engine?
Then JOpt is the perfect fit for your product and can help you to save money, time, and workforce, letting you concentrate on your core business.
JOpt.TourOptimizer is an adaptable component to solve VRP, CVRP, and VRPTW class problems for any route optimization in logistics or similar fields. It comes as a Java library or in Docker Container utilizing the Spring Framework and Swagger.
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Windsurf Editor
Windsurf is a cutting-edge IDE designed for developers to maintain focus and productivity through AI-driven assistance. At the heart of the platform is Cascade, an intelligent agent that not only fixes bugs and errors but also anticipates potential issues before they arise. With built-in features for real-time code previews, automatic linting, and seamless integrations with popular tools like GitHub and Slack, Windsurf streamlines the development process. Developers can also benefit from memory tracking, which helps Cascade recall past work, and smart suggestions that enhance code optimization. Windsurf’s unique capabilities ensure that developers can work faster and smarter, reducing onboarding time and accelerating project delivery.
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ruffus
Ruffus is a Python library designed for creating computation pipelines, known for being open-source, robust, and user-friendly, making it particularly popular in scientific and bioinformatics fields. This tool streamlines the automation of scientific and analytical tasks with minimal hassle and effort, accommodating both simple and extremely complex pipelines that might confuse traditional tools like make or scons. It embraces a straightforward approach without relying on "clever magic" or pre-processing, focusing instead on a lightweight syntax that aims to excel in its specific function. Under the permissive MIT free software license, Ruffus can be freely utilized and incorporated, even in proprietary applications. For optimal performance, it is advisable to execute your pipeline in a separate “working” directory, distinct from your original data. Ruffus serves as a versatile Python module for constructing computational workflows and requires a Python version of 2.6 or newer, or 3.0 and above, ensuring compatibility across various environments. Moreover, its simplicity and effectiveness make it a valuable tool for researchers looking to enhance their data processing capabilities.
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broot
The ROOT data analysis framework is widely utilized in High Energy Physics (HEP) and features its own file output format (.root). It seamlessly integrates with software developed in C++, while for Python users, there is an interface called pyROOT. However, pyROOT has compatibility issues with python3.4. To address this, broot is a compact library designed to transform data stored in Python's numpy ndarrays into ROOT files, structuring them with a branch for each array. This library aims to offer a standardized approach for exporting Python numpy data structures into ROOT files. Furthermore, it is designed to be portable and compatible with both Python2 and Python3, as well as ROOT versions 5 and 6, without necessitating changes to the ROOT components themselves—only a standard installation is needed. Users should find that installing the library requires minimal effort, as they only need to compile the library once or choose to install it as a Python package, making it a convenient tool for data analysis. Additionally, this ease of use encourages more researchers to adopt ROOT in their workflows.
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