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Adonis JS VS NumPy

Compare Adonis JS VS NumPy and see what are their differences

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Adonis JS logo Adonis JS

AdonisJs is a Node.js web framework with breath of fresh air and drizzle of elegant syntax on top of it

NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python
  • Adonis JS Landing page
    Landing page //
    2023-10-20
  • NumPy Landing page
    Landing page //
    2023-05-13

Adonis JS features and specs

  • Modern Eco-System
    AdonisJS uses the latest JavaScript (ES6/ES7) features, providing an up-to-date and efficient development environment. This includes async/await for handling asynchronous code, making it easier to write and understand.
  • ORM Support
    The framework includes a built-in ORM called Lucid, which simplifies database interactions by allowing developers to work with database records through straightforward JavaScript models.
  • MVC Architecture
    AdonisJS follows the Model-View-Controller (MVC) design pattern, which helps organize code in a clean and maintainable manner, making it easier to manage large applications.
  • Built-In Authentication and Authorization
    AdonisJS comes with out-of-the-box solutions for user authentication and authorization, reducing the time required to set up these critical features in applications.
  • Thorough Documentation
    AdonisJS provides comprehensive and well-maintained documentation, which makes it easier for developers to get started and find solutions to their problems quickly.
  • Rich CLI
    The Command Line Interface (CLI) for AdonisJS is rich with features, facilitating a range of tasks from project scaffolding to running migrations, thus speeding up the development process.

Possible disadvantages of Adonis JS

  • Learning Curve
    Although the framework is well-documented, its rich set of features and unique conventions can present a steep learning curve for beginners or those new to JavaScript frameworks.
  • Limited Ecosystem
    Compared to more established frameworks like Express.js or Laravel, AdonisJS has a smaller ecosystem of third-party packages and community resources.
  • Performance Overhead
    Due to its comprehensive feature set, AdonisJS can have more performance overhead compared to microframeworks that offer more control and fewer built-in features.
  • Smaller Community
    While growing, the community around AdonisJS is still smaller than that of other established frameworks. This can sometimes make it more challenging to find community-driven support and solutions.
  • Rapid Changes
    As a relatively new framework, AdonisJS undergoes frequent updates and changes. Keeping up with these changes can demand additional effort from developers.

NumPy features and specs

  • Performance
    NumPy operations are executed with highly optimized C and Fortran libraries, making them significantly faster than standard Python arithmetic operations, especially for large datasets.
  • Versatility
    NumPy supports a vast range of mathematical, logical, shape manipulation, sorting, selecting, I/O, and basic linear algebra operations, making it a versatile tool for scientific and numeric computing.
  • Ease of Use
    NumPy provides an intuitive, easy-to-understand syntax that extends Python's ability to handle arrays and matrices, lowering the barrier to performing complex scientific computations.
  • Community Support
    With a large and active community, NumPy offers extensive documentation, tutorials, and support for troubleshooting issues, as well as continuous updates and enhancements.
  • Integrations
    NumPy integrates seamlessly with other libraries in Python's scientific stack like SciPy, Matplotlib, and Pandas, facilitating a streamlined workflow for data science and analysis tasks.

Possible disadvantages of NumPy

  • Memory Consumption
    NumPy arrays can consume large amounts of memory, especially when working with very large datasets, which can become a limitation on systems with limited memory capacity.
  • Learning Curve
    For users new to scientific computing or coming from different programming backgrounds, understanding the intricacies of NumPy's operations and efficient usage can take time and effort.
  • Limited GPU Support
    NumPy primarily runs on the CPU and doesn't natively support GPU acceleration, which can be a disadvantage for extremely compute-intensive tasks that could benefit from parallel processing.
  • Dependency on Python
    Since NumPy is a Python library, it depends on the Python runtime environment. This can be a limitation in environments where Python is not the primary language or isn't supported.
  • Indexing Complexity
    Although NumPy's slicing and indexing capabilities are powerful, they can sometimes be complex or unintuitive, especially for multi-dimensional arrays, leading to potential errors and confusion.

Analysis of Adonis JS

Overall verdict

  • AdonisJS is a good choice for developers looking for a complete, opinionated framework with a focus on developer productivity and ease of use. It is especially beneficial for those who appreciate a well-documented toolkit with out-of-the-box features necessary for web development. However, like any framework, it may not be the best fit for every project, especially if you have specific requirements beyond what AdonisJS easily provides or if you prefer using a less opinionated environment.

Why this product is good

  • AdonisJS is a Node.js MVC framework tailored for building scalable server-side applications. It is often praised for its opinionated structure that makes it easy to follow best practices, which can accelerate development. Additionally, it offers built-in support for authentication, data modeling, and other features that are commonly needed in web applications, reducing the need for third-party packages. Its emphasis on developer experience, with features like an intuitive CLI, ORM, and an edge templating engine, contributes to its appeal among developers who prefer an all-in-one toolkit. Furthermore, the AdonisJS community is growing, and there are increasing resources and plugins available.

Recommended for

  • Developers building server-side applications with Node.js who need a structured approach.
  • Teams that benefit from having a consistent, opinionated setup with built-in features for common tasks.
  • Developers who appreciate a strong focus on development experience and concise documentation.
  • Projects that require scalability and maintainability without relying heavily on external packages.

Analysis of NumPy

Overall verdict

  • Yes, NumPy is considered good. It is a foundational library in the Python ecosystem for numerical computing and is used globally by researchers, engineers, and data scientists.

Why this product is good

  • NumPy is widely regarded as a good library because it offers fast, flexible, and efficient array handling that is integral to scientific computing in Python. It provides tools for integrating C/C++ and Fortran code, useful linear algebra, random number capabilities, and a vast collection of mathematical functions. Its array broadcasting capabilities and versatility make complex mathematical computations straightforward.

Recommended for

  • Scientists and researchers working with large-scale scientific computations.
  • Data scientists engaged in data analysis and manipulation.
  • Engineers and developers needing performance-optimized mathematical computations.
  • Educators and students in STEM fields.

Adonis JS videos

Tutoriel NodeJS : Dรฉcouverte d'Adonis

NumPy videos

Learn NUMPY in 5 minutes - BEST Python Library!

More videos:

  • Review - Python for Data Analysis by Wes McKinney: Review | Learn python, numpy, pandas and jupyter notebooks
  • Review - Effective Computation in Physics: Review | Learn python, numpy, regular expressions, install python

Category Popularity

0-100% (relative to Adonis JS and NumPy)
Web Frameworks
100 100%
0% 0
Data Science And Machine Learning
Developer Tools
100 100%
0% 0
Data Science Tools
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Adonis JS and NumPy

Adonis JS Reviews

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NumPy Reviews

25 Python Frameworks to Master
SciPy provides a collection of algorithms and functions built on top of the NumPy. It helps to perform common scientific and engineering tasks such as optimization, signal processing, integration, linear algebra, and more.
Source: kinsta.com
Top 8 Image-Processing Python Libraries Used in Machine Learning
Scipy is used for mathematical and scientific computations but can also perform multi-dimensional image processing using the submodule scipy.ndimage. It provides functions to operate on n-dimensional Numpy arrays and at the end of the day images are just that.
Source: neptune.ai
Top Python Libraries For Image Processing In 2021
Numpy It is an open-source python library that is used for numerical analysis. It contains a matrix and multi-dimensional arrays as data structures. But NumPy can also use for image processing tasks such as image cropping, manipulating pixels, and masking of pixel values.
4 open source alternatives to MATLAB
NumPy is the main package for scientific computing with Python (as its name suggests). It can process N-dimensional arrays, complex matrix transforms, linear algebra, Fourier transforms, and can act as a gateway for C and C++ integration. It's been used in the world of game and film visual effect development, and is the fundamental data-array structure for the SciPy Stack,...
Source: opensource.com

Social recommendations and mentions

Based on our record, NumPy should be more popular than Adonis JS. It has been mentiond 122 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Adonis JS mentions (81)

  • I Built a SaaS with AdonisJS 7, and I Loved It
    If you've never seen Adonis in the wild, or you've only ever reached for Next.js / Nuxt / a decoupled SPA, this article is the gentle tour I wish I'd had. - Source: dev.to / about 2 months ago
  • You're Doing Rails Wrong
    Batteries included backend frameworks exists in the JS ecosystem, just look at https://adonisjs.com/ . The problem is that the nodejs ecosystem started off with micro-frameworks as the antithesis to what they believed were โ€œoverbearingโ€ frameworks, like rails and Django, at the time. I remember expressโ€™s selling point was to build quick and dirty. - Source: Hacker News / 10 months ago
  • The One-Person Framework in Practice
    I'm currently building out an app using AdonisJS. Its billed as a Rails like experience but in node. https://adonisjs.com/ I did a comparison between Rails, Adonis and Fiber (a Go "framework") before settling on Adonis (mostly due to node ecosystem and type safety). It's been excellent so far, and the creator has an excellent series of tutorial videos that can get you up to speed quickly... - Source: Hacker News / over 1 year ago
  • My Software Development Process
    Database Migration files and Models: For my backend, my go to NodeJs framework is AdonisJS. I love it because it comes with libraries for building production ready applications out of the box such as auth, emails, CORS, migrations, seeders, etc. It also uses Typescript. So, I create a basic AdonisJS app, and using my Database design, I prepare database migration files and models that match, This is easy because... - Source: dev.to / over 1 year ago
  • Validate your data structures with Vine in your Dart projects
    Vine is a data validation library developed by Harminder Virk for the Adonis framework. - Source: dev.to / over 1 year ago
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NumPy mentions (122)

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What are some alternatives?

When comparing Adonis JS and NumPy, you can also consider the following products

ExpressJS - Sinatra inspired web development framework for node.js -- insanely fast, flexible, and simple

Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Nest.js - A progressive Node.js framework for building efficient, reliable and scalable server-side applications.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Koa.js - Next generation web framework for node.js

OpenCV - OpenCV is the world's biggest computer vision library