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  5. Julia vs Swift

Julia vs Swift

OverviewDecisionsComparisonAlternatives

Overview

Swift
Swift
Stacks21.9K
Followers13.6K
Votes1.3K
Julia
Julia
Stacks666
Followers677
Votes171
GitHub Stars47.9K
Forks5.7K

Julia vs Swift: What are the differences?

Key differences between Julia and Swift

Julia and Swift are both high-level programming languages designed for different purposes. While Julia focuses on numerical and scientific computing, Swift is mainly used for iOS, macOS, watchOS, and tvOS app development. Below are the key differences between these two languages:

  1. Syntax and Code Structure: Julia and Swift have different syntax and code structures. Julia uses a dynamic and flexible syntax, similar to Python, while Swift has a more rigid and strict syntax, influenced by C and Objective-C. Swift uses braces {} for code blocks and has strict type checking, whereas Julia supports multiple dispatch and allows more flexible code structures.

  2. Performance: Julia is known for its high-performance computing capabilities. It uses just-in-time (JIT) compilation and allows for efficient handling of numerical and scientific computations. On the other hand, Swift focuses more on app development and provides optimizations specific to iOS platforms, making it well-suited for building fast and responsive applications.

  3. Community and Ecosystem: Swift has a larger and more established community compared to Julia. It is backed by Apple and has extensive documentation, libraries, and developer resources. Julia, although growing rapidly, has a relatively smaller community and a more limited ecosystem. However, Julia has gained popularity in the scientific computing domain and is known for its active development and innovation.

  4. Platform Compatibility: Swift is primarily used for building applications for Apple platforms, such as iOS, macOS, watchOS, and tvOS. It is tightly integrated with Apple frameworks and technologies. Julia, on the other hand, is a general-purpose language and can be used on various platforms, including Windows, macOS, and different Linux distributions.

  5. Type System: Both Julia and Swift have different approaches to handling types. Swift has a strong static type system, allowing for safer code and improved performance optimizations. Julia, on the other hand, has a dynamic type system that provides more flexibility in coding. Julia allows for multiple dispatch, which means that functions can have different behaviors based on the types of arguments.

  6. Use Cases: Julia is primarily used for mathematical, statistical, and scientific computing. It is well-suited for data analysis, simulations, and computational research. Swift, on the other hand, is specifically designed for building applications and is widely used in iOS app development. It provides extensive support for user interface creation, frameworks, and APIs to build feature-rich applications.

In summary, Julia and Swift differ in their syntax, performance characteristics, community support, platform compatibility, type systems, and primary use cases. Julia is focused on scientific computing, while Swift is designed for app development on Apple platforms.

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Advice on Swift, Julia

vargamatyas
vargamatyas

Nov 22, 2020

Needs adviceonPythonPythonSwiftSwiftReact NativeReact Native

Hey guys, I learned the basics (OOP, data structures & some algorithms) with Python, but now I want to learn iOS development. I am considering to learn Swift, but I am afraid how the native mobile development will die out because of the cross-platform frameworks and reviews. My idea is to learn web development first and then learn React Native, and after all of that, finally Swift. What do you think about this roadmap? Should I just learn Swift first due to the pros of the native apps?

126k views126k
Comments
Alexander
Alexander

Senior researcher at MIPT

Oct 27, 2020

Decided

After writing a project in Julia we decided to stick with Kotlin. Julia is a nice language and has superb REPL support, but poor tooling and the lack of reproducibility of the program runs makes it too expensive to work with. Kotlin on the other hand now has nice Jupyter support, which mostly covers REPL requirements.

188k views188k
Comments

Detailed Comparison

Swift
Swift
Julia
Julia

Writing code is interactive and fun, the syntax is concise yet expressive, and apps run lightning-fast. Swift is ready for your next iOS and OS X project — or for addition into your current app — because Swift code works side-by-side with Objective-C.

Julia is a high-level, high-performance dynamic programming language for technical computing, with syntax that is familiar to users of other technical computing environments. It provides a sophisticated compiler, distributed parallel execution, numerical accuracy, and an extensive mathematical function library.

Statistics
GitHub Stars
-
GitHub Stars
47.9K
GitHub Forks
-
GitHub Forks
5.7K
Stacks
21.9K
Stacks
666
Followers
13.6K
Followers
677
Votes
1.3K
Votes
171
Pros & Cons
Pros
  • 259
    Ios
  • 180
    Elegant
  • 126
    Not Objective-C
  • 107
    Backed by apple
  • 93
    Type inference
Cons
  • 6
    Must own a mac
  • 2
    Memory leaks are not uncommon
  • 1
    Complicated process for exporting modules
  • 1
    Its classes compile to roughly 300 lines of assembly
  • 1
    Very irritatingly picky about things that’s
Pros
  • 25
    Fast Performance and Easy Experimentation
  • 22
    Designed for parallelism and distributed computation
  • 19
    Free and Open Source
  • 17
    Calling C functions directly
  • 17
    Dynamic Type System
Cons
  • 5
    Immature library management system
  • 4
    Slow program start
  • 3
    JIT compiler is very slow
  • 3
    Poor backwards compatibility
  • 2
    Bad tooling
Integrations
Cocoa Touch (iOS)
Cocoa Touch (iOS)
GitHub
GitHub
Azure Web App for Containers
Azure Web App for Containers
GitLab
GitLab
Slack
Slack
C++
C++
Rust
Rust
C lang
C lang
Stack Overflow
Stack Overflow
vscode.dev
vscode.dev
Python
Python

What are some alternatives to Swift, Julia?

JavaScript

JavaScript

JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.

Python

Python

Python is a general purpose programming language created by Guido Van Rossum. Python is most praised for its elegant syntax and readable code, if you are just beginning your programming career python suits you best.

PHP

PHP

Fast, flexible and pragmatic, PHP powers everything from your blog to the most popular websites in the world.

Ruby

Ruby

Ruby is a language of careful balance. Its creator, Yukihiro “Matz” Matsumoto, blended parts of his favorite languages (Perl, Smalltalk, Eiffel, Ada, and Lisp) to form a new language that balanced functional programming with imperative programming.

Java

Java

Java is a programming language and computing platform first released by Sun Microsystems in 1995. There are lots of applications and websites that will not work unless you have Java installed, and more are created every day. Java is fast, secure, and reliable. From laptops to datacenters, game consoles to scientific supercomputers, cell phones to the Internet, Java is everywhere!

Golang

Golang

Go is expressive, concise, clean, and efficient. Its concurrency mechanisms make it easy to write programs that get the most out of multicore and networked machines, while its novel type system enables flexible and modular program construction. Go compiles quickly to machine code yet has the convenience of garbage collection and the power of run-time reflection. It's a fast, statically typed, compiled language that feels like a dynamically typed, interpreted language.

HTML5

HTML5

HTML5 is a core technology markup language of the Internet used for structuring and presenting content for the World Wide Web. As of October 2014 this is the final and complete fifth revision of the HTML standard of the World Wide Web Consortium (W3C). The previous version, HTML 4, was standardised in 1997.

C#

C#

C# (pronounced "See Sharp") is a simple, modern, object-oriented, and type-safe programming language. C# has its roots in the C family of languages and will be immediately familiar to C, C++, Java, and JavaScript programmers.

Meteor

Meteor

A Meteor application is a mix of JavaScript that runs inside a client web browser, JavaScript that runs on the Meteor server inside a Node.js container, and all the supporting HTML fragments, CSS rules, and static assets.

Scala

Scala

Scala is an acronym for “Scalable Language”. This means that Scala grows with you. You can play with it by typing one-line expressions and observing the results. But you can also rely on it for large mission critical systems, as many companies, including Twitter, LinkedIn, or Intel do. To some, Scala feels like a scripting language. Its syntax is concise and low ceremony; its types get out of the way because the compiler can infer them.

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