Implementation of goroutines
I have been reading up on concurrency in Go. In particular, I have been wondering about the statement from a presentation by Brad Fitzpatrick:
n, err := io.Copy(dst, src)
- copies n bytes from dst to src
- synchronous (blocks)
- Go runtime deals with making blocking efficient
Now in Go, if you make a call that blocks the current execution, you are (usually) only blocking the current goroutine, not a thread. The Go runtime multiplexes goroutines on fewer OS threads.
The question therefore is: What are the fundamental differences in the implementation of goroutines compared to OS threads that make goroutines so much more lightweight?
I have asked this question on the Go mailing list and the members of the Go team (notably Dmitry Vyukov and Ian Lance Taylor) have been incredibly helpful.
The summary is:
- stack that grows and shrinks on demand
- smaller context, easier to switch
- cooperative scheduling at known points is less work (can make assumptions about CPU state)
- scheduling in user space
Here is the discussion: enjoy!
Note: There are other languages (such as Haskell and Erlang) that also have the concept of lightweight "processes" that allow for blocking calls without blocking OS threads. The concept is sometimes referred to as green threads.
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«Oldest ‹Older 1 – 200 of 203 Newer› Newest»Thanks for the nice post about go's novel approach to concurrency. It is awesome that go seem to have implemented this very efficiently and it is automatically used on the most frequent blocking situations: socket operations and locking (eg. using in-memory message queues)
It's worth mentioning that this concept is also known as fibers or lightweight threads. Some related links:
await implementation for Java:
https://github.com/electronicarts/ea-async
Fiber implementation for the JVM
http://docs.paralleluniverse.co/quasar/
Fiber implementation for Java
http://www.malhar.net/sriram/kilim/
Those are very good links, thank you Pedro! Ah yes, I remember hearing the name fibers too. I've been recently using the Hack language at fb which has the async / await feature similar to C#. My guess is the Hack runtime / libraries do something similar to Go under the hood, you can e.g. spawn a 1000 async operations and await all of them.
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This blog post provides an excellent and clear explanation of why goroutines in Go are so much more lightweight compared to traditional OS threads. The breakdown of key factors such as the dynamically growing stack, smaller context switching, and cooperative scheduling really helps in understanding the fundamental differences. The insights from Dmitry Vyukov and Ian Lance Taylor on how Go’s runtime handles concurrency make it easier to appreciate how efficient goroutines are. I especially appreciate the comparison to other languages and the mention of green threads in Haskell and Erlang. This is a must-read for anyone diving into concurrency in Go – great job on simplifying complex concepts!
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This article does a fantastic job explaining the lightweight nature of goroutines in Go compared to traditional OS threads. The clear distinction between goroutines and threads, particularly in how the Go runtime multiplexes many goroutines onto fewer OS threads, is eye-opening for developers transitioning from languages like Java or JavaScript.
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Goroutines in Go offers a highly efficient way to handle concurrency, allowing lightweight, independent functions to run simultaneously without the overhead of traditional threads. Implementing goroutines enables a system to manage multiple tasks concurrently with minimal resource usage, thanks to Go’s optimized runtime. With goroutines, developers can create scalable applications that can handle many operations at once, whether handling bound tasks or CPU-intensive work. This approach simplifies parallelism, making Go ideal for high-performance networked and distributed applications.
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Goroutines are lightweight threads in Go, enabling concurrent execution. Implementing goroutines involves using the go keyword before a function call, allowing it to run asynchronously. They improve performance by handling multiple tasks simultaneously with minimal overhead, making Go ideal for scalable, efficient, and responsive applications in concurrent programming.
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Thanks for writing this — your explanation of how goroutines are implemented under the hood (stack that grows/shrinks, user-space scheduling, etc.) is really clear and enlightening. It’s exactly what helps when you’re trying to grasp why Go’s concurrency model is so lightweight compared to OS threads. For anyone balancing their Go learning with other study goals, I also recommend checking out sat coaching online from Fast Prep Academy.
Imagine trying to teach someone how to drive just by describing a car in a text message. It wouldn’t work. To learn effectively, they need to see the road, understand movement, and hear the engine. AI models are no different. They don’t just “learn”—they learn from specific formats of information provided to them.
But not all data is created equal. The way you label that data changes everything about how your model perceives the world. This is where choosing the right types of data annotation becomes critical. Whether you are building a self-driving car, a voice assistant, or a medical diagnostic tool, feeding your model the wrong type of annotated data can lead to poor performance, wasted budget, and failed deployment.
At the heart of every successful machine learning project lies a less glamorous but absolutely critical process: data annotation. Without it, even the most sophisticated algorithm is just code without a compass. This article explores why data annotation for machine learning is not just a preliminary step, but the very foundation upon which reliable, accurate, and ethical AI is built.
Data annotator roles and responsibilities are the unsung heroes of the AI revolution. Without the patient, precise work of human annotators, the intelligent systems we rely on—from voice assistants to medical diagnostic tools—would simply not exist.
Great explanation of goroutines and how they help with concurrency in Go. Understanding modern programming concepts is really important for developers working with data and cloud technologies. For those looking to upgrade their data engineering skills, check out Snowflake Training in Hyderabad. It’s a helpful resource for learning cloud data warehousing and analytics.
While reading this wonderful article, I came across many aspects on which I coincide with you. It made me head bound to ponder over the topic and read it over again.
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