Hey everyone! I recently faced a DSA problem during an interview where I had to work with Python. Now, for the next round, I'll need to cover a few things:
1. Explain the time complexity of my solution.
2. See if I can optimize it further.
3. Manage race conditions on a multi-core system using multi-threading.
Here's the catch: I'm not allowed to use any built-in Python libraries like `threading` or `concurrent.futures`. This means I have to create synchronization primitives from scratch, such as Mutex, Semaphore, Condition Variables, Atomic Variables, Spin Lock, Peterson's Solution, and the Bakery Algorithm.
Since this is for an interview, I'm freshening up on concurrency concepts. If anyone has experience implementing any of these in Python or can provide resources or examples, that would be super helpful! Even just an implementation or a breakdown of one would be great. Thanks a lot!
4 Answers
Can we please stop using AI or LLMs for every post? It feels like some people are too lazy to engage authentically in discussions!
You don’t actually need to implement traditional threading mechanisms. If you approach this problem with a functional programming mindset, you can avoid data mutations altogether. Just keep things immutable and you'll sidestep a lot of the issues!
Honestly, I think the interview requirements are a bit ridiculous. Like, do they expect you to build your own CPU next? It's a tough thing to ask of anyone, especially in Python, which isn’t really designed for that level of low-level programming.
While Python does handle variable assignments atomically thanks to the GIL, trying to handle this on a multi-core system is a challenge. You might find Peterson's Algorithm or Lamport's Bakery useful to create locks, but you need some serious experience to do this right. Most programmers would need a lot of time to test their implementations.'
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