The Wrong Abstraction - Deepstash
The Wrong Abstraction

The Wrong Abstraction

sandimetz.com

4 ideas

·

99 reads

4

Machine Learning With Google

Learn more about computerscience with this collection

Understanding machine learning models

Improving data analysis and decision-making

How Google uses logic in machine learning

Machine Learning With Google

Discover 95 similar ideas in

It takes just

14 mins to read

DRY is not a silver bullet

DRY is not a silver bullet

"Don’t repeat yourself" (DRY) is usually good advice, but you have to get the abstractions right. Otherwise they quickly become unmaintainable.

Here's how it usually plays out:

  1. You write a cool abstraction
  2. Time passes
  3. A new requirement appears for which that abstraction is almost perfect
  4. Programmer B gets tasked to implement it. They feel honor-bound to retain the abstraction, so they alter the code to take a parameter, and then add logic to conditionally do the right thing based on the value of the parameter

Loop these steps a couple of times and you quickly get an unmaintainable mess.

2

43 reads

Wrong abstractions

Wrong abstractions

If you find yourself passing parameters and adding conditional paths through shared code, the abstraction is wrong. It's no longer right for the codebase.

Wrong abstractions are no longer common abstractions; they are series of conditions mixed with vaguely related ideas. This makes them:

  • hard to understand,
  • easy to break, and
  • hard to modify to implement new features.

2

22 reads

Fix wrong abstractions

Fix wrong abstractions

In the long run, it's better to fix wrong abstractions ASAP than to add more code and make everything more complicated.

Your goal is to remove the abstraction and conditionals, and to reduce each caller to only the code it needs. Here's how:

  1. Re-introduce duplication by inlining the abstracted code back into every caller
  2. Within each caller, use the parameters being passed to determine the subset of the inlined code that this caller executes
  3. Delete the parts that aren't needed for this particular caller

Once done, you can start anew, re-isolating duplication and re-extracting abstractions.

2

17 reads

The right way to abstract

The right way to abstract

Start by implementing the problem in the concrete, not in the abstract. Don't try to guess what interfaces you will need. Discover them.

Only after implementing the problem in the concrete, go on to decoupling. Ask yourself: "What do I need to decouple to make it better, to allow it to deal with change as the data or business changes?".

Leaving the code in the concrete is also an option. Don't force abstractions when they are not necessary. Prefer duplication over the wrong abstraction because duplication is cheaper to deal with.

2

17 reads

CURATED BY

ocpodariu

Alt account of @ocp. I use it to stash ideas about software engineering

Read & Learn

20x Faster

without
deepstash

with
deepstash

with

deepstash

Access to 200,000+ ideas

Access to the mobile app

Unlimited idea saving & library

Unlimited history

Unlimited listening to ideas

Downloading & offline access

Personalized recommendations

Supercharge your mind with one idea per day

Enter your email and spend 1 minute every day to learn something new.

Email

I agree to receive email updates