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What are Scala performance characteristics?

Sarvech Qadir

When choosing a collection in Scala, one needs to be aware of their requirements as different collections have different performance characteristics. This way, a user can pick the most optimized choice based on their requirements. The two tables below define the relevant collections and the complexity of using their methods.

Please take a look at the key before looking at the tables for further clarity.

Key:

  • C: This symbol means that the mentioned operation takes constant time, O(1)O(1), to complete.

  • eC: This symbol means that the operation ideally takes a constant time, O(1)O(1), to complete. However, the time complexity is subject to change based on the length of a list or type of hashmap.

  • aC: This symbol means means that, on average, the operation takes constant time O(1)O(1). However, this operation can take amortized constant timeSome methods of operations might take a little longer time to run.

  • Log: This symbol means the specified operation takes logarithmic time, O(logn)O(log n), to complete.

  • L: This symbol means that the operation takes linear time, O(n)O(n), to complete.

  • -: This operation is not supported.

Collections

An immutable object’s value cannot be changed; while, mutable objects allows the values associated to be changed.

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Set and maps

A map stores key-value pairs. Given a key, a value is returned (if the key is present). For a set, it also stores key-value pairs. However, the sets return a boolean True or False that indicate whether or not a key is present.

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Let’s have a look at what the methods in these two tables represent:

1 . head: Accesses the first element.

2 . tail: Gives a new sequence without the first element.

3 . apply: Performs indexing on data.

4 . update: Functionally updates sequences.

5 . prepend: Adds an element at the starthead of a sequence.

6 . append : Adds an element at the end (as the last element) of a sequence.

7 . insert: Adds/inserts a value at any arbitrary position.

8 . lookup: Searches for if a certain element exists in a set.

9 . add: Adds a new element to a set or a key/value pair to a map.

10 . remove: Removes an element form set – it can also be used to remove a key from a map.

11 . min: Accessse the minimum smallest element/key in the set/map.

For further information, visit the official documentation.

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