Benchmarks

Mix.install([
  {:kino, github: "livebook-dev/kino", override: true},
  {:kino_lab, "~> 0.1.0-dev", github: "jonatanklosko/kino_lab"},
  {:vega_lite, "~> 0.1.4"},
  {:kino_vega_lite, "~> 0.1.1"},
  {:benchee, "~> 0.1"},
  {:ecto, "~> 3.7"},
  {:math, "~> 0.7.0"},
  {:faker, "~> 0.17.0"},
  {:utils, path: "#{__DIR__}/../utils"},
  {:tested_cell, git: "https://github.com/BrooklinJazz/tested_cell"}
])

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Setup

Ensure you type the ea keyboard shortcut to evaluate all Elixir cells before starting. Alternatively you can evaluate the Elixir cells as you read.

Overview

In this set of exercises, you’re going to use Benchee to benchmark common operations.

You can also provide multiple inputs with Benchee like so:

Benchee.run(
    %{
    "length of list": fn input -> length(input) end
},
inputs: %{
    "Small": Enum.to_list(1..1000),
    "Medium": Enum.to_list(1..10_000),
    "Large": Enum.to_list(1..100_000),
}
)

If you want to use different input for each function, you could separate the input into some data structure.

large_list = Enum.to_list(1..1000)
large_tuple = List.to_tuple(large_list)

Benchee.run(
    %{
    "length of list": fn {list, _tuple} -> length(list) end,
    "length of tuple": fn {_list, tuple} -> tuple_size(tuple) end
},
inputs: %{
    "Large": {large_list, large_tuple},
}
)

Lists Vs Tuples

Access

In the Elixir cell below, benchmark the following:

• Determine the length of a list
• Determine the length of a tuple
• Retrieve the first element in a list
• Retrieve the last element in a list
• Retrieve the first element in a tuple
• Retrieve the last element in a tuple

Ensure that you test these operations with 1000 elements, 10_000 elements, and 100_000 elements.

Keyword Lists Vs Maps

In the Elixir cell below,

• Create a small_map variable with 1000 elements
• Create a medium_map variable with 10_000 elements
• Create a large_map variable with 100_000 elements
• Create a small_keyword_list variable with 1000 elements
• Create a medium_keyword_list variable with 10_000 elements
• Create a large_keyword_list variable with 100_000 elements

In the Elixir cell below, benchmark the following:

• Update an element in the map.
• Update the first element in the keyword list.
• Update the last element in the keyword list

In the Elixir cell below, benchmark the following:

• Insert a new element into a map.
• Insert a new element the start of a keyword list.
• Insert a new element the end of a keyword list.

Ensure that you test these operations with 1000 elements, 10_000 elements, and 100_000 elements.

Commit Your Progress

Run the following in your command line from the project folder to track and save your progress in a Git commit.

$ git add .
$ git commit -m "finish benchmarks exercise"