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Evaluating Efficiency

  1. Read Big O Notation for Newbies with Ruby DONE.
  2. Work through this quiz on Big O. Try out the code snippets and read the answers. DONE.
  3. Do the assignment below and submit a PR with your answers. DONE.

Assignment - Determine the big O

Give the efficiency of each of the following code snippets.

Examples

Examples DONE.

Problems for you

Snippet 1 - Big O: O(n) LINEAR

... b/c going over each item of array.

def largest?(array, value)
  array.each do |item|
    return false if item > value
  end
  return true
end

Snippet 2 - Big O: O(n) LINEAR

... this is going over each item of array, then going over each item of the array again. Since these loops aren't nested, Big O is linear.

def info_dump(customers)
  puts "Customer Names: "
  customers.each do |customer|
    puts "#{customer[:name]}"
  end
  puts "Customer Locations: "
  customers.each do |customer|
    puts "#{customer[:country]}"
  end
end

Snippet 3 - Big O: O(1) CONSTANT

... no matter how many elements are in this array, this algorithm is only looking at one element in each array.

def first_element_is_red?(array)
  array[0] == 'red' ? true : false
end

Snippet 4 - Big O: O(n^2) EXPONENTIAL

... b/c these are two linear loops nested within one another, so n*n is exponential. CRYSTAL, can we go over what this loop is doing in class? I looked up next if--and the loop below does not seem to do what I'd expect.

def duplicates?(array)
  array.each_with_index do |item1, index1|
    array.each_with_index do |item2, index2|
      next if index1 == index2
      return true if item1 == item2
    end
  end
  false
end

Snippet 5 - Big O: O(1) CONSTANT

... this seems sort of like a trick question because the arrays are provided. Since these arrays are static, I'm saying that Big O is constant, because there's no way to change the length of constant arrays. If the arrays were not provided, I would have said this was O(n^2) because it's two linear algorithms nested within each other, so we multiply n*n.

words = [chocolate, coconut, rainbow]
endings = [cookie, pie, waffle]

words.each do |word|
  endings.each do |ending|
    puts word + ending
  end
end

Snippet 6 - Big O: O(n) LINEAR

... b/c each element of the array is being iterated over, so as the array grows, so does processing time.

numbers = [1,2,3,4,5,6,7,8,9,10]

def print_array(array)
    array.each {|num| puts num}
end

Snippet 7 - Big O: O(n^2) EXPONENTIAL

... b/c we discussed in class that insertion sort is exponential. I'd like to take another look at this algorithm when I am less tired.

# this is insertion sort
(2..num.length).each do |j|
    key = num[j]
    i = j - 1
    while i > 0 and num[i] > key
        num[i+1] = num[i]
        i = i - 1
    end
    num[i+1] = key
end

Snippet 8 - Big O: O(n^2) EXPONENTIAL

... b/c we discussed in class that selection sort is exponential. I'd like to take another look at this algorithm when I am less tired.

# this is selection sort
n.times do |i|
  index_min = i
  (i + 1).upto(n) do |j|
    index_min = j if a[j] < a[index_min]
  end
  a[i], a[index_min] = a[index_min], a[i] if index_min != i
end

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