here is the solution can someone explain what is being done in lower_bound and upper_bound lines in the code
If you want to know how to calculate all the subsets of a given set you can refer to this link. Hope this helps.
The lower and upper bound of a binary search are the lowest and highest position where the value could be inserted without breaking the ordering. (In the C++ standard library, these bounds will be represented by iterators referencing the element before which the value could be inserted, but the concept is not essentially changed.)
Take, for example, a sorted range
1 2 3 4 5 5 5 6 7 9
In a binary search for 3
, we will have
v-- lower bound
1 2 3 4 5 5 5 6 7 9
^-- upper bound
And in a binary search for 5
:
v-- lower bound
1 2 3 4 5 5 5 6 7 9
^-- upper bound
The lower and upper bound are the same if the element does not exist in the range. In a binary search for 8
:
v-- lower bound
1 2 3 4 5 5 5 6 7 9
^-- upper bound
The author of the article to which you refer phrases all this in the equivalent terms of “smaller than” and “greater than” so that in a search of 5,
v-- lower bound
t t t t f f f f f f <-- smaller than?
1 2 3 4 5 5 5 6 7 9
f f f f f f f t t t <-- greater than?
^-- upper bound
The C++ iterators will, in all these cases, refer to the element directly behind the bound. That is to say:
- In the search for
3
, the iterator returned bystd::lower_bound
would refer to3
and the one fromstd::upper_bound
would refer to4
- In the search for
5
, the iterator returned bystd::lower_bound
would refer to the first5
and the one fromstd::upper_bound
would refer to6
- In the search for
8
, both would refer to9
This is because the convention in the C++ standard library for insertions is to pass an iterator referring to the element before which the new element should be inserted. For example, after
std::vector<int> vec { 1, 3, 4, 5, 5, 5, 6, 7, 9 };
vec.insert(vec.begin() + 1, 2);
vec
would contain 1, 2, 3, 4, 5, 5, 5, 6, 7, 9
. std::lower_bound
and std::upper_bound
follow this convention so that
vec.insert(std::lower_bound(vec.begin(), vec.end(), 5), 5);
vec.insert(std::upper_bound(vec.begin(), vec.end(), 8), 8);
work as desired and leave vec
sorted.
More generally, this is an expression of the way ranges are specified in the C++ standard library. The beginning iterator of a range refers to the first element of the range (if any), while the ending iterator refers to the element (if any) directly behind the end of the range. Another way to look at it is that the iterators returned by std::lower_bound
and std::upper_bound
span the range of elements in the searched range that are equivalent to the searched element.
This range is empty if the element is not in the range, so that lower_bound
and upper_bound
return the same iterator, and otherwise lower_bound
returns an iterator referring to the first element in the searched range that’s equivalent to the search value while upper_bound
returns an iterator referring to the element (if any) that’s directly behind the last such element.
PS: Answer copied from StackOverflow
http://stackoverflow.com/questions/28389065/difference-between-basic-binary-search-for-upper-bound-and-lower-bound