Skip to main content

Google Minimum Distance Pipeline

In a city there are n number of gas stations. A gas pipleline from government has to pass right
through (vertically only) the city. You have to create an algorithm which tells you the best place
the pipe line should pass and cost to government is minimum. Cost is always propotional to the distance
from gas station to pipeline.

Silly me, it took so much time to answer this one.

Okie i am posting my answer....

Sort the points for X axis...take a median of them. That will be the line x=c.

Lets say there are n points.
case 1: n is odd. So there will be a single point for median. say i.
Distance between a point from pipeline is abs(x1-xi).
As there are odd points so except the median, all the points will form a pair.
Between a pair of points if we move the pipeline between them, effective
distance from pipeline will remain constant.
So if median of x-axis value our pipeline is passing then effective distance
will be same till for all the pair of points on its two different sides.

P1 . P2
P1 . P2
P1 . P2

See for the above case total distance will be same pipeline passing between them
As we took median so for all the points that will make it constanst distance and minimum too.

Case 2: if n is even.
SO we can take any point in between the two median points and distance will be still same. Above appiles here again and make it minimum distance.

Comments

Popular posts from this blog

Car Parking Problem

There is n parking slots and n-1 car already parked. Lets say car parked with initial arrangement and we want to make the car to be parked to some other arrangement. Lets say n = 5, inital = free, 3, 4, 1, 2 desired = 1, free, 2, 4 ,3 Give an algorithm with minimum steps needed to get desired arrangement. Told by one of my friend and after a lot of search i really got a nice solution. I will post solution in comment part

Median of Five Numbers

U have 5 NOs , X1,X2,X3,X4,X5 With minimum no. of comparisons we have to find a median. SWAP(X,Y) function is available to u . I have a answer of six comparisons and eight swaps....wait for people to find out by themselves.

Consistent Hashing

I will try to explain consistent hashing with a real world example. Let's assume I have a restaurant with 60 tables and 5 servers (waiter). Each server is given an equal number of tables to serve. Now let's assume we have addition of a new server (waiter), so his addition will be marked in the circle and he will be receiving tables from the previous server to his distance only. Check the attached example. Assume a server (waiter) has left the organisation and we have only 4 servers now. Server3 has left the restaurant, so his table will be assigned to server 4. I am sure you have noticed the load is not equally distributed. But to make the system less prone to addition/removal we just rotate in clockwise and assign range from the previous server to present server.  To make sure load is balanced or optimally balanced we need to use virtual nodes. Check links here: http://tom-e-white.com/2007/11/consistent-hashing.html https://www.toptal.com/big-data/...