God's Number is 20

/ Thursday, September 9 /

"Every position of Rubik's Cube™ can be solved in twenty moves or less.
With about 35 CPU-years of idle computer time donated by Google, a team of researchers has essentially solved every position of the Rubik's Cube™, and shown that no position requires more than twenty moves.
Every solver of the Cube uses an algorithm, which is a sequence of steps for solving the Cube. One algorithm might use a sequence of moves to solve the top face, then another sequence of moves to position the middle edges, and so on. There are many different algorithms, varying in complexity and number of moves required, but those that can be memorized by a mortal typically require more than forty moves.

One may suppose God would use a much more efficient algorithm, one that always uses the shortest sequence of moves; this is known as God's Algorithm. The number of moves this algorithm would take in the worst case is called God's Number. At long last, God's Number has been shown to be 20.
It took fifteen years after the introduction of the Cube to find the first position that provably requires twenty moves to solve; it is appropriate that fifteen years after that, we prove that twenty moves suffice for all position

A History of God's Number

By 1980, a lower bound of 18 had been established for God's Number by analyzing the number of effectively distinct move sequences of 17 or fewer moves, and finding that there were fewer such sequences than Cube positions. The first upper bound was probably around 80 or so from the algorithm in one of the early solution booklets. This table summarizes the subsequent results.

DateLower boundUpper boundGapNotes and Links
July, 1981185234Morwen Thistlethwaite proves 52 moves suffice.
April, 1992184224Hans Kloosterman improves this to 42 moves.
May, 1992183921Michael Reid shows 39 moves is always sufficient.
May, 1992183719Dik Winter lowers this to 37 moves just one day later!
January, 1995182911Michael Reid cuts the upper bound to 29 moves by analyzing Kociemba's two-phase algorithm.
January, 199520299Michael Reid proves that the ''superflip'' position (corners correct, edges placed but flipped) requires 20 moves.
December, 200520288Silviu Radu shows that 28 moves is always enough.
April, 200620277Silviu Radu improves his bound to 27 moves.
May, 200720266Dan Kunkle and Gene Cooperman prove 26 moves suffice.
March, 200820255Tomas Rokicki cuts the upper bound to 25 moves.
April, 200820233Tomas Rokicki and John Welborn reduce it to only 23 moves.
August, 200820222Tomas Rokicki and John Welborn continue down to 22 moves.
July, 201020200Tomas Rokicki, Herbert Kociemba, Morley Davidson, and John Dethridge prove that God's Number for the Cube is exactly 20.

How We Did It

How did we solve all 43,252,003,274,489,856,000 positions of the Cube?
  • We partitioned the positions into 2,217,093,120 sets of 19,508,428,800 positions each.
  • We reduced the count of sets we needed to solve to 55,882,296 using symmetry and set covering.
  • We did not find optimal solutions to each position, but instead only solutions of length 20 or less.
  • We wrote a program that solved a single set in about 20 seconds.
  • We used about 35 CPU years to find solutions to all of the positions in each of the 55,882,296 sets.

Partitioning

We broke the problem down into 2,217,093,120 smaller problems, each comprising 19,508,428,800 different positions. Each of these subproblems was small enough to fit in the memory of a modern PC, and the way we broke it down (mathematically, using cosets of the group generated by {U,F2,R2,D,B2,L2}, or more concisely, cosets of H) allowed us to solve each set rapidly.

Symmetry

If you take a scrambled Cube and turn it upside down, you have not made it any more difficult; it will still take the same number of moves to solve. Instead of solving both of these positions, you can simply solve one, and then turn the solution upside down for the other. There are 24 different ways you can orient the Cube in space, and another factor of two using a mirror, for a total reduction of a factor of about 48 in the number of positions that need solving. Using similar symmetry arguments and by finding a solution to a large "set cover" problem, we were able to reduce the number of sets that needed solving from 2,217,093,120 down to 55,882,296.

Good vs. Optimal Solutions

Random positionsCosets of H
Optimally0.362,000,000
20 moves or less3,9001,000,000,000
Solution rate, in positions/second
An optimal solution to a position is one that requires no more moves than is required. Since a position that required 20 moves was already known, we did not need to optimally solve every position; we just needed to find a solution of 20 moves or less for each sequence. This is substantially easier; the table at left show the rate a good desktop PC has when solving random positions.

Fast Coset Solving Program

Using a combination of mathematical tricks and careful programming, we were able to solve a complete coset of H, either optimally, or with sequences of twenty moves or less, on a single desktop PC, at the rates shown in the table at left.

Lots of Computers

Finally, we were able to distribute the 55,882,296 cosets of H among a large number of computers at Google and complete the computation in just a few weeks. Google does not release information on their computer systems, but it would take a good desktop PC (Intel Nehalem, four-core, 2.8GHz) 1.1 billion seconds, or about 35 CPU years, to perform this calculation."

What are the Hardest Positions?

DistanceCount of Positions
01
118
2243
33,240
443,239
5574,908
67,618,438
7100,803,036
81,332,343,288
917,596,479,795
10232,248,063,316
113,063,288,809,012
1240,374,425,656,248
13531,653,418,284,628
146,989,320,578,825,358
1591,365,146,187,124,313
16about 1,100,000,000,000,000,000
17about 12,000,000,000,000,000,000
18about 29,000,000,000,000,000,000
19about 1,500,000,000,000,000,000
20about 300,000,000




































Taken verbatim from http://www.cube20.org/
 
Copyright © Gaurav Monga