% Run the GraphBLAS demo2

% SuiteSparse:GraphBLAS, Timothy A. Davis, (c) 2017-2020, All Rights Reserved.
% http://suitesparse.com   See GraphBLAS/Doc/License.txt for license.

gbdemo2
 GBDEMO2 Extreme performance differences: GraphBLAS vs MATLAB.
 
  Usage:
 
        gbdemo2             % uses a default bnz = 6000
        gbdemo2 (20000)     % uses bnz = 20000
 
  The GraphBLAS operations used in gbdemo are perhaps 3x to 50x
  faster than the corresponding MATLAB operations, depending on how
  many cores your computer has.  Here's an example where GraphBLAS is
  asymptotically far faster than MATLAB R2019a: a simple assignment
  for a large matrix C:
 
        C(I,J) = A
 
  The matrix C is constructed via C = kron (B,B) where nnz (B) is
  roughly the bnz provided on input (with a default of bnz = 6000),
  so that C will have about bnz^2 entries, or 36 million by default.
  I and J are chosen randomly, and A is 5000-by-5000.
 
  When the problem becomes large, MATLAB will take a very long time.
  If you have enough memory, and want to see higher speedups in
  GraphBLAS, increase bnz (and be prepared to wait even longer).
  With the default bnz = 6000, this test takes about 4GB of RAM.
 
  On my Dell XPS 4-core laptop (Intel(R) Core(TM) i7-8565U, 16GB
  RAM), using MATLAB R2019a, when C becomes 9 million by 9 million,
  the computation C(I,J)=A for MATLAB matrices C, I, J, and A takes
  several minutes, whereas GraphBLAS takes less than a second, or
  about 500x faster than MATLAB.  On a desktop with an Intel(R)
  Xeon(R) CPU E5-2698 v4 @ 2.20GHz with 20 hardware cores, the
  speedup over MATLAB is even more dramatic (up to 2,660x has been
  observed).
 
  See also GrB.assign, subsasgn.


# of threads used in GraphBLAS: 8


C(I,J)=A where C is 1 million -by- 1 million
with 35.7126 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     0.408977 sec
    GraphBLAS time: 0.947396 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    0.50393 sec
    Speedup of GraphBLAS over MATLAB: 0.53191
    check time:     0.571012 sec
    all tests passed

C(I,J)=A where C is 4 million -by- 4 million
with 35.8202 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     0.741676 sec
    GraphBLAS time: 1.04407 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    0.493265 sec
    Speedup of GraphBLAS over MATLAB: 0.472443
    check time:     0.597197 sec
    all tests passed

C(I,J)=A where C is 9 million -by- 9 million
with 35.928 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     0.804781 sec
    GraphBLAS time: 1.24698 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    157.716 sec
    Speedup of GraphBLAS over MATLAB: 126.479
    check time:     0.64153 sec
    all tests passed

C(I,J)=A where C is 16 million -by- 16 million
with 35.916 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     0.905707 sec
    GraphBLAS time: 1.52662 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    172.023 sec
    Speedup of GraphBLAS over MATLAB: 112.683
    check time:     0.712746 sec
    all tests passed

C(I,J)=A where C is 25 million -by- 25 million
with 35.964 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     1.02307 sec
    GraphBLAS time: 1.14389 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    190.277 sec
    Speedup of GraphBLAS over MATLAB: 166.341
    check time:     0.781498 sec
    all tests passed

C(I,J)=A where C is 36 million -by- 36 million
with 35.976 million entries:

    A is 5000-by-5000 with 49954 entries
    setup time:     1.16977 sec
    GraphBLAS time: 1.78432 sec
    Starting MATLAB ... please wait ... 
    MATLAB time:    209.984 sec
    Speedup of GraphBLAS over MATLAB: 117.683
    check time:     0.852591 sec
    all tests passed