[Starpu-devel] bad performance scaling behavior of cholesky decomposition

[Mario Tacconi <mtacco@caspur.it>]

Dear Runtime Group and StarPU users,

I've successfully installed StarPU 1.0.0 on our GPU cluster (a 24 nodes
cluster + a slightly beefier frontend, each node is equipped  with 2
Xeon CPU X5650@2.67GHz,  2 Tesla S2050 GPU and 48 GB of RAM).
In order to compile the StarPU library along with the examples and the
tests suite I've used the gcc 4.4.3 compiler, the CUDA4.1 toolkit,
mkl10.3 library. I've got hwloc, cuda, fxt enabled as the build
configuration shows:

StarPU 1.0 build configuration:
Maximum number of CPUs:           64
Maximum number of CUDA devices:   4
Maximum number of OpenCL devices: 8
Maximum number of memory nodes:   5
Maximum number of task buffers:   8

GPU-GPU transfers: yes
Allocation cache:  no

Magma enabled: no
BLAS library:  mkl
hwloc:         yes
FxT trace enabled: yes
StarPU-Top:        no

StarPU Extensions:
MPI enabled:   yes
MPI test suite: 0
FFT Support: no
GCC plug-in: no
GCC plug-in test suite (requires GNU Guile): no
SOCL enabled:  no

The build that I have obtained passes all the sanity checks (leaving
alone a couple of tests marked "SKIPPED" by the test script).

I've able to run the Cholesky decomposition example (cholesky_tile_tag
binary file) given in the StarPU without any problem and I've got a
reasonable performance profile when using 6 CPU cores with a single GPU
which is comparable with what is reported in various StarPU related
publications.
Problems arise when I try to run the Cholesky decomposition over 12 CPU
cores and 2 Tesla GPU. I was expecting a nearly linear scaling whilst
the 12core + 2GPU calculation takes about
the same amount of time of the 6 cores + 1GPU calculation. Hence, no
performance scaling at all!
By taking a look to the Pajé trace for the two calculation one finds
that in the single GPU calculation all the workers are busy during the
calculation with a relatively small amount of blocked state.
On the other hand, the 12 core + 2 GPU calculation pajé trace  shows
that only one of the 2 GPU is busy, while the other one is mostly in a
blocked state. Furthermore, the CPU cores are basically
in the "blocked state" during the whole calculation.

Usually I launch the cholesky_tile_tag with the environment:
export STARPU_SCHED=dmda ( or dmdar, heft, ws)
export STARPU_GENERATE_TRACE=1
export STARPU_HOSTNAME=ella
and -size from 4096 up to 64000

Please, find attached to this mail two trace file that show the behavior
I described above: the 1.6.1 file contains the 6 cpu + 1gpu case, while
the 1.12.2 the 12 cpu +2 gpu case. 
Clearly, I'm doing something wrong, but I can't figure out what could
be. Any help/suggestion will be greatly appreciated.

With best regards,

Mario

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19 20058.283203 L p 4000000 MEMNODE2 com_98 
10 20058.306641 MS MEMNODE2 No 
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19 20058.330078 L p 4000000 MEMNODE2 com_96 
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19 20058.353516 L p 4000000 MEMNODE2 com_95 
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10 20071.605469 S 680 chol_model_22 
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10 20130.111328 S 680 B 
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10 20159.748047 S 680 chol_model_22 
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10 20166.388672 S 65 B 
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10 20166.400391 S 680 Fi 
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10 20169.703125 S 65 B 
10 20169.705078 S 680 Po 
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13 20169.714844 ntask sched 2.000000 
10 20169.716797 S 680 Fi 
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10 20169.718750 S 680 chol_model_22 
10 20173.003906 S 65 B 
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13 20173.013672 ntask sched 1.000000 
10 20173.015625 S 680 Fi 
10 20173.017578 S 680 B 
10 20173.017578 S 680 chol_model_22 
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10 20336.908203 S 680 chol_model_22 
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13 20558.029297 ntask sched 3.000000 
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13 20569.619141 ntask sched 3.000000 
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10 20569.955078 S 680 Fi 
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13 20579.658203 ntask sched 10.000000 
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13 20582.982422 ntask sched 9.000000 
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13 20586.218750 ntask sched 8.000000 
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13 20589.533203 ntask sched 7.000000 
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13 20592.785157 ntask sched 6.000000 
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13 21392.474610 ntask sched 22.000000 
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13 23060.962891 ntask sched 5.000000 
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13 24422.699219 bw MEMNODE0 1880.625122 
13 24424.826172 bw MEMNODE2 0.000732 
13 24424.826172 bw MEMNODE0 0.000732 
13 24425.447266 bw MEMNODE2 2537.794922 
13 24425.447266 bw MEMNODE0 2537.794922 
13 24427.023438 bw MEMNODE2 0.000732 
13 24427.023438 bw MEMNODE0 0.000732 
13 24427.964844 bw MEMNODE2 1892.791870 
13 24427.964844 bw MEMNODE0 1892.791870 
13 24430.078125 bw MEMNODE2 0.000732 
13 24430.078125 bw MEMNODE0 0.000732 
13 24431.066407 bw MEMNODE2 115.706947 
13 24431.066407 bw MEMNODE0 115.706947 
13 24465.636719 bw MEMNODE2 0.000732 
13 24465.636719 bw MEMNODE0 0.000732 
13 24466.449219 bw MEMNODE2 2563.204834 
13 24466.449219 bw MEMNODE0 2563.204834 
13 24468.009766 bw MEMNODE2 0.000732 
13 24468.009766 bw MEMNODE0 0.000732 
13 24468.402344 bw MEMNODE2 987.464600 
13 24468.402344 bw MEMNODE0 987.464600 
13 24472.453125 bw MEMNODE2 0.000732 
13 24472.453125 bw MEMNODE0 0.000732 
13 24474.773438 bw MEMNODE2 1908.667969 
13 24474.773438 bw MEMNODE0 1908.667969 
13 24476.869141 bw MEMNODE2 0.000732 
13 24476.869141 bw MEMNODE0 0.000732 
13 24477.933594 bw MEMNODE2 111.045570 
13 24477.933594 bw MEMNODE0 111.045570 
13 24513.955078 bw MEMNODE2 0.000732 
13 24513.955078 bw MEMNODE0 0.000732 
13 24515.517578 bw MEMNODE2 2598.985596 
13 24515.517578 bw MEMNODE0 2598.985596 
13 24517.056641 bw MEMNODE2 0.000732 
13 24517.056641 bw MEMNODE0 0.000732 
13 24517.501953 bw MEMNODE2 1889.299683 
13 24517.501953 bw MEMNODE0 1889.299683 
13 24519.619141 bw MEMNODE2 0.000732 
13 24519.619141 bw MEMNODE0 0.000732 
13 24520.642578 bw MEMNODE2 1930.255249 
13 24520.642578 bw MEMNODE0 1930.255249 
13 24522.714844 bw MEMNODE2 0.000732 
13 24522.714844 bw MEMNODE0 0.000732 
13 24524.189453 bw MEMNODE2 1899.815186 
13 24524.189453 bw MEMNODE0 1899.815186 
13 24526.294922 bw MEMNODE2 0.000732 
13 24526.294922 bw MEMNODE0 0.000732 
13 24527.923828 bw MEMNODE2 2560.000732 
13 24527.923828 bw MEMNODE0 2560.000732 
13 24529.486328 bw MEMNODE2 0.000732 
13 24529.486328 bw MEMNODE0 0.000732 
13 24529.896485 bw MEMNODE2 2569.636963 
13 24529.896485 bw MEMNODE0 2569.636963 
13 24531.453125 bw MEMNODE2 0.000732 
13 24531.453125 bw MEMNODE0 0.000732 
13 24532.189453 bw MEMNODE2 2553.616699 
13 24532.189453 bw MEMNODE0 2553.616699 
13 24533.755860 bw MEMNODE2 0.000732 
13 24533.755860 bw MEMNODE0 0.000732 
13 24535.531250 bw MEMNODE2 1939.394653 
13 24535.531250 bw MEMNODE0 1939.394653 
13 24537.593750 bw MEMNODE2 0.000732 
13 24537.593750 bw MEMNODE0 0.000732 
13 24538.183594 bw MEMNODE2 1917.603760 
13 24538.183594 bw MEMNODE0 1917.603760 
13 24540.269531 bw MEMNODE2 0.000732 
13 24540.269531 bw MEMNODE0 0.000732 
13 24540.888672 bw MEMNODE2 102.257576 
13 24540.888672 bw MEMNODE0 102.257576 
13 24580.005860 bw MEMNODE2 0.000732 
13 24580.005860 bw MEMNODE0 0.000732 
13 24580.888672 bw MEMNODE2 2199.785889 
13 24580.888672 bw MEMNODE0 2199.785889 
13 24582.707031 bw MEMNODE2 0.000732 
13 24582.707031 bw MEMNODE0 0.000732 
13 24583.031250 bw MEMNODE2 2547.264404 
13 24583.031250 bw MEMNODE0 2547.264404 
13 24584.601563 bw MEMNODE2 0.000732 
13 24584.601563 bw MEMNODE0 0.000732 
13 24585.236328 bw MEMNODE2 2544.100098 
13 24585.236328 bw MEMNODE0 2544.100098 
13 24586.808594 bw MEMNODE2 0.000732 
13 24586.808594 bw MEMNODE0 0.000732 
13 24587.720703 bw MEMNODE2 1903.346436 
13 24587.720703 bw MEMNODE0 1903.346436 
13 24589.822266 bw MEMNODE2 0.000732 
13 24589.822266 bw MEMNODE0 0.000732 
13 24590.402344 bw MEMNODE2 1891.044189 
13 24590.402344 bw MEMNODE0 1891.044189 
13 24592.517578 bw MEMNODE2 0.000732 
13 24592.517578 bw MEMNODE0 0.000732 
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        1       MPIP      0       "MPI Program"                         
        1       P      MPIP       "Program"                             
        1       Mn      P       "Memory Node"                         
        1       T      Mn       "Worker"                               
        1       Sc       P       "Scheduler State"                        
        2       event   T       "event type"                            
        3       S       T       "Thread State"                        
        3       MS       Mn       "Memory Node State"                        
        4       ntask    Sc       "Number of tasks"                        
        4       bw      Mn       "Bandwidth"                        
        6       I       S      Initializing       "0.0 .7 1.0"            
        6       D       S      Deinitializing       "0.0 .1 .7"            
        6       Fi       S      FetchingInput       "1.0 .1 1.0"            
        6       Po       S      PushingOutput       "0.1 1.0 1.0"            
        6       C       S       Callback       ".0 .3 .8"            
        6       B       S       Blocked         ".9 .1 .0"              
        6       Sl       S      Sleeping         ".9 .1 .0"             
        6       P       S       Progressing         ".4 .1 .6"          
        6       A       MS      Allocating         ".4 .1 .0"           
        6       Ar       MS      AllocatingReuse       ".1 .1 .8"             
  
        6       R       MS      Reclaiming         ".0 .1 .4"           
        6       Co       MS     DriverCopy         ".3 .5 .1"           
        6       CoA      MS     DriverCopyAsync         ".1 .3 .1"            
  
        6       No       MS     Nothing         ".0 .0 .0"              
        5       MPIL     MPIP   P       P      MPIL
        5       L       P       Mn      Mn      L
7 0.000000 MPIroot MPIP 0 root 
7 0.000000 p P MPIroot program 
7 0.000000 sched Sc p scheduler 
13 0.000000 ntask sched 0.0 
7 0.000000 0 Mn p MEMNODE0 
13 0.000000 bw MEMNODE0 0.0 
7 0.000000 1 Mn p MEMNODE1 
13 0.000000 bw MEMNODE1 0.0 
7 0.000000 24949 T MEMNODE0 24949 
10 0.000000 S 24949 I 
7 0.000000 24947 T MEMNODE1 24947 
10 0.000000 S 24947 I 
7 0.000000 24948 T MEMNODE0 24948 
10 0.000000 S 24948 I 
7 0.000000 24950 T MEMNODE0 24950 
10 0.000000 S 24950 I 
7 0.000000 24951 T MEMNODE0 24951 
10 0.000000 S 24951 I 
10 0.000000 S 24949 B 
10 0.000000 S 24950 B 
10 0.000000 S 24948 B 
10 0.000000 S 24951 B 
7 0.000000 24952 T MEMNODE0 24952 
10 0.000000 S 24952 I 
10 0.000000 S 24952 B 
10 411.645996 S 24947 B 
10 411.774994 S 24947 Fi 
10 411.778015 S 24947 B 
6       execute_on_all_wrapper       S       execute_on_all_wrapper "0.000000 
0.600000 0.400000" 
10 411.789001 S 24947 execute_on_all_wrapper 
10 415.541992 S 64 B 
10 415.549011 S 24947 Po 
10 415.549988 S 24947 B 
13 15506.465820 ntask sched 1.000000 
13 15506.544922 ntask sched 0.000000 
10 15506.551758 S 24948 Fi 
10 15506.554688 S 24948 B 
6       chol_model_11       S       chol_model_11 "0.000000 0.600000 
0.400000" 
10 15506.556641 S 24948 chol_model_11 
10 15575.632812 S 0 B 
10 15575.635742 S 24948 Po 
10 15575.649414 S 24948 B 
13 15575.697266 ntask sched 1.000000 
10 15575.707031 MS MEMNODE1 A 
10 15576.306641 MS MEMNODE1 No 
10 15576.313477 MS MEMNODE1 Co 
18 15576.313477 L p 4000000 MEMNODE0 com_1 
10 15576.337891 MS MEMNODE1 CoA 
10 15577.722656 MS MEMNODE1 No 
19 15577.722656 L p 1928086912 MEMNODE1 com_1928086720 
10 15577.733398 MS MEMNODE1 A 
13 15577.754883 ntask sched 2.000000 
13 15577.772461 ntask sched 3.000000 
13 15577.788086 ntask sched 4.000000 
13 15577.802734 ntask sched 5.000000 
13 15577.819336 ntask sched 6.000000 
13 15577.833984 ntask sched 7.000000 
13 15577.835938 ntask sched 6.000000 
10 15577.838867 S 24949 Fi 
10 15577.840820 S 24949 B 
6       chol_model_21       S       chol_model_21 "0.000000 0.600000 
0.400000" 
10 15577.841797 S 24949 chol_model_21 
13 15577.849609 ntask sched 7.000000 
13 15577.851562 ntask sched 6.000000 
10 15577.853516 S 24950 Fi 
10 15577.856445 S 24950 B 
10 15577.857422 S 24950 chol_model_21 
13 15577.866211 ntask sched 7.000000 
13 15577.872070 ntask sched 6.000000 
10 15577.875000 S 24951 Fi 
10 15577.877930 S 24951 B 
10 15577.878906 S 24951 chol_model_21 
13 15577.883789 ntask sched 7.000000 
13 15577.888672 ntask sched 6.000000 
10 15577.891602 S 24952 Fi 
10 15577.893555 S 24952 B 
10 15577.894531 S 24952 chol_model_21 
13 15577.898438 ntask sched 7.000000 
13 15577.911133 ntask sched 8.000000 
13 15577.922852 ntask sched 9.000000 
13 15577.934570 ntask sched 10.000000 
13 15577.948242 ntask sched 11.000000 
13 15577.954102 ntask sched 10.000000 
10 15577.955078 S 24948 Fi 
10 15577.956055 S 24948 B 
10 15577.957031 S 24948 chol_model_21 
10 15577.965820 MS MEMNODE1 No 
10 15577.968750 MS MEMNODE1 Co 
18 15577.968750 L p 4000000 MEMNODE0 com_2 
10 15577.992188 MS MEMNODE1 CoA 
10 15579.256836 MS MEMNODE1 No 
19 15579.256836 L p 1928086912 MEMNODE1 com_1928086720 
13 15579.266602 ntask sched 9.000000 
10 15579.268555 S 24947 Fi 
10 15579.323242 MS MEMNODE1 No 
19 15579.323242 L p 4000000 MEMNODE1 com_1 
10 15579.325195 MS MEMNODE1 A 
10 15579.650391 MS MEMNODE1 No 
10 15579.652344 MS MEMNODE1 Co 
18 15579.652344 L p 4000000 MEMNODE0 com_3 
10 15579.666016 MS MEMNODE1 CoA 
10 15580.898438 MS MEMNODE1 No 
19 15580.898438 L p 1928086912 MEMNODE1 com_1928086720 
10 15580.904297 MS MEMNODE1 A 
10 15581.189453 MS MEMNODE1 No 
10 15581.191406 MS MEMNODE1 Co 
18 15581.191406 L p 4000000 MEMNODE0 com_4 
10 15581.206055 MS MEMNODE1 CoA 
10 15582.433594 MS MEMNODE1 No 
19 15582.433594 L p 1928086912 MEMNODE1 com_1928086720 
10 15582.440430 MS MEMNODE1 A 
10 15582.725586 MS MEMNODE1 No 
10 15582.727539 MS MEMNODE1 Co 
18 15582.727539 L p 4000000 MEMNODE0 com_5 
10 15582.740234 MS MEMNODE1 CoA 
10 15583.994141 MS MEMNODE1 No 
19 15583.994141 L p 1928086912 MEMNODE1 com_1928086720 
10 15583.999023 MS MEMNODE1 A 
10 15584.276367 MS MEMNODE1 No 
10 15584.278320 MS MEMNODE1 Co 
18 15584.278320 L p 4000000 MEMNODE0 com_6 
10 15584.290039 MS MEMNODE1 CoA 
10 15585.533203 MS MEMNODE1 No 
19 15585.533203 L p 1928086912 MEMNODE1 com_1928086720 
10 15585.538086 MS MEMNODE1 A 
10 15585.803711 MS MEMNODE1 No 
10 15585.805664 MS MEMNODE1 Co 
18 15585.805664 L p 4000000 MEMNODE0 com_7 
10 15585.818359 MS MEMNODE1 CoA 
10 15586.988281 MS MEMNODE1 No 
19 15586.988281 L p 1928086912 MEMNODE1 com_1928086720 
10 15586.993164 MS MEMNODE1 A 
10 15587.264648 MS MEMNODE1 No 
10 15587.266602 MS MEMNODE1 Co 
18 15587.266602 L p 4000000 MEMNODE0 com_8 
10 15587.280273 MS MEMNODE1 CoA 
10 15588.454102 MS MEMNODE1 No 
19 15588.454102 L p 1928086912 MEMNODE1 com_1928086720 
10 15588.458984 MS MEMNODE1 A 
10 15588.722656 MS MEMNODE1 No 
10 15588.724609 MS MEMNODE1 Co 
18 15588.724609 L p 4000000 MEMNODE0 com_9 
10 15588.737305 MS MEMNODE1 CoA 
10 15589.918945 MS MEMNODE1 No 
19 15589.918945 L p 1928086912 MEMNODE1 com_1928086720 
10 15589.924805 MS MEMNODE1 A 
10 15590.199219 MS MEMNODE1 No 
10 15590.202148 MS MEMNODE1 Co 
18 15590.202148 L p 4000000 MEMNODE0 com_10 
10 15590.214844 MS MEMNODE1 CoA 
10 15591.406250 MS MEMNODE1 No 
19 15591.406250 L p 1928086912 MEMNODE1 com_1928086720 
10 15591.410156 MS MEMNODE1 A 
10 15591.679688 MS MEMNODE1 No 
10 15591.681641 MS MEMNODE1 Co 
18 15591.681641 L p 4000000 MEMNODE0 com_11 
10 15591.694336 MS MEMNODE1 CoA 
10 15592.869141 MS MEMNODE1 No 
19 15592.869141 L p 1928086912 MEMNODE1 com_1928086720 
10 15592.912109 MS MEMNODE1 No 
19 15592.912109 L p 4000000 MEMNODE1 com_10 
10 15592.935547 MS MEMNODE1 No 
19 15592.935547 L p 4000000 MEMNODE1 com_9 
10 15592.958984 MS MEMNODE1 No 
19 15592.958984 L p 4000000 MEMNODE1 com_8 
10 15592.983398 MS MEMNODE1 No 
19 15592.983398 L p 4000000 MEMNODE1 com_7 
10 15593.005859 MS MEMNODE1 No 
19 15593.005859 L p 4000000 MEMNODE1 com_6 
10 15593.030273 MS MEMNODE1 No 
19 15593.030273 L p 4000000 MEMNODE1 com_5 
10 15593.051758 MS MEMNODE1 No 
19 15593.051758 L p 4000000 MEMNODE1 com_4 
10 15593.075195 MS MEMNODE1 No 
19 15593.075195 L p 4000000 MEMNODE1 com_3 
10 15593.096680 MS MEMNODE1 No 
19 15593.096680 L p 4000000 MEMNODE1 com_2 
10 15593.100586 S 24947 B 
10 15593.102539 S 24947 chol_model_21 
10 15601.488281 S 64 B 
10 15601.489258 S 24947 Po 
10 15601.491211 S 24947 B 
13 15601.517578 ntask sched 10.000000 
10 15601.552734 MS MEMNODE1 No 
19 15601.552734 L p 4000000 MEMNODE1 com_11 
10 15601.554688 MS MEMNODE1 A 
10 15601.980469 MS MEMNODE1 No 
10 15601.982422 MS MEMNODE1 Co 
18 15601.982422 L p 4000000 MEMNODE0 com_12 
10 15601.990234 MS MEMNODE1 CoA 
10 15603.205078 MS MEMNODE1 No 
19 15603.205078 L p 1928086912 MEMNODE1 com_1928086720 
13 15603.211914 ntask sched 9.000000 
10 15603.213867 S 24947 Fi 
10 15603.215820 S 24947 B 
10 15603.216797 S 24947 chol_model_21 
10 15611.567383 S 64 B 
10 15611.568359 S 24947 Po 
10 15611.570312 S 24947 B 
13 15611.593750 ntask sched 10.000000 
13 15611.605469 ntask sched 11.000000 
10 15611.638672 MS MEMNODE1 No 
19 15611.638672 L p 4000000 MEMNODE1 com_12 
10 15611.640625 MS MEMNODE1 A 
10 15612.036133 MS MEMNODE1 No 
10 15612.038086 MS MEMNODE1 Co 
18 15612.038086 L p 4000000 MEMNODE0 com_13 
10 15612.044922 MS MEMNODE1 CoA 
10 15613.254883 MS MEMNODE1 No 
19 15613.254883 L p 1928086912 MEMNODE1 com_1928086720 
10 15613.260742 MS MEMNODE1 A 
10 15613.532227 MS MEMNODE1 No 
10 15613.534180 MS MEMNODE1 Co 
18 15613.534180 L p 4000000 MEMNODE0 com_14 
10 15613.540039 MS MEMNODE1 CoA 
10 15614.898438 MS MEMNODE1 No 
19 15614.898438 L p 1928086912 MEMNODE1 com_1928086720 
13 15614.907227 ntask sched 10.000000 
10 15614.909180 S 24947 Fi 
10 15614.912109 S 24947 B 
10 15614.913086 S 24947 chol_model_21 
10 15623.251953 S 64 B 
10 15623.252930 S 24947 Po 
10 15623.254883 S 24947 B 
13 15623.278320 ntask sched 11.000000 
13 15623.290039 ntask sched 12.000000 
13 15623.300781 ntask sched 13.000000 
10 15623.313477 MS MEMNODE1 No 
19 15623.313477 L p 4000000 MEMNODE1 com_14 
10 15623.315430 MS MEMNODE1 No 
19 15623.315430 L p 4000000 MEMNODE1 com_13 
10 15623.317383 MS MEMNODE1 A 
10 15623.666016 MS MEMNODE1 No 
10 15623.667969 MS MEMNODE1 Co 
18 15623.667969 L p 4000000 MEMNODE0 com_15 
10 15623.673828 MS MEMNODE1 CoA 
10 15624.881836 MS MEMNODE1 No 
19 15624.881836 L p 1928086912 MEMNODE1 com_1928086720 
10 15624.887695 MS MEMNODE1 A 
10 15625.167969 MS MEMNODE1 No 
10 15625.169922 MS MEMNODE1 Co 
18 15625.169922 L p 4000000 MEMNODE0 com_16 
10 15625.175781 MS MEMNODE1 CoA 
10 15626.396484 MS MEMNODE1 No 
19 15626.396484 L p 1928086912 MEMNODE1 com_1928086720 
10 15626.401367 MS MEMNODE1 A 
10 15626.671875 MS MEMNODE1 No 
10 15626.673828 MS MEMNODE1 Co 
18 15626.673828 L p 4000000 MEMNODE0 com_17 
10 15626.679688 MS MEMNODE1 CoA 
10 15626.949219 S 0 B 
10 15626.953125 S 24949 Po 
10 15626.957031 S 24949 B 
13 15626.999023 ntask sched 14.000000 
13 15627.014648 ntask sched 15.000000 
13 15627.032227 ntask sched 16.000000 
13 15627.048828 ntask sched 17.000000 
10 15627.058594 MS MEMNODE0 Co 
18 15627.058594 L p 4000000 MEMNODE1 com_18 
10 15627.119141 S 0 B 
10 15627.121094 S 24950 Po 
10 15627.123047 S 24950 B 
10 15627.125977 S 0 B 
10 15627.127930 S 24948 Po 
10 15627.129883 S 24948 B 
13 15627.147461 ntask sched 18.000000 
13 15627.152344 ntask sched 19.000000 
13 15627.163086 ntask sched 20.000000 
10 15627.166016 MS MEMNODE0 Co 
18 15627.166016 L p 4000000 MEMNODE1 com_19 
13 15627.168945 ntask sched 21.000000 
10 15627.222656 S 0 B 
10 15627.222656 S 0 B 
10 15627.224609 S 24952 Po 
10 15627.224609 S 24951 Po 
10 15627.226562 S 24952 B 
10 15627.238281 S 24951 B 
10 15627.889648 MS MEMNODE1 No 
19 15627.889648 L p 1928086848 MEMNODE1 com_1928087104 
10 15627.910156 MS MEMNODE0 CoA 
10 15627.923828 MS MEMNODE0 CoA 
13 15627.935547 ntask sched 20.000000 
10 15627.938477 S 24947 Fi 
10 15627.941406 S 24947 B 
10 15627.942383 S 24947 chol_model_21 
10 15629.448242 MS MEMNODE0 No 
19 15629.448242 L p 1928086912 MEMNODE0 com_1928086720 
10 15630.848633 MS MEMNODE0 No 
19 15630.848633 L p 1928086920 MEMNODE0 com_1928086720 
13 15630.878906 ntask sched 19.000000 
10 15630.879883 MS MEMNODE0 Co 
18 15630.879883 L p 4000000 MEMNODE1 com_20 
10 15630.880859 S 24949 Fi 
10 15630.882812 S 24949 B 
6       chol_model_22       S       chol_model_22 "0.000000 0.600000 
0.400000" 
10 15630.883789 S 24949 chol_model_22 
13 15630.892578 ntask sched 20.000000 
13 15630.901367 ntask sched 21.000000 
13 15630.910156 ntask sched 22.000000 
13 15630.925781 ntask sched 23.000000 
13 15630.933594 ntask sched 22.000000 
13 15630.934570 ntask sched 23.000000 
10 15630.935547 S 24948 Fi 
10 15630.940430 MS MEMNODE0 CoA 
10 15634.880859 MS MEMNODE0 No 
19 15634.880859 L p 1928086912 MEMNODE0 com_1928086720 
10 15634.901367 MS MEMNODE0 No 
19 15634.901367 L p 4000000 MEMNODE0 com_19 
10 15634.907227 MS MEMNODE0 No 
19 15634.907227 L p 4000000 MEMNODE0 com_18 
10 15634.910156 S 24948 B 
10 15634.911133 S 24948 chol_model_22 
13 15634.946289 ntask sched 24.000000 
13 15634.956055 ntask sched 25.000000 
13 15634.958984 ntask sched 26.000000 
13 15634.960938 ntask sched 27.000000 
13 15634.969727 ntask sched 28.000000 
13 15634.977539 ntask sched 29.000000 
13 15634.978516 ntask sched 30.000000 
13 15634.984375 ntask sched 31.000000 
13 15634.992188 ntask sched 32.000000 
13 15634.994141 ntask sched 33.000000 
13 15634.998047 ntask sched 34.000000 
13 15635.004883 ntask sched 35.000000 
13 15635.008789 ntask sched 36.000000 
13 15635.012695 ntask sched 37.000000 
13 15635.013672 ntask sched 36.000000 
10 15635.014648 S 24952 Fi 
13 15635.024414 ntask sched 37.000000 
13 15635.027344 ntask sched 38.000000 
13 15635.035156 ntask sched 37.000000 
10 15635.036133 S 24951 Fi 
10 15635.038086 S 24951 B 
13 15635.038086 ntask sched 38.000000 
10 15635.039062 S 24951 chol_model_22 
13 15635.053711 ntask sched 37.000000 
10 15635.055664 S 24950 Fi 
10 15635.058594 S 24950 B 
10 15635.058594 S 24950 chol_model_22 
10 15636.494141 MS MEMNODE0 No 
19 15636.494141 L p 4000000 MEMNODE0 com_20 
10 15636.496094 S 24952 B 
10 15636.497070 S 24952 chol_model_22 
10 15640.636719 S 64 B 
10 15640.637695 S 24947 Po 
10 15640.639648 S 24947 B 
13 15640.666016 ntask sched 38.000000 
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