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R un Python NumPy code on distributed heterogeneous systems without  changing a single line of code . ... samples from a uniform distribution over [0,1). The equation is then solved by the solve routine. NumPy on GPUs NumPy functions are all single threaded unless the underlying NumPy code is multithreaded ... R un Python NumPy code on distributed heterogeneous systems without  changing a single line of code .

196.0 1.0 0.1 for i in range(0, d_num): 133 75150 29671.0 0.4 8.1 for j in range(0, p_num): 134 75000 117663.0 1.6 32.2 pos

('  Test the MD molecular dynamics program.')   # Initialize variables d_num = 3 p_num = 500 step_num = 50 dt = 0.1 mass = 1.0 rmass = 1.0 / mass   wtime1 = clock( )   #  output: print('' ) print('MD' ) print

SMART data before entering power-saving mode. Supports SMART auto save timer. Error logging capability: (0x01) Error logging supported

-saving mode.           Supports SMART auto save timer. Error logging capability:        (0x01) Error logging supported.           General Purpose Logging supported. Short self-test routine recommended polling time:    (   2

,' Checking in' 093 094 IF (id == 0) THEN 095 WRITE(*,*) ' Number of threads in use is ',omp_get_num_threads() 096 ENDIF 097 098 !$OMP END PARALLEL 099 100 delta = 1.0/(m-1

)*dexp(-pi) 098 ENDDO 099 100 ! Bottom of unit square: (S) 101 DO i=1,m 102 x=delta*i 103 u(i,1) = dsin(pi*x) 104 ENDDO 105 106 ! Right hand side of unit square: (E) 107 DO j=1,m 108 u(m,j) = 0.0d0 109

: AuthenticAMD Speed(MHz): 2812.629 Cores: 4 Siblings: 4 Nodes: 1 13 # Kernel: 2.6.32-220.4.1.el6.x86_64 Memory: 7540044 Swap: 14 # NumDisks: 2 DiskNames: sdb sda 15 # NumNets: 2 NetNames: lo: eth0:100 16 # Num

-saving mode.                                         Supports SMART auto save timer. Error logging capability:        (0x01) Error logging supported.                                         General Purpose Logging supported. Short

power-saving mode. Supports SMART auto save timer. Error logging capability: (0x01) Error logging supported. General