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					@ -8,6 +8,7 @@
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					#include <mpi.h>
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					#include <stdio.h>
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					#include <stdlib.h>
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					#include <time.h>
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					#include "gtensor/gtensor.h"
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					#include "gtensor/reductions.h"
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					@ -91,7 +92,6 @@ void boundary_exchange(MPI_Comm comm, int world_size, int rank,
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					  int rank_r = rank + 1;
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					  if (rank_l >= 0) {
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					    printf("%d left\n", rank);
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					    // send/recv left boundary
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					    MPI_Irecv(d_y_data, n_bnd, MPI_DOUBLE, rank_l, 123, comm, &req_l[0]);
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					    MPI_Isend(d_y_data + n_bnd, n_bnd, MPI_DOUBLE, rank_l, 456, comm,
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					@ -99,7 +99,6 @@ void boundary_exchange(MPI_Comm comm, int world_size, int rank,
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					  }
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					  if (rank_r < world_size) {
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					    printf("%d right\n", rank);
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					    // send/recv right boundary
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					    MPI_Irecv(d_y_data_end - n_bnd, n_bnd, MPI_DOUBLE, rank_r, 456, comm,
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					              &req_r[0]);
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					@ -109,14 +108,12 @@ void boundary_exchange(MPI_Comm comm, int world_size, int rank,
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					  int mpi_rval;
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					  if (rank_l >= 0) {
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					    printf("%d wait left\n", rank);
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					    mpi_rval = MPI_Waitall(2, req_l, MPI_STATUSES_IGNORE);
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					    if (mpi_rval != MPI_SUCCESS) {
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					      printf("send_l error: %d\n", mpi_rval);
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					    }
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					  }
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					  if (rank_r < world_size) {
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					    printf("%d wait right\n", rank);
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					    mpi_rval = MPI_Waitall(2, req_r, MPI_STATUSES_IGNORE);
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					    if (mpi_rval != MPI_SUCCESS) {
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					      printf("send_r error: %d\n", mpi_rval);
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					@ -168,7 +165,9 @@ int main(int argc, char **argv) {
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					  auto fn_x_cubed = [](double x) { return x * x * x; };
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					  auto fn_x_cubed_deriv = [](double x) { return 3 * x * x; };
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					  printf("%d Init\n", world_rank);
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					  struct timespec start, end;
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					  double seconds = 0.0;
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					  double x_start = world_rank * lx_local;
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					  for (int i = 0; i < n_local; i++) {
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					    double xtmp = x_start + i * dx;
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					@ -191,20 +190,20 @@ int main(int argc, char **argv) {
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					  }
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					  gt::copy(h_y, d_y);
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					  gt::synchronize();
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					  printf("%d Ex\n", world_rank);
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					  // gt::synchronize();
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					  clock_gettime(CLOCK_MONOTONIC, &start);
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					  boundary_exchange(MPI_COMM_WORLD, world_size, world_rank, d_y, n_bnd);
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					  gt::synchronize();
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					  // gt::synchronize();
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					  clock_gettime(CLOCK_MONOTONIC, &end);
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					  seconds = ((end.tv_sec - start.tv_sec) + (end.tv_nsec - start.tv_nsec) * 1.0e-9);
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					  printf("%d/%d exchange time %0.4f\n", world_rank, world_size, seconds);
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					  printf("%d Sten\n", world_rank);
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					  d_dydx_numeric = stencil1d_5(d_y, stencil5) * scale;
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					  gt::synchronize();
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					  // gt::synchronize();
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					  printf("%d Copy\n", world_rank);
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					  gt::copy(d_dydx_numeric, h_dydx_numeric);
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					  gt::synchronize();
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					  // gt::synchronize();
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					  /*
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					  for (int i = 0; i < 5; i++) {
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					@ -218,7 +217,6 @@ int main(int argc, char **argv) {
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					  }
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					  */
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					  printf("%d Err calc\n", world_rank);
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					  double err_norm = std::sqrt(gt::sum_squares(h_dydx_numeric - h_dydx_actual));
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					  printf("%d/%d [%d:0x%08x] err_norm = %.8f\n", world_rank, world_size,
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