init

2023-06-23 19:34:09 +02:00 · 2023-06-23 19:34:09 +02:00 · f0f362eeee
commit f0f362eeee
66 changed files with 12547 additions and 0 deletions
--- a/BE/01_RingD/Makefile
+++ b/BE/01_RingD/Makefile
@ -0,0 +1,17 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+DIR=01_RingD
+SRC=ringd
+
+all: ${SRC}
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+${SRC}: ${SRC}.o
+	$(MPICC) -o $@ $^
+
+clean:
+	rm -rf *.o ${SRC}
--- a/BE/01_RingD/ringd.c
+++ b/BE/01_RingD/ringd.c
@ -0,0 +1,136 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+
+int main(int argc, char *argv[])
+{
+
+  MPI_Init(&argc, &argv);
+
+  int comm_size;
+  MPI_Comm_size(MPI_COMM_WORLD, &comm_size);
+  if (comm_size % 2 != 0)
+  {
+    printf("This application is meant to be run with an even number of MPI processes, not %d.\n", comm_size);
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+  // Get my rank in the global communicator
+  int my_rank;
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  // Determine the colour and key based on whether my rank is even.
+  char subcommunicator;
+  int colour;
+  int key;
+  if (my_rank % 2 == 0)
+  {
+    subcommunicator = 'E';
+    colour = 0;
+    key = my_rank;
+  }
+  else
+  {
+    subcommunicator = 'O';
+    colour = 1;
+    key = comm_size - my_rank;
+  }
+
+  // Split of the global communicator
+  MPI_Comm new_comm;
+  MPI_Comm_split(MPI_COMM_WORLD, colour, key, &new_comm);
+
+  int my_new_comm_rank, new_comm_size;
+  // Get my rank in the new communicator
+  MPI_Comm_rank(new_comm, &my_new_comm_rank);
+  // Get the size of the new communicator
+  MPI_Comm_size(new_comm, &new_comm_size);
+
+  // Print my new rank and new communicator
+  printf("[MPI process %d] I am now MPI process %d in subcommunicator %c.\n", my_rank, my_new_comm_rank, subcommunicator);
+
+  // barriere pour clean un peu le stdout
+  // MPI_Barrier(MPI_COMM_WORLD);
+
+  int previous, next;
+  // determine my neighbours according to my rank in my subcommunicator
+  if (my_new_comm_rank == 0)
+  {
+    previous = new_comm_size - 1;
+    next = my_new_comm_rank + 1;
+  }
+  else if (my_new_comm_rank == new_comm_size - 1)
+  {
+    previous = my_new_comm_rank - 1;
+    next = 0;
+  }
+  else
+  {
+    previous = my_new_comm_rank - 1;
+    next = my_new_comm_rank + 1;
+  }
+
+  // printf("[MPI process %d] new %d previous %d next %d in subcommunicator %c.\n", my_rank, my_new_comm_rank, previous, next, subcommunicator);
+
+  float value = 1.0;
+  MPI_Status status;
+
+  // Even: clockwise + multiplication
+  if (subcommunicator == 'E')
+  {
+    // receive value from previous node
+    if (my_new_comm_rank != 0)
+    {
+      MPI_Recv(&value, 1, MPI_FLOAT, previous, 0, new_comm, &status);
+      printf("[MPI process %d_%c] RECEIVED from process %d of %d, value = %f\n", my_rank, subcommunicator, my_new_comm_rank, new_comm_size, value);
+      value = value * 2.0;
+      printf("[MPI process %d_%c] UPDATE, value = %f\n", my_rank, subcommunicator, value);
+    }
+    else
+    {
+      printf("[MPI process %d_%c] START, value = %f\n", my_rank, subcommunicator, value);
+    }
+
+    // send value to next node
+    if (my_new_comm_rank != new_comm_size - 1)
+    {
+      MPI_Send(&value, 1, MPI_FLOAT, next, 0, new_comm);
+      printf("[MPI process %d_%c] SENT to process %d of %d, value = %f\n", my_rank, subcommunicator, my_new_comm_rank, new_comm_size, value);
+    }
+  }
+
+  // Odd: counter-clockwise + division
+  if (subcommunicator == 'O')
+  {
+    // receive value from next node
+    if (my_new_comm_rank != 0)
+    {
+      MPI_Recv(&value, 1, MPI_FLOAT, next, 0, new_comm, &status);
+      printf("[MPI process %d_%c] RECEIVED from process %d of %d, value = %f\n", my_rank, subcommunicator, my_new_comm_rank, new_comm_size, value);
+      value = value / 2.0;
+      printf("[MPI process %d_%c] UPDATE, value = %f\n", my_rank, subcommunicator, value);
+    }
+    else
+    {
+      printf("[MPI process %d_%c] START, value = %f\n", my_rank, subcommunicator, value);
+    }
+
+    // send value to previous node
+    if (my_new_comm_rank != 1)
+    {
+      MPI_Send(&value, 1, MPI_FLOAT, previous, 0, new_comm);
+      printf("[MPI process %d_%c] SENT to process %d of %d, value = %f\n", my_rank, subcommunicator, my_new_comm_rank, new_comm_size, value);
+    }
+  }
+
+  // barrière pour clean un peu le stdout
+  // MPI_Barrier(MPI_COMM_WORLD);
+
+  // the end
+  printf("[MPI process %d_%c] The End\n", my_rank, subcommunicator);
+
+  // Free the communicator
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
--- a/BE/02_normA/Makefile
+++ b/BE/02_normA/Makefile
@ -0,0 +1,17 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+DIR=02_normA
+SRC=normA
+
+all: ${SRC}
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+${SRC}: ${SRC}.o
+	$(MPICC) -o $@ $^
+
+clean:
+	rm -rf *.o ${SRC} ${DIR}
--- a/BE/02_normA/normA.c
+++ b/BE/02_normA/normA.c
@ -0,0 +1,159 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+#include <mpi.h>
+
+void multAv(double x[], double *A, double y[], int m, int n);
+
+void init0(double x[], int n);
+
+double dot(double x[], double y[], int n);
+
+int main(int argc, char *argv[])
+{
+  int size;
+  int const n = 12;
+  int my_rank;
+  double local_dot, global_dot, normA, reference;
+
+  MPI_Init(&argc, &argv);
+
+  // Get number of processes and check that 4 processes are used
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+  if (size != 4)
+  {
+    printf("This application is meant to be run with 4 MPI processes.\n");
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+  // Get my rank
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  //  Declaration and Initialization of A (one for all components)
+  //  the blocking on rows, b, is the same for all nodes
+  //  (if you don't change the constants)
+  int b = n / size;
+  double *A;
+
+  A = (double *)malloc(b * n * sizeof(double));
+
+  for (int i = 0; i < b; i++)
+  {
+    for (int j = 0; j < n; j++)
+    {
+      A[i * n + j] = 1.0;
+      reference = 66.000000; // sum_{i=1}^{12-1}
+
+      // A[i*n + j] = (double) my_rank;
+      // reference = 97.488461;
+
+      // A[i*n + j] = (double) my_rank*(i+1)+(j+1);
+      // reference = 239.899979;
+
+      // printf("Process [%d], A[%d][%d] = %f\n", my_rank, i, j, A[i*n+j]);
+    }
+  }
+
+  // reference vector to verify that the global vector is correct
+  double v_ref[n];
+  for (int i = 0; i < n; i++)
+  {
+    v_ref[i] = (double)i;
+  }
+
+  // local vector
+  double x_local[b];
+  for (int i = 0; i < b; i++)
+  {
+    x_local[i] = (double)b * my_rank + i;
+    // printf("Process [%d], v_local[%d] = %f\n", my_rank, i, v_local[i]);
+  }
+
+  // global vector
+  double x_global[n];
+  init0(x_global, n);
+
+  // Use a collective communication in order to gather on ALL the nodes the
+  // part of the local vector into the global vector
+  MPI_Allgather(x_local, b, MPI_DOUBLE, x_global, b, MPI_DOUBLE, MPI_COMM_WORLD);
+
+  // the node 2 checks if the global vector is correct (should be 0 for all components)
+  if (my_rank == 2)
+  {
+    for (int i = 0; i < n; i++)
+    {
+      printf("Process [%d], vérif[%d] = %f\n", my_rank, i, x_global[i] - v_ref[i]);
+    }
+  }
+
+  MPI_Barrier(MPI_COMM_WORLD);
+
+  // vector y_local = A * x_global
+  double y_local[b];
+  init0(y_local, b);
+
+  // Perform the multiplication
+  multAv(y_local, A, x_global, b, n);
+
+  // each node displays y (with A, full of ones, all the components of x
+  // should be the same)
+  for (int i = 0; i < b; i++)
+  {
+    printf("Process [%d] y_local[%d] = %f\n", my_rank, i, y_local[i]);
+  }
+
+  // Perform the dot product on the local x
+  local_dot = dot(x_local, y_local, b);
+  printf("Process [%d] local dot %f\n", my_rank, local_dot);
+
+  // Use one single collective communication to perfom the reduction in
+  // global_dot
+  MPI_Allreduce(&local_dot, &global_dot, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD);
+
+  // the norm is the square root of the global_dot
+  normA = sqrt(global_dot);
+
+  // Another node displays the norm
+  if (my_rank == 2)
+  {
+    printf("Process [%d] normA = %f, reference = %f\n", my_rank, normA, reference);
+  }
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
+
+void multAv(double x[], double *A, double y[], int m, int n)
+{
+  for (int i = 0; i < m; i++)
+  {
+    x[i] = 0.0;
+    for (int j = 0; j < n; j++)
+    {
+      x[i] += A[i * n + j] * y[j];
+    }
+  }
+  return;
+}
+
+void init0(double x[], int n)
+{
+  for (int i = 0; i < n; i++)
+  {
+    x[i] = 0.0;
+  }
+  return;
+}
+
+double dot(double x[], double y[], int n)
+{
+  double res = 0.0;
+
+  for (int i = 0; i < n; i++)
+  {
+    res += x[i] * y[i];
+  }
+
+  return res;
+}
--- a/BE/03_overmean/Makefile
+++ b/BE/03_overmean/Makefile
@ -0,0 +1,18 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+
+DIR=03_overmean
+SRC=overmean
+
+all: ${SRC}
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+${SRC}: ${SRC}.o
+	$(MPICC) -o $@ $^
+
+clean:
+	rm -rf *.o ${SRC} ${DIR}
--- a/BE/03_overmean/overmean.c
+++ b/BE/03_overmean/overmean.c
@ -0,0 +1,120 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <time.h>
+#include <mpi.h>
+
+int main(int argc, char *argv[])
+{
+  // comment this line, if you want the same vector for each run
+  srand(time(NULL));
+
+  MPI_Init(&argc, &argv);
+
+  // Get number of processes
+  int nb_process;
+  MPI_Comm_size(MPI_COMM_WORLD, &nb_process);
+
+  // Fix root's rank
+  int root_rank = 0;
+
+  // Get my rank
+  int my_rank;
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  // global size (only the root know its value)
+  int global_size = 0;
+  // local size (we fix this value in order to be regular)
+  int local_size = 3;
+  // local vector
+  int *local_vector = NULL;
+  int *global_vector = NULL;
+
+  // root process
+  if (my_rank == root_rank)
+  {
+    global_size = nb_process * local_size; // to be able to split
+                                           // the global vector into sub-vectors
+                                           // with the same size
+    printf("global_size = %d\n", global_size);
+    global_vector = (int *)malloc(sizeof(int) * global_size);
+    for (int i = 0; i < global_size; i++)
+    {
+      // global_vector[i] = i;
+      global_vector[i] = rand() % 101;
+      printf("global_vector[%d] = %d\n", i, global_vector[i]);
+    }
+  }
+  
+  // Each process gets its part of the global vector
+  local_vector = (int *)malloc(sizeof(int) * local_size);
+  MPI_Scatter(global_vector, local_size, MPI_INT, local_vector, local_size, MPI_INT, root_rank, MPI_COMM_WORLD);
+
+  // print the local vector
+  for(int i = 0; i < local_size; i++)
+  {
+    printf("[%d] local_vector[%d] = %d\n", my_rank, i, local_vector[i]);
+  }
+
+  // barriere pour clean un peu le stdout
+  // MPI_Barrier(MPI_COMM_WORLD);
+
+  // compute the local sum
+  int local_sum = 0.0;
+  for (int i = 0; i < local_size; i++)
+  {
+    local_sum += local_vector[i];
+  }
+  printf("Process %d computed its local sum = %d.\n", my_rank, local_sum);
+
+  // compute the global sum by a reduction
+  int global_sum;
+  MPI_Reduce(&local_sum, &global_sum, 1, MPI_INT, MPI_SUM, root_rank, MPI_COMM_WORLD);
+
+  // print the global sum
+  if (my_rank == root_rank) {
+    printf("Process %d got the global sum = %d.\n", my_rank, global_sum);
+  }
+
+  // barriere pour clean un peu le stdout
+  // MPI_Barrier(MPI_COMM_WORLD);
+
+  float mean; // float!!
+
+  // the root computes the mean (only one to know the global size)
+  if (my_rank == root_rank)
+  {
+    mean = ((float)global_sum) / global_size;
+    printf("Process %d computed the mean = %f.\n", my_rank, mean);
+  }
+
+  // broadcast of the mean to all process
+  MPI_Bcast(&mean, 1, MPI_FLOAT, root_rank, MPI_COMM_WORLD);
+
+  // print the mean
+  printf("Process %d got the mean = %f.\n", my_rank, mean);
+
+  // barriere pour clean un peu le stdout
+  // MPI_Barrier(MPI_COMM_WORLD);
+
+  // compute the number of values (from the local vector) over the mean
+  int local_number = 0;
+  for (int i = 0; i < local_size; i++)
+  {
+    if (local_vector[i] >= mean)
+      local_number++;
+  }
+  printf("Process %d has %d values over the mean.\n", my_rank, local_number);
+
+  // reduce these numbers on root process
+  int over_the_mean;
+  MPI_Reduce(&local_number, &over_the_mean, 1, MPI_INT, MPI_SUM, root_rank, MPI_COMM_WORLD);
+
+  // print the total number of values over the mean
+  if (my_rank == root_rank) {
+    printf("the total number of values over the mean is %d.\n", over_the_mean);
+  }
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
--- a/BE/04_n-corps/n-corps.md
+++ b/BE/04_n-corps/n-corps.md
@ -0,0 +1,170 @@
+# Exercice 4 : problème aux N-corps
+
+Ce fichier fait partie du rendu évalué pour le BE de Calcul parallèle.
+
+## Question 1
+
+Déterminer quels calculs peuvent être parallélisés et quelles communications mettre en place dans le code séquentiel suivant. Proposer une réécriture parallèle avectransmission de messages de ce code.
+
+```
+variables : force[1,...,N], data[1,...,N]
+for t in 1, nb_steps do
+  for i in 1, N do
+    force[i] = 0
+    for j in 1, N do
+      force[i] = force[i] + interaction(data[i], data[j])
+    end for
+  end for
+  for i in 1, N do
+    data[i] = update(data[i], force[i])
+  end for
+end for
+```
+
+### Réponse Q2
+
+On suppose que l'on possède K processus, tels que N divise K.
+Par exemple K = 2N.
+
+```C
+variables (globales) : K, N, ratio
+variables (locales)  : ik, force[1,...,ratio]
+variables            : data[1,...,N]
+
+// data est à la fois globale et locale car on le communique entre les processus
+
+ratio = K / N
+
+// Chaque processus k va s'occuper de `ratio` corps
+// par exemple si `ratio` = 2
+// processus 0 -> corps 0 + corps 1
+// processus 1 -> corps 2 + corps 3
+// ...
+
+// Chaque processus doit connaitre `data`
+// (seul le process 0 connait `data` au début)
+// -> Broadcast data from 0 to all
+
+// cette boucle n'est pas parallélisable
+// on a besoin de t-1 pour calculer t
+for t in 1, nb_steps do 
+
+  ik = 0
+
+  // cette boucle est parralélisable
+  // dans le code on va "split" `N` par paquets de `ratio`
+  for i in 1, N do
+    if je_mocuppe_de_ce_corps(i, N, K) // on peut split de cette manière
+      
+      // on reset les forces
+      force[ik] = 0
+
+      // on calcule la force totale des corps qu'on s'occupe
+      for j in 1, N do
+        force[ik] = force[ik] + interaction(data[i], data[j])
+      end for
+      
+      // on update notre `data` local
+      data[i] = update(data[i], force[ik])
+      ik++
+
+    end if
+  end for
+
+  // une fois chaque `data` updaté localement (dans chaque processus)
+  // il faut rassembler toutes ces infos
+  // -> All_Gather des data locaux
+  // on obtient un `data` synchronisé entre tous les processus,
+  // comme lors du premier broadcast
+
+end for
+```
+
+## Question 2
+
+Proposer une version parallèle du code suivant.
+
+```
+variables : force[1,...,N], data[1,...,N]
+for t in 1, nb_steps do
+  for i in 1, N do
+    force[i] = 0
+  end for
+  for i in 1, N do
+    for j in 1, i-1 do
+      f = interaction(data[i],data[j])
+      force[i] = force[i] + f
+      force[j] = force[j] - f
+    end for
+  end for
+  for i in 1, N do
+    data[i] = update(data[i], force[i])
+  end for
+end for
+```
+
+### Réponse Q2
+
+
+```C
+variables (globales) : force[1,...,N], data[1,...,N]
+
+// Chaque processus doit connaitre `data`
+// (seul le process 0 connait `data` au début)
+// -> Broadcast data from 0 to all
+
+// cette boucle n'est pas parallélisable
+// on a besoin de t-1 pour calculer t
+for t in 1, nb_steps do
+
+  // on calcul les forces (plus efficacement)
+  // on effectue N(N-1)/2 appels à `interaction`
+  for i in 1, N do
+    if je_mocuppe_de_ce_corps(i, N, K) // je m'occupe de cette "colonne"
+
+      // on reset les forces
+      force[i] = 0
+
+      // on calcule la force totale des corps qu'on s'occupe
+      for j in 1, i-1 do
+        f = interaction(data[i],data[j])
+        force[i] = force[i] + f
+        force[j] = force[j] - f
+      end for
+
+      // on reduce les forces que l'on a calculé pour chaque corps
+      // -> All_reduce
+
+      // on update notre `data` local
+      data[i] = update(data[i], force[i])
+    end if
+  end for
+
+  // une fois chaque `data` updaté localement (dans chaque processus)
+  // il faut rassembler toutes ces infos
+  // -> All_Gather des data locaux
+  // on obtient un `data` synchronisé entre tous les processus,
+  // comme lors du premier broadcast
+
+end for
+```
+
+## Question 3
+
+Quels sont les inconvénients de cette version ?
+Proposer une solution pour les atténuer.
+
+### Réponse Q3
+
+L'inconvénient de cette version est que l'on doit désormais répartir des calculs "en triangle". En effet puisque l'on ne calcul aucune redondance de interaction, on effectue les calculs suivants:
+
+|   | 0 | 1 | 2 | 3 |
+|:-:|:-:|:-:|:-:|:-:|
+| 0 |   | x | x | x |
+| 1 |   |   | x | x |
+| 2 |   |   |   | x |
+| 3 |   |   |   |   |
+
+On doit alors effectuer $\frac{N(N-1)}2$ calculs, ce qui est plus compliqué à répartir sur $K = \frac{N}{ratio}$ processus. La manière naïve que j'ai utilisé pour paralléliser le code Question 2 est sous optimal puisque la chaque de calcul entre chaque processus n'est pas égal.
+
+Une manière plus efficace serait, un peu comme dans openMP, de créer des tasks pour chaque calcul de `interaction` et de répartir uniformément ces tasks entre chaque processus.
--- a/BE/Makefile
+++ b/BE/Makefile
@ -0,0 +1,11 @@
+SOURCES=01_RingD 02_normA 03_overmean 04_n-corps
+
+all: collect
+
+
+collect:
+	echo ${USER}
+	(cd 01_RingD; make clean)
+	(cd 02_normA; make clean)
+	(cd 03_overmean; make clean)
+	tar cvf Calcul_${USER}_`hostname | cut -d'.' -f1`.tar ${SOURCES}
--- a/BE/init.sh
+++ b/BE/init.sh
@ -0,0 +1,6 @@
+#!/bin/bash
+SIMGRID=/mnt/n7fs/ens/tp_guivarch/opt2021/simgrid-3.31
+
+export PATH=${SIMGRID}/bin:${PATH}
+
+alias smpirun="smpirun -hostfile ${SIMGRID}/archis/cluster_hostfile.txt -platform ${SIMGRID}/archis/cluster_crossbar.xml"
--- a/TP1/00_Who_am_i/Makefile
+++ b/TP1/00_Who_am_i/Makefile
@ -0,0 +1,15 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: who_am_i
+
+clean:
+	rm -f *.o who_am_i
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $< 
+
+who_am_i: who_am_i.o
+	$(MPICC) -o $@ $^ 
+
--- a/TP1/00_Who_am_i/who_am_i.c
+++ b/TP1/00_Who_am_i/who_am_i.c
@ -0,0 +1,26 @@
+#include <stdio.h>
+#include <mpi.h>
+
+int main( int argc, char *argv[] ) {
+
+  int rank, size;
+  int l;
+  char name[MPI_MAX_PROCESSOR_NAME];
+
+  MPI_Init( &argc, &argv );
+
+  // Get rank
+  MPI_Comm_rank(MPI_COMM_WORLD, &rank);
+
+  // Get size
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  // Get name
+  MPI_Get_processor_name (name , &l);
+
+  printf("Hello world from process %d of %d on processor named %s\n", rank, size, name);
+  
+  MPI_Finalize();
+  
+  return 0;
+}
--- a/TP1/01_Ring/Makefile
+++ b/TP1/01_Ring/Makefile
@ -0,0 +1,14 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: ring
+
+clean:
+	rm -rf *.o ring
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $< 
+
+ring: ring.o
+	$(MPICC) -o $@ $^ 
--- a/TP1/01_Ring/ring.c
+++ b/TP1/01_Ring/ring.c
@ -0,0 +1,74 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+
+int main(int argc, char *argv[])
+{
+
+  int value;
+  int my_rank, size;
+  int previous, next;
+  MPI_Status status;
+
+  MPI_Init(NULL, NULL);
+
+  // Get number of processes
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  // determine my neighbours according to my rank
+  if (my_rank == 0)
+  {
+    previous = size - 1;
+    next = my_rank + 1;
+  }
+  else if (my_rank == size - 1)
+  {
+    previous = my_rank - 1;
+    next = 0;
+  }
+  else
+  {
+    previous = my_rank - 1;
+    next = my_rank + 1;
+  }
+
+  value = 1;
+
+  // The nodes, starting with node 0, transmit the value to each other,
+  // each time multiplying it by 2.
+  // At the end of the transmission, node 0 receives the value 2^(size-1)
+  //
+  // Instruction: before each send and after each receive, each node displays
+  //   - its rank
+  //   - the type communication (send, recv)
+  //   - the value
+
+  // receive value from previous node
+  if (my_rank != 0)
+  {
+    MPI_Recv(&value, 1, MPI_INT, previous, 0, MPI_COMM_WORLD, &status);
+    printf("RECEIVED from process %d of %d, value = %d\n", my_rank, size, value);
+    value = value * 2;
+  }
+  else
+  {
+    printf("START, value = %d\n", value);
+  }
+
+  printf("SENDING from process %d of %d, value = %d\n", my_rank, size, value);
+
+  // send value to next node
+  if (my_rank != size - 1)
+  {
+    MPI_Send(&value, 1, MPI_INT, next, 0, MPI_COMM_WORLD);
+  }
+  else
+  {
+    printf("The End, value = %d\n", value);
+  }
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
--- a/TP1/02_Limite/Makefile
+++ b/TP1/02_Limite/Makefile
@ -0,0 +1,14 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: limite
+
+clean:
+	rm -rf *.o limite
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $< 
+
+limite: limite.o
+	$(MPICC) -Dhave_mpi -o $@ $^ 
--- a/TP1/02_Limite/limite.c
+++ b/TP1/02_Limite/limite.c
@ -0,0 +1,86 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+
+int main(int argc, char *argv[])
+{
+
+  int size;
+  int my_rank;
+  int data_size = -100;
+  int *buffer_send, *buffer_recv;
+  int tag;
+  MPI_Status status;
+  int l;
+  char name[MPI_MAX_PROCESSOR_NAME];
+
+  // Make sure that the command line has one argument (the size of the data)
+
+  if (argc != 2)
+  {
+    printf("usage : limite <data size>\n");
+    return EXIT_FAILURE;
+  }
+
+  MPI_Init(&argc, &argv);
+
+  // Make sure exactly 2 MPI processes are used
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+  if (size != 2)
+  {
+    printf("%d MPI processes used, please use 2.\n", size);
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+  MPI_Get_processor_name(name, &l);
+  printf("process %d of %d on processor named %s\n", my_rank, size, name);
+
+  // Prepare parameters
+
+  data_size = atoi(argv[1]);
+  printf("The size of the data is %d\n", data_size);
+
+  buffer_send = (int *)malloc(data_size * sizeof(int));
+  buffer_recv = (int *)malloc(data_size * sizeof(int));
+  buffer_send[0] = (my_rank == 0) ? 12345 : 67890;
+
+  tag = 0;
+
+  if (my_rank == 0)
+  {
+    // node 0 sends its buffer buffer_send of size data_size to node 1
+    MPI_Send(buffer_send, data_size, MPI_INT, 1, tag, MPI_COMM_WORLD);
+    // node 0 receives in its buffer buffer_recv data from node 1
+    MPI_Recv(buffer_recv, data_size, MPI_INT, 1, tag, MPI_COMM_WORLD, &status);
+    printf("MPI process %d received value %d from MPI process %d.\n", my_rank, buffer_recv[0], 1);
+  }
+  else
+  {
+    // node 1 sends its buffer buffer_send of size data_size to node 0
+    MPI_Send(buffer_send, data_size, MPI_INT, 0, tag, MPI_COMM_WORLD);
+    // node 1 receives in its buffer buffer_recv data from node 0
+    MPI_Recv(buffer_recv, data_size, MPI_INT, 0, tag, MPI_COMM_WORLD, &status);
+    printf("MPI process %d received value %d from MPI process %d.\n", my_rank, buffer_recv[0], 0);
+  }
+
+  free(buffer_send);
+  free(buffer_recv);
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
+
+// (a) rappelez pour quelle taille de message (petite, grande), MPI Send aura un comportement asynchrone (resp. synchrone)
+// ->
+
+// (b) que va-t-il se passer quand votre programme, compl ́et ́e comme indiqu ́e, sera appel ́e avec une taille de message qui fera que MPI Send sera synchrone ?
+// -> deadlock, on passe en synchrone
+
+// (c) estimez `a 10 entiers pr`es, la taille limite sur deux noeuds du mˆeme ordinateur ?
+// -> 16383
+
+// (d) proposez une solution pour que l’ ́echange entre les deux noeuds puissent se faire au del`a de cette limite (plusieurs r ́eponses possibles). Vous avez la possibilit ́e de les tester en dehors de la s ́eance.
+// -> découper le buffer de telle manière à n'envoyer que des petits buffers en asynchrone
+// -> changer ordre send/recv du deuxième noeud
--- a/TP1/03_Dot/Makefile
+++ b/TP1/03_Dot/Makefile
@ -0,0 +1,14 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: dotp
+
+clean:
+	rm -rf *.o dotp
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+dotp: dotp.o
+	$(MPICC) -o $@ $^  -lm
--- a/TP1/03_Dot/dotp.c
+++ b/TP1/03_Dot/dotp.c
@ -0,0 +1,91 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+#include <mpi.h>
+
+// perform the dot product between the two vectors x and y of size n
+float dot(float x[], float y[], int n);
+
+int main(int argc, char *argv[])
+{
+
+  int const local_data_size = 5;
+  float local_x[local_data_size], local_y[local_data_size];
+  float local_dot, global_dot1, global_dot2, reference;
+  int borne;
+
+  int my_rank, size;
+
+  MPI_Init(NULL, NULL);
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  borne = size * local_data_size - 1;
+  reference = (float)(borne * (borne + 1) * (2 * borne + 1) / 6);
+
+  // Initialization of both local vectors with the same values
+  // the global vectors would be [0, 1, ..., local_data_size -1]
+  for (int i = 0; i < local_data_size; i++)
+  {
+    local_x[i] = (float)(local_data_size * my_rank + i);
+    local_y[i] = (float)(local_data_size * my_rank + i);
+    // printf("[MPI process %d] value[%d]: %f\n", my_rank, i, local_x[i]);
+  }
+
+  local_dot = dot(local_x, local_y, local_data_size);
+
+  printf("[MPI process %d] my local dot product: %f\n", my_rank, local_dot);
+
+  /* Two-step operation */
+
+  global_dot1 = 0.0;
+
+  // Step 1
+  // Use a collective communication to compute the global dot product
+  // in such a way that the node 0 gets this value
+  MPI_Reduce(&local_dot, &global_dot1, 1, MPI_FLOAT, MPI_SUM, 0, MPI_COMM_WORLD);
+
+  // Node 0 displays the global value and the reference (sum of first integer ^ 2)
+  if (my_rank == 0)
+  {
+    printf("[MPI process %d] *Two-step collective operation* global dot product: %f == %f\n", my_rank, global_dot1, reference);
+  }
+
+  // Step 2
+  // Use a collective communication to broadcast the global value on each node
+  MPI_Bcast(&global_dot1, 1, MPI_FLOAT, 0, MPI_COMM_WORLD);
+
+  // A node i (i different from 0) displays the global value
+  if (my_rank != 0)
+  {
+    printf("[MPI process %d] *Two-step collective operation* global dot product: %f == %f\n", my_rank, global_dot1, reference);
+  }
+
+  /* One-step operation */
+
+  global_dot2 = 0;
+
+  // Step 3
+  // Now use one single collective communication to perfom both step 1 and 2
+  MPI_Allreduce(&local_dot, &global_dot2, 1, MPI_FLOAT, MPI_SUM, MPI_COMM_WORLD);
+
+  // Another node displays the global value
+  printf("[MPI process %d] *One-step collective operation* global dot product: %f == %f\n", my_rank, global_dot2, reference);
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
+
+float dot(float x[], float y[], int n)
+{
+  float res = 0.0;
+
+  for (int i = 0; i < n; i++)
+  {
+    res += x[i] * y[i];
+  }
+
+  return res;
+}
--- a/TP1/04_Mult/Makefile
+++ b/TP1/04_Mult/Makefile
@ -0,0 +1,14 @@
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: MultAv
+
+clean:
+	rm -rf *.o MultAv
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+MultAv: MultAv.o
+	$(MPICC) -o $@ $^ 
--- a/TP1/04_Mult/MultAv.c
+++ b/TP1/04_Mult/MultAv.c
@ -0,0 +1,119 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+
+void multAv(double x[], double *A, double y[], int m, int n);
+
+void init0(double x[], int n);
+
+int main(int argc, char *argv[])
+{
+  int size;
+  int const n = 12;
+  int my_rank;
+  MPI_Init(&argc, &argv);
+
+  // Get number of processes and check that 4 processes are used
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+  if (size != 4)
+  {
+    printf("This application is meant to be run with 4 MPI processes.\n");
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+  // Get my rank
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  // Declaration and Initialization of A (one for all components)
+  // the number of bloc of lines, b,  is the same for all node
+  // (if you don't change the constants)
+  int b = n / size;
+  double *A;
+
+  A = (double *)malloc(b * n * sizeof(double));
+
+  for (int i = 0; i < b; i++)
+  {
+    for (int j = 0; j < n; j++)
+    {
+      A[i * n + j] = 1.0;
+      // A[i*n + j] = (double) my_rank;
+      // A[i*n + j] = (double) my_rank*(i+1)+(j+1);
+      // printf("Process [%d], A[%d][%d] = %f\n", my_rank, i, j, A[i*n+j]);
+    }
+  }
+
+  // reference vector to verify that the global vector is correct
+  double v_ref[n];
+  for (int i = 0; i < n; i++)
+  {
+    v_ref[i] = (double)i;
+  }
+
+  // local vector
+  double v_local[b];
+  for (int i = 0; i < b; i++)
+  {
+    v_local[i] = (double)b * my_rank + i;
+    // printf("Process [%d], v_local[%d] = %f\n", my_rank, i, v_local[i]);
+  }
+
+  // global vector
+  double v_global[n];
+  init0(v_global, n);
+
+  // Use a collective communication in order to gather on ALL the nodes the
+  // part of the local vector into the global vector
+
+  MPI_Allgather(v_local, b, MPI_DOUBLE, v_global, b, MPI_DOUBLE, MPI_COMM_WORLD);
+
+  // the node 2 checks if the global vector is correct
+  if (my_rank == 2)
+  {
+    for (int i = 0; i < n; i++)
+    {
+      printf("Process [%d], vérif[%d] = %f\n", my_rank, i, v_global[i] - v_ref[i]);
+    }
+  }
+
+  MPI_Barrier(MPI_COMM_WORLD);
+
+  // vector x_loc = A * v_global
+  double x_loc[b];
+  init0(x_loc, b);
+
+  // Perform the multiplication
+  multAv(x_loc, A, v_global, b, n);
+
+  // each node displays x (with A, full of ones, all the components of x should be the same)
+  for (int i = 0; i < b; i++)
+  {
+    printf("Process [%d], x_loc[%d] = %f\n", my_rank, i, x_loc[i]);
+  }
+
+  MPI_Finalize();
+
+  return EXIT_SUCCESS;
+}
+
+void multAv(double x[], double *A, double y[], int m, int n)
+{
+  for (int i = 0; i < m; i++)
+  {
+    x[i] = 0.0;
+    for (int j = 0; j < n; j++)
+    {
+      x[i] += A[i * n + j] * y[j];
+    }
+  }
+  return;
+}
+
+void init0(double x[], int n)
+{
+  for (int i = 0; i < n; i++)
+  {
+    x[i] = 0.0;
+  }
+  return;
+}
--- a/TP1/05_CG/CG_par
+++ b/TP1/05_CG/CG_par
--- a/TP1/05_CG/CG_par.c
+++ b/TP1/05_CG/CG_par.c
@ -0,0 +1,121 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <math.h>
+
+#include "util.h"
+
+void cg_par(double *A_local, double *rhs_local, int N, int b, float tol)
+{
+
+  int size;
+  int my_rank;
+
+  // Get number of processes
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  // Get my rank
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  //**************** Parallel CG (M == N)
+  int num_it, max_it;
+  double x[b], r[b], Ap[b];
+  double p_local[b], p_global[N];
+  double nr_global, nr_local;
+  double np2_global, np2_local;
+  double epsilon;
+  double alpha, beta;
+
+  max_it = 100;
+
+  // initialization of the solution (local vector)
+  for (int i = 0; i < b; i++)
+  {
+    x[i] = 0.0;
+  }
+
+  // compute the global norm of the rhs_local (dot product, then sqrt);
+  // all the nodes must have this value
+  nr_local = dot(rhs_local, rhs_local, b);
+  MPI_Allreduce(&nr_local, &nr_global, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD);
+  nr_global = sqrt(nr_global);
+  // if (my_rank == 0) printf("nr = %lg\n", nr_global);
+
+  // threshold of the CG
+  epsilon = tol * nr_global;
+
+  // Initialization of p_local and r (local vectors)
+  copy_v(p_local, rhs_local, b);
+  copy_v(r, rhs_local, b);
+
+  // number of iterations
+  num_it = 0;
+
+  printf("num_it %d -- epsilon %lg -- nr_global %lg\n", num_it, epsilon, nr_global);
+
+  while ((nr_global > epsilon) && (num_it < max_it))
+  {
+
+    // Compute the local vector Ap = A_local*p_global
+    // => gather p_local vectors to p_global
+    MPI_Allgather(p_local, b, MPI_DOUBLE, p_global, b, MPI_DOUBLE, MPI_COMM_WORLD);
+
+    // display p_global
+    if (my_rank == 0)
+      printf("p_global = %lg\n", p_global);
+
+    // do the matrix-vector multiplication
+    multAv(Ap, A_local, p_global, b, N);
+
+    // compute the global dot product np2_global = (Ap_global, p_global)
+    // all the node must have this value
+    np2_local = dot(p_local, Ap, b);
+    MPI_Allreduce(&np2_local, &np2_global, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD);
+    if (my_rank == 0)
+      printf("np2 = %lg\n", np2_global);
+
+    // alpha
+    alpha = (nr_global * nr_global) / np2_global;
+    // if(my_rank == 0) printf("alpha = %lg\n", alpha);
+
+    // compute the new x and r (local vectors)
+    axpy(alpha, x, p_local, b);
+    axpy(-alpha, r, Ap, b);
+
+    // compute the global norm of the residual (dot product, then sqrt);
+    // all the nodes must have this value
+    nr_local = dot(r, r, b);
+    MPI_Allreduce(&nr_local, &nr_global, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD);
+    nr_global = sqrt(nr_global);
+    // if(my_rank == 0) printf("nr = %lg\n", nr_global);
+
+    // beta
+    beta = (nr_global * nr_global) / (alpha * np2_global);
+    // if(my_rank == 0) printf("beta = %lg\n", beta);
+
+    // compute the new p_local (local vector)
+    xpay(beta, r, p_local, b);
+
+    // increase the number of iterations
+    num_it++;
+
+    // if(my_rank == 0) printf("num_it %d -- nr_global %lg\n", num_it, nr_global);
+  }
+
+  free(A_local);
+
+  // gather the solution on the node 0
+  double x_global[N];
+  MPI_Gather(x, b, MPI_DOUBLE, x_global, b, MPI_DOUBLE, 0, MPI_COMM_WORLD);
+
+  // display the solution
+  if (my_rank == 0)
+  {
+    for (int i = 0; i < N; i++)
+    {
+      printf("x[%d] = %lg\n", i, x_global[i]);
+    }
+  }
+
+  return;
+}
--- a/TP1/05_CG/CG_par.h
+++ b/TP1/05_CG/CG_par.h
@ -0,0 +1 @@
+void cg_par(double *A_local, double *rhs, int N, int b, float tol);
--- a/TP1/05_CG/CG_sq.c
+++ b/TP1/05_CG/CG_sq.c
@ -0,0 +1,85 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "util.h"
+
+void cg_sq(double *A, double *rhs, int N, double tol)
+{
+
+  int num_it, max_it;
+  double x[N], p[N], r[N], Ap[N];
+  double nr;
+  double epsilon;
+  double np2, alpha, beta;
+
+  max_it = 100;
+
+  // initialization of the solution
+  for (int i = 0; i < N; i++)
+  {
+    // b[i] = (float) i;
+    x[i] = 0.0;
+  }
+
+  // compute the norm of the rhs (dot product, then sqrt)
+  nr = dot(rhs, rhs, N);
+  nr = sqrt(nr);
+  printf("nr = %lg\n", nr);
+
+  // threshold of the CG
+  epsilon = tol * nr;
+
+  // Initialization of p and r
+  copy_v(p, rhs, N);
+  copy_v(r, rhs, N);
+
+  // number of iterations
+  num_it = 0;
+
+  printf("num_it %d -- epsilon %lg -- nr %lg\n", num_it, epsilon, nr);
+
+  while ((nr > epsilon) && (num_it < max_it))
+  {
+
+    // Compute the vector Ap = A*p
+    multAv(Ap, A, p, N, N);
+
+    // compute the dot product np2 = (Ap, p)
+    np2 = dot(p, Ap, N);
+    printf("np2 = %lg\n", np2);
+
+    // alpha
+    alpha = (nr * nr) / np2;
+    // printf("alpha = %lg\n", alpha);
+
+    // compute the new x and r
+    axpy(alpha, x, p, N);
+    axpy(-alpha, r, Ap, N);
+
+    // compute the norm of the residual (dot product, then sqrt)
+    nr = dot(r, r, N);
+    nr = sqrt(nr);
+    // printf("nr = %lg\n", nr);
+
+    // beta
+    beta = (nr * nr) / (alpha * np2);
+    // printf("beta = %lg\n", beta);
+
+    // compute the new p
+    xpay(beta, r, p, N);
+
+    // increase the number of iterations
+    num_it++;
+
+    // printf("num_it %d -- nr %lg \n", num_it, nr);
+  }
+
+  // display the solution
+  for (int i = 0; i < N; i++)
+  {
+    printf("x[%d] = %lg\n", i, x[i]);
+  }
+
+  return;
+}
--- a/TP1/05_CG/CG_sq.h
+++ b/TP1/05_CG/CG_sq.h
@ -0,0 +1 @@
+void cg_sq(double *A, double *rhs, int N, double tol);
--- a/TP1/05_CG/Laplacien.mtx
+++ b/TP1/05_CG/Laplacien.mtx
@ -0,0 +1,21 @@
+%%MatrixMarket matrix coordinate real symmetric
+%-------------------------------------------------------------------------------
+% UF Sparse Matrix Collection, Tim Davis
+% http://www.cise.ufl.edu/research/sparse/matrices/HB/nos3
+% name: HB/nos3
+% [SYMMETRIC MATRIX, FE APPROXIMATION TO BIHARMONIC OPERATOR ON PLATE]
+% id: 219
+% date: 1982
+% author: H. Simon
+% ed: I. Duff, R. Grimes, J. Lewis
+% fields: title A name id date author ed kind
+% kind: structural problem
+%-------------------------------------------------------------------------------
+4 4 7
+1 1 2.0
+1 2 -1.0
+2 2 2.0
+2 3 -1.0
+3 3 2.0
+3 4 -1.0
+4 4 2.0
--- a/TP1/05_CG/Makefile
+++ b/TP1/05_CG/Makefile
@ -0,0 +1,18 @@
+CC=gcc
+MPICC=smpicc
+CFLAGS=-g -O4
+
+all: CG_par CG_sq
+
+clean:
+	rm -rf *.o CG_par CG_sq
+
+%.o: %.c
+	echo $@
+	$(MPICC) -c -Wall -o $@ $<
+
+CG_par: util.o CG_par.o main_par.o
+	$(MPICC) -o $@ $^  -lm
+
+CG_sq: util.o CG_sq.o main_sq.o
+	$(MPICC) -o $@ $^  -lm
--- a/TP1/05_CG/main_par.c
+++ b/TP1/05_CG/main_par.c
@ -0,0 +1,98 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <math.h>
+
+#include "util.h" 
+#include "CG_par.h"
+
+int main(int argc, char* argv[]) {
+
+  int size;
+  int my_rank;
+
+  FILE *f;
+  int M, N, nz;
+
+  double *A = NULL;
+  double *rhs;
+
+  double tol = 1e-6;
+
+  // Make sure that the command line has one argument (name of the matrix file)
+
+  if(argc != 2){
+    printf("usage : CG_par <file>\n");
+    return EXIT_FAILURE;
+  }
+
+  //**************** MPI Initialization
+
+  MPI_Init(&argc, &argv);
+
+  // Get number of processes and check that 4 processes are used
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  if(size != 4) {
+    printf("This application is meant to be run with 4 MPI processes.\n");
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+  // Get my rank
+  MPI_Comm_rank(MPI_COMM_WORLD, &my_rank);
+
+  //**************** READING OF THE MATRICE AND DISTRIBUTION OF THE BLOCS OF LINES TO EACH NODE
+
+  // You have the possibility to test with a small matrice ("Laplacien.txt")
+  // or a larger one ("nos3.mtx")
+  
+  f = fopen(argv[1], "r");
+
+  // All nodes get the sizes
+  mm_read_mtx_crd_size(f, &M, &N, &nz);
+  //printf("%d %d %d\n", M, N, nz);
+
+  // Reading the matrix by node 0
+  if(my_rank == 0) {
+
+    A = (double *) malloc(M*N*sizeof(double));
+    read_A(f, A, M, N, nz);
+
+    // increase diagonal to be sure to converge easily
+    for (int i = 0; i < M; i++) {
+      *(A+i*N+i) = *(A+i*N+i) + 10.0;
+    }
+    
+  }
+
+  if (f != stdin) fclose(f);
+
+  // DISTRIBUTION OF BLOCS => A_local(b, N)
+  int b = M / size;
+  double *A_local;
+
+  A_local = (double *) malloc(b*N*sizeof(double));
+  MPI_Scatter(A, b*N, MPI_DOUBLE, A_local, b*N, MPI_DOUBLE, 0, MPI_COMM_WORLD);
+
+  if(my_rank == 0) free(A);
+
+  //**************** END OF THE READING OF THE MATRICE AND THE DISTRIBUTION OF THE BLOCS OF LINES TO EACH NODE
+
+  //**************** PARALLEL CG (M == N)
+
+  rhs = (double *) malloc(b*sizeof(double));
+
+  // initialization of the right hand side (local vector)
+  for(int i = 0; i < b; i++){
+    rhs[i] = (float) (b*my_rank + i);
+  }
+
+  cg_par(A_local, rhs, N, b, tol);
+
+  //**************** END OF PARALLEL CG
+
+  MPI_Finalize();
+  printf("The End\n");
+
+  return EXIT_SUCCESS;
+}
--- a/TP1/05_CG/main_sq.c
+++ b/TP1/05_CG/main_sq.c
@ -0,0 +1,79 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+#include <mpi.h>
+
+#include "util.h" 
+#include "CG_sq.h" 
+
+
+int main(int argc, char* argv[]) {
+
+  int size;
+
+  FILE *f;
+  int M, N, nz;
+
+  double *A = NULL;
+
+  double *rhs;
+
+  double tol = 1e-6;
+
+  // Make sure that the command line has one argument (name of the matrix file)
+
+  if(argc != 2){
+    printf("usage : CG_sq <file>\n");
+    return EXIT_FAILURE;
+  }  
+
+  MPI_Init(&argc, &argv);
+
+  // Get number of processes and check that only 1 process is used
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+
+  if(size != 1) {
+    printf("This application is meant to be run with 1 MPI process.\n");
+    MPI_Abort(MPI_COMM_WORLD, EXIT_FAILURE);
+  }
+
+
+  //**************** READING THE MATRICE
+  
+  // You have the possibility to test with a small matrice ("Laplacien.txt")
+  // or a larger one ("nos3.mtx")
+  
+  f = fopen(argv[1], "r");
+
+  mm_read_mtx_crd_size(f, &M, &N, &nz);
+  //printf("%d %d %d\n", M, N, nz);
+
+  A = (double *) malloc(M*N*sizeof(double));
+  read_A(f, A, M, N, nz);
+
+  // increase diagonal to be sure to converge easily
+  for (int i = 0; i < M; i++) {
+    *(A+i*N+i) = *(A+i*N+i) + 10.0;
+  }
+
+  if (f !=stdin) fclose(f);
+
+  //**************** END OF READING THE MATRICE
+
+  //**************** SEQUENTIAL CG (M == N)
+
+  rhs = (double *) malloc(N*sizeof(double));
+
+  // initialization of the right-hand side
+  for(int i = 0; i < N; i++){
+    rhs[i] = (float) i;
+  }
+  cg_sq(A, rhs, N, tol);
+
+  //**************** END OF SEQUENTIAL CG
+  
+  MPI_Finalize();
+  printf("The End\n");
+
+  return EXIT_SUCCESS;
+}
--- a/TP1/05_CG/nos3.mtx
+++ b/TP1/05_CG/nos3.mtx
--- a/TP1/05_CG/util.c
+++ b/TP1/05_CG/util.c
@ -0,0 +1,114 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+#include <ctype.h>
+#include <string.h>
+
+#include "util.h"
+
+void multAv(double x[], double *A, double y[], int m, int n){
+
+  for(int i = 0; i < m; i++){
+    x[i] = 0.0;
+    for(int j = 0; j < n; j++){
+      x[i] += A[i*n + j] * y[j];
+    }
+  }
+  return;
+}
+
+void copy_v(double x[], double y[], int n){
+
+  for(int i = 0; i < n; i++){
+    x[i] = y[i];
+  }
+
+  return;
+}
+
+double dot(double x[], double y[], int n){
+  double res = 0.0;
+
+  for(int i = 0; i < n; i++){
+    res += x[i]*y[i];
+  }
+
+  return res;
+}
+
+void axpy(double a, double x[], double y[], int n){
+
+  for(int i = 0; i < n; i++){
+    x[i] = x[i] + a*y[i];
+  }
+
+  return;
+}
+
+void xpay(double a, double x[], double y[], int n){
+
+  for(int i = 0; i < n; i++){
+    y[i] = x[i] + a*y[i];
+  }
+
+  return;
+}
+
+int read_A(FILE *f, double *A, int M, int N, int nz){
+  int i, j, k;
+  double val;
+  int error;
+
+  for (i = 0; i < M; i++) {
+    for(j = 0; j < N; j++) {
+      *(A+i*N+j) = 0.0;
+    }
+  }
+
+  for (k = 0; k < nz; k++) {
+    error = fscanf(f, "%d %d %lg\n", &i, &j, &val);
+    if(!error) exit(0);
+    //printf("-- %d -- %d -- %lg\n", i, j, val);
+    *(A + (i-1)*N + (j-1)) = val;
+    // this is a symmetric matrix
+    *(A + (j-1)*N + (i-1)) = val;
+  }
+
+  /*
+  for (k = 0; k < nz; k++) {
+    printf("---- %lg\n",  *(A+k));
+  }
+  */
+
+  return 0;
+}
+
+int mm_read_mtx_crd_size(FILE *f, int *M, int *N, int *nz )
+{
+    char line[MM_MAX_LINE_LENGTH];
+    int num_items_read;
+
+    /* set return null parameter values, in case we exit with errors */
+    *M = *N = *nz = 0;
+
+    /* now continue scanning until you reach the end-of-comments */
+    do 
+    {
+        if (fgets(line,MM_MAX_LINE_LENGTH,f) == NULL) 
+            return MM_PREMATURE_EOF;
+    }while (line[0] == '%');
+
+    /* line[] is either blank or has M,N, nz */
+    if (sscanf(line, "%d %d %d", M, N, nz) == 3)
+        return 0;
+        
+    else
+    do
+    { 
+        num_items_read = fscanf(f, "%d %d %d", M, N, nz); 
+        if (num_items_read == EOF) return MM_PREMATURE_EOF;
+    }
+    while (num_items_read != 3);
+
+    return 0;
+}
--- a/TP1/05_CG/util.h
+++ b/TP1/05_CG/util.h
@ -0,0 +1,21 @@
+#include <ctype.h>
+
+#define MM_MAX_LINE_LENGTH 1025
+#define MatrixMarketBanner "%%MatrixMarket"
+#define MM_MAX_TOKEN_LENGTH 64
+#define MM_PREMATURE_EOF		12
+
+void multAv(double x[], double *A, double y[], int m, int n);
+
+void copy_v(double x[], double y[], int n);
+
+double dot(double x[], double y[], int n);
+
+void axpy(double a, double x[], double y[], int n);
+
+void xpay(double a, double x[], double y[], int n);
+
+int read_A(FILE *f, double *A, int M, int N, int nz);
+
+int mm_read_mtx_crd_size(FILE *f, int *M, int *N, int *nz);
+
--- a/TP1/init.sh
+++ b/TP1/init.sh
@ -0,0 +1,6 @@
+#!/bin/bash
+SIMGRID=/mnt/n7fs/ens/tp_guivarch/opt2021/simgrid-3.31
+
+export PATH=${SIMGRID}/bin:${PATH}
+
+alias smpirun="smpirun -hostfile ${SIMGRID}/archis/cluster_hostfile.txt -platform ${SIMGRID}/archis/cluster_crossbar.xml"
--- a/TP1/tp_mpi.pdf
+++ b/TP1/tp_mpi.pdf
--- a/TP2/.vscode/settings.json
+++ b/TP2/.vscode/settings.json
@ -0,0 +1,7 @@
+{
+    "files.associations": {
+        "*.html": "html",
+        "*.toml": "toml",
+        "*.bak": "c"
+    }
+}
--- a/TP2/Makefile
+++ b/TP2/Makefile
@ -0,0 +1,26 @@
+CC=gcc
+MPICC=smpicc
+LD=smpicc
+LDFLAGS=
+CFLAGS=-O4
+CLIBS=-lblas -llapack 
+INCLUDES=
+SOURCEDIR=src
+BUILDDIR=build
+
+all: dir main # test 
+
+test_env: dir who_am_i
+
+dir:
+	mkdir -p $(BUILDDIR)/bin
+
+clean:
+	rm -rf $(BUILDDIR)
+
+%.o: $(SOURCEDIR)/%.c
+	echo $@
+	$(MPICC) -c -Wall -o $(BUILDDIR)/$@ $< $(CFLAGS) $(INCLUDES)
+
+main: main.o gemms.o ex1.o ex2.o ex3.o utils.o dsmat.o
+	$(LD) -o $(BUILDDIR)/bin/$@ $(addprefix $(BUILDDIR)/,$^) $(CLIBS) $(LDFLAGS)
--- a/TP2/README
+++ b/TP2/README
@ -0,0 +1 @@
+https://laurent.fainsin.bzh/assets/CalcPar/
--- a/TP2/bench.csv
+++ b/TP2/bench.csv
@ -0,0 +1,151 @@
+m,n,k,b,p,q,algo,lookahead,gflops
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+3072,3072,3072,256,2,2,p2p-i-la,5,42.991526
+3072,3072,3072,256,2,2,p2p-i-la,5,42.991526
+3072,3072,3072,256,2,2,p2p-i-la,5,42.991526
+3072,3072,3072,256,2,2,p2p-i-la,5,42.991522
+3072,3072,3072,256,2,2,p2p-i-la,6,37.359194
+3072,3072,3072,256,2,2,p2p-i-la,6,37.359194
+3072,3072,3072,256,2,2,p2p-i-la,6,37.359194
+3072,3072,3072,256,2,2,p2p-i-la,6,37.359194
+3072,3072,3072,256,2,2,p2p-i-la,6,37.359197
+3072,3072,3072,256,2,2,p2p-i-la,7,42.991526
+3072,3072,3072,256,2,2,p2p-i-la,7,42.991538
+3072,3072,3072,256,2,2,p2p-i-la,7,42.991534
+3072,3072,3072,256,2,2,p2p-i-la,7,42.991534
+3072,3072,3072,256,2,2,p2p-i-la,7,42.991534
+3072,3072,3072,256,2,2,p2p-i-la,8,37.359200
+3072,3072,3072,256,2,2,p2p-i-la,8,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,8,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,8,37.359205
+3072,3072,3072,256,2,2,p2p-i-la,8,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,9,42.991549
+3072,3072,3072,256,2,2,p2p-i-la,9,42.991549
+3072,3072,3072,256,2,2,p2p-i-la,9,42.991549
+3072,3072,3072,256,2,2,p2p-i-la,9,42.991545
+3072,3072,3072,256,2,2,p2p-i-la,9,42.991545
+3072,3072,3072,256,2,2,p2p-i-la,10,37.359205
+3072,3072,3072,256,2,2,p2p-i-la,10,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,10,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,10,37.359214
+3072,3072,3072,256,2,2,p2p-i-la,10,37.359202
+3072,3072,3072,256,2,2,p2p-i-la,11,42.995159
+3072,3072,3072,256,2,2,p2p-i-la,11,42.995159
+3072,3072,3072,256,2,2,p2p-i-la,11,42.995144
+3072,3072,3072,256,2,2,p2p-i-la,11,42.995167
+3072,3072,3072,256,2,2,p2p-i-la,11,42.995152
+3072,3072,3072,256,2,2,p2p-i-la,12,42.995159
+3072,3072,3072,256,2,2,p2p-i-la,12,42.995159
+3072,3072,3072,256,2,2,p2p-i-la,12,42.995152
+3072,3072,3072,256,2,2,p2p-i-la,12,42.995171
+3072,3072,3072,256,2,2,p2p-i-la,12,42.995159
--- a/TP2/bench.sh
+++ b/TP2/bench.sh
@ -0,0 +1,39 @@
+source utils.sh
+echo BENCHMARKING THE METHODS
+# you can modify these values
+p=2
+q=2
+P=$((p * q))
+#generate_hostfile $P
+
+export OMP_NUM_THREADS=1
+export MKL_NUM_THREADS=1
+
+# proper benchmark <--- this could be a TODO for students ? (as in, show weak scaling and/or strong scaling)
+#mpi_options="-hostfile hostfiles/hostfile.$P.txt"
+mpi_options="-platform platforms/cluster_crossbar.xml -hostfile hostfiles/cluster_hostfile.txt -np $P"
+b=256
+iter=5
+traces="bench_traces"
+out="bench_outputs"
+csv="bench.csv"
+echo m,n,k,b,p,q,algo,lookahead,gflops >$csv
+for i in 4 8 12; do
+
+  n=$((i * b))
+  m=$n
+  k=$n
+  la=0
+  options="-c"
+
+  for algo in p2p bcast; do
+    run
+  done
+
+  for la in $(seq 1 $((n / b))); do
+    algo="p2p-i-la"
+    options="-c -l $la"
+    run
+  done
+
+done
--- a/TP2/check.csv
+++ b/TP2/check.csv
@ -0,0 +1,16 @@
+m,n,k,b,p,q,algo,lookahead,gflops
+2,2,2,2,2,2,p2p,0,0.000172
+2,2,2,2,2,2,p2p,0,0.000172
+2,2,2,2,2,2,p2p,0,0.000172
+2,2,2,2,2,2,p2p,0,0.000172
+2,2,2,2,2,2,p2p,0,0.000172
+2,2,2,2,2,2,bcast,0,0.000075
+2,2,2,2,2,2,bcast,0,0.000075
+2,2,2,2,2,2,bcast,0,0.000075
+2,2,2,2,2,2,bcast,0,0.000075
+2,2,2,2,2,2,bcast,0,0.000075
+2,2,2,2,2,2,p2p-i-la,1,0.000223
+2,2,2,2,2,2,p2p-i-la,1,0.000223
+2,2,2,2,2,2,p2p-i-la,1,0.000223
+2,2,2,2,2,2,p2p-i-la,1,0.000223
+2,2,2,2,2,2,p2p-i-la,1,0.000223
--- a/TP2/check.sh
+++ b/TP2/check.sh
@ -0,0 +1,39 @@
+source utils.sh
+echo BENCHMARKING THE METHODS
+# you can modify these values
+p=2
+q=2
+P=$((p * q))
+#generate_hostfile $P
+
+export OMP_NUM_THREADS=1
+export MKL_NUM_THREADS=1
+
+# proper benchmark <--- this could be a TODO for students ? (as in, show weak scaling and/or strong scaling)
+#mpi_options="-hostfile hostfiles/hostfile.$P.txt"
+mpi_options="-platform platforms/cluster_crossbar.xml -hostfile hostfiles/cluster_hostfile.txt -np 4"
+b=2
+iter=5
+traces="check_traces"
+out="check_outputs"
+csv="check.csv"
+echo m,n,k,b,p,q,algo,lookahead,gflops >$csv
+for i in 1; do
+
+  n=$((i * b))
+  m=$n
+  k=$n
+  la=0
+  options="-c"
+
+  for algo in p2p bcast; do
+    run
+  done
+
+  for la in $(seq 1 $((n / b))); do
+    algo="p2p-i-la"
+    options="-c -l $la"
+    run
+  done
+
+done
--- a/TP2/hostfiles/cluster_hostfile.txt
+++ b/TP2/hostfiles/cluster_hostfile.txt
@ -0,0 +1,256 @@
+host-0.hawaii.edu
+host-1.hawaii.edu
+host-2.hawaii.edu
+host-3.hawaii.edu
+host-4.hawaii.edu
+host-5.hawaii.edu
+host-6.hawaii.edu
+host-7.hawaii.edu
+host-8.hawaii.edu
+host-9.hawaii.edu
+host-10.hawaii.edu
+host-11.hawaii.edu
+host-12.hawaii.edu
+host-13.hawaii.edu
+host-14.hawaii.edu
+host-15.hawaii.edu
+host-16.hawaii.edu
+host-17.hawaii.edu
+host-18.hawaii.edu
+host-19.hawaii.edu
+host-20.hawaii.edu
+host-21.hawaii.edu
+host-22.hawaii.edu
+host-23.hawaii.edu
+host-24.hawaii.edu
+host-25.hawaii.edu
+host-26.hawaii.edu
+host-27.hawaii.edu
+host-28.hawaii.edu
+host-29.hawaii.edu
+host-30.hawaii.edu
+host-31.hawaii.edu
+host-32.hawaii.edu
+host-33.hawaii.edu
+host-34.hawaii.edu
+host-35.hawaii.edu
+host-36.hawaii.edu
+host-37.hawaii.edu
+host-38.hawaii.edu
+host-39.hawaii.edu
+host-40.hawaii.edu
+host-41.hawaii.edu
+host-42.hawaii.edu
+host-43.hawaii.edu
+host-44.hawaii.edu
+host-45.hawaii.edu
+host-46.hawaii.edu
+host-47.hawaii.edu
+host-48.hawaii.edu
+host-49.hawaii.edu
+host-50.hawaii.edu
+host-51.hawaii.edu
+host-52.hawaii.edu
+host-53.hawaii.edu
+host-54.hawaii.edu
+host-55.hawaii.edu
+host-56.hawaii.edu
+host-57.hawaii.edu
+host-58.hawaii.edu
+host-59.hawaii.edu
+host-60.hawaii.edu
+host-61.hawaii.edu
+host-62.hawaii.edu
+host-63.hawaii.edu
+host-64.hawaii.edu
+host-65.hawaii.edu
+host-66.hawaii.edu
+host-67.hawaii.edu
+host-68.hawaii.edu
+host-69.hawaii.edu
+host-70.hawaii.edu
+host-71.hawaii.edu
+host-72.hawaii.edu
+host-73.hawaii.edu
+host-74.hawaii.edu
+host-75.hawaii.edu
+host-76.hawaii.edu
+host-77.hawaii.edu
+host-78.hawaii.edu
+host-79.hawaii.edu
+host-80.hawaii.edu
+host-81.hawaii.edu
+host-82.hawaii.edu
+host-83.hawaii.edu
+host-84.hawaii.edu
+host-85.hawaii.edu
+host-86.hawaii.edu
+host-87.hawaii.edu
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+host-89.hawaii.edu
+host-90.hawaii.edu
+host-91.hawaii.edu
+host-92.hawaii.edu
+host-93.hawaii.edu
+host-94.hawaii.edu
+host-95.hawaii.edu
+host-96.hawaii.edu
+host-97.hawaii.edu
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+host-99.hawaii.edu
+host-100.hawaii.edu
+host-101.hawaii.edu
+host-102.hawaii.edu
+host-103.hawaii.edu
+host-104.hawaii.edu
+host-105.hawaii.edu
+host-106.hawaii.edu
+host-107.hawaii.edu
+host-108.hawaii.edu
+host-109.hawaii.edu
+host-110.hawaii.edu
+host-111.hawaii.edu
+host-112.hawaii.edu
+host-113.hawaii.edu
+host-114.hawaii.edu
+host-115.hawaii.edu
+host-116.hawaii.edu
+host-117.hawaii.edu
+host-118.hawaii.edu
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+host-120.hawaii.edu
+host-121.hawaii.edu
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+host-128.hawaii.edu
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+host-130.hawaii.edu
+host-131.hawaii.edu
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+host-133.hawaii.edu
+host-134.hawaii.edu
+host-135.hawaii.edu
+host-136.hawaii.edu
+host-137.hawaii.edu
+host-138.hawaii.edu
+host-139.hawaii.edu
+host-140.hawaii.edu
+host-141.hawaii.edu
+host-142.hawaii.edu
+host-143.hawaii.edu
+host-144.hawaii.edu
+host-145.hawaii.edu
+host-146.hawaii.edu
+host-147.hawaii.edu
+host-148.hawaii.edu
+host-149.hawaii.edu
+host-150.hawaii.edu
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+host-152.hawaii.edu
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+host-154.hawaii.edu
+host-155.hawaii.edu
+host-156.hawaii.edu
+host-157.hawaii.edu
+host-158.hawaii.edu
+host-159.hawaii.edu
+host-160.hawaii.edu
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+host-162.hawaii.edu
+host-163.hawaii.edu
+host-164.hawaii.edu
+host-165.hawaii.edu
+host-166.hawaii.edu
+host-167.hawaii.edu
+host-168.hawaii.edu
+host-169.hawaii.edu
+host-170.hawaii.edu
+host-171.hawaii.edu
+host-172.hawaii.edu
+host-173.hawaii.edu
+host-174.hawaii.edu
+host-175.hawaii.edu
+host-176.hawaii.edu
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+host-178.hawaii.edu
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+host-180.hawaii.edu
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+host-186.hawaii.edu
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+host-189.hawaii.edu
+host-190.hawaii.edu
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+host-192.hawaii.edu
+host-193.hawaii.edu
+host-194.hawaii.edu
+host-195.hawaii.edu
+host-196.hawaii.edu
+host-197.hawaii.edu
+host-198.hawaii.edu
+host-199.hawaii.edu
+host-200.hawaii.edu
+host-201.hawaii.edu
+host-202.hawaii.edu
+host-203.hawaii.edu
+host-204.hawaii.edu
+host-205.hawaii.edu
+host-206.hawaii.edu
+host-207.hawaii.edu
+host-208.hawaii.edu
+host-209.hawaii.edu
+host-210.hawaii.edu
+host-211.hawaii.edu
+host-212.hawaii.edu
+host-213.hawaii.edu
+host-214.hawaii.edu
+host-215.hawaii.edu
+host-216.hawaii.edu
+host-217.hawaii.edu
+host-218.hawaii.edu
+host-219.hawaii.edu
+host-220.hawaii.edu
+host-221.hawaii.edu
+host-222.hawaii.edu
+host-223.hawaii.edu
+host-224.hawaii.edu
+host-225.hawaii.edu
+host-226.hawaii.edu
+host-227.hawaii.edu
+host-228.hawaii.edu
+host-229.hawaii.edu
+host-230.hawaii.edu
+host-231.hawaii.edu
+host-232.hawaii.edu
+host-233.hawaii.edu
+host-234.hawaii.edu
+host-235.hawaii.edu
+host-236.hawaii.edu
+host-237.hawaii.edu
+host-238.hawaii.edu
+host-239.hawaii.edu
+host-240.hawaii.edu
+host-241.hawaii.edu
+host-242.hawaii.edu
+host-243.hawaii.edu
+host-244.hawaii.edu
+host-245.hawaii.edu
+host-246.hawaii.edu
+host-247.hawaii.edu
+host-248.hawaii.edu
+host-249.hawaii.edu
+host-250.hawaii.edu
+host-251.hawaii.edu
+host-252.hawaii.edu
+host-253.hawaii.edu
+host-254.hawaii.edu
+host-255.hawaii.edu
--- a/TP2/hostfiles/hostfile.txt
+++ b/TP2/hostfiles/hostfile.txt
@ -0,0 +1,16 @@
+node-0.simgrid.org
+node-1.simgrid.org
+node-2.simgrid.org
+node-3.simgrid.org
+node-4.simgrid.org
+node-5.simgrid.org
+node-6.simgrid.org
+node-7.simgrid.org
+node-8.simgrid.org
+node-9.simgrid.org
+node-10.simgrid.org
+node-11.simgrid.org
+node-12.simgrid.org
+node-13.simgrid.org
+node-14.simgrid.org
+node-15.simgrid.org
--- a/TP2/init.sh
+++ b/TP2/init.sh
@ -0,0 +1,4 @@
+#!/bin/bash
+SIMGRID=/mnt/n7fs/ens/tp_guivarch/opt2021/simgrid-3.31
+
+export PATH=${SIMGRID}/bin:${PATH}
--- a/TP2/log.txt
+++ b/TP2/log.txt
@ -0,0 +1,117 @@
+File smpi_simgrid.trace
+
+Errors :
+150 : Unknown container: 0
+153 : Unknown container: 0
+156 : Unknown container: 0
+165 : Unknown container: 0
+168 : Unknown container: 0
+171 : Unknown container: 0
+185 : Unknown container: 0
+191 : Unknown container: 0
+199 : Unknown container: 0
+205 : Unknown container: 0
+207 : Unknown container: 0
+213 : Unknown container: 0
+216 : Unknown container: 0
+221 : Unknown container: 0
+223 : Unknown container: 0
+231 : Unknown container: 0
+236 : Unknown container: 0
+243 : Unknown container: 0
+275 : Unknown container: 0
+283 : Unknown container: 0
+285 : Unknown container: 0
+287 : Unknown container: 0
+294 : Unknown container: 0
+303 : Unknown container: 0
+362 : Unknown container: 0
+364 : Unknown container: 0
+366 : Unknown container: 0
+371 : Unknown container: 0
+373 : Unknown container: 0
+375 : Unknown container: 0
+380 : Unknown container: 0
+382 : Unknown container: 0
+384 : Unknown container: 0
+389 : Unknown container: 0
+391 : Unknown container: 0
+393 : Unknown container: 0
+398 : Unknown container: 0
+400 : Unknown container: 0
+402 : Unknown container: 0
+407 : Unknown container: 0
+409 : Unknown container: 0
+411 : Unknown container: 0
+416 : Unknown container: 0
+418 : Unknown container: 0
+420 : Unknown container: 0
+425 : Unknown container: 0
+427 : Unknown container: 0
+429 : Unknown container: 0
+434 : Unknown container: 0
+436 : Unknown container: 0
+438 : Unknown container: 0
+443 : Unknown container: 0
+445 : Unknown container: 0
+447 : Unknown container: 0
+570 : Unknown container: 0
+573 : Unknown container: 0
+576 : Unknown container: 0
+585 : Unknown container: 0
+588 : Unknown container: 0
+591 : Unknown container: 0
+604 : Unknown container: 0
+612 : Unknown container: 0
+619 : Unknown container: 0
+625 : Unknown container: 0
+627 : Unknown container: 0
+633 : Unknown container: 0
+635 : Unknown container: 0
+641 : Unknown container: 0
+643 : Unknown container: 0
+650 : Unknown container: 0
+656 : Unknown container: 0
+663 : Unknown container: 0
+695 : Unknown container: 0
+703 : Unknown container: 0
+705 : Unknown container: 0
+707 : Unknown container: 0
+713 : Unknown container: 0
+723 : Unknown container: 0
+782 : Unknown container: 0
+784 : Unknown container: 0
+786 : Unknown container: 0
+791 : Unknown container: 0
+793 : Unknown container: 0
+795 : Unknown container: 0
+800 : Unknown container: 0
+802 : Unknown container: 0
+804 : Unknown container: 0
+809 : Unknown container: 0
+811 : Unknown container: 0
+813 : Unknown container: 0
+818 : Unknown container: 0
+820 : Unknown container: 0
+822 : Unknown container: 0
+827 : Unknown container: 0
+829 : Unknown container: 0
+831 : Unknown container: 0
+836 : Unknown container: 0
+838 : Unknown container: 0
+840 : Unknown container: 0
+845 : Unknown container: 0
+847 : Unknown container: 0
+849 : Unknown container: 0
+854 : Unknown container: 0
+856 : Unknown container: 0
+858 : Unknown container: 0
+863 : Unknown container: 0
+865 : Unknown container: 0
+867 : Unknown container: 0
+
+Warnings :
+1 : the definition is not identified
+2 : the definition is not identified
+
+Your trace has 108 errors and 2 warnings.
--- a/TP2/platforms/cluster_crossbar.xml
+++ b/TP2/platforms/cluster_crossbar.xml
@ -0,0 +1,7 @@
+<?xml version='1.0'?>
+<!DOCTYPE platform SYSTEM "http://simgrid.gforge.inria.fr/simgrid/simgrid.dtd">
+<platform version="4.1">
+    <zone id="AS0" routing="Full">
+        <cluster id="my_cluster" prefix="host-" suffix=".hawaii.edu" radical="0-255" speed="1Gf" bw="125Mbps" lat="5us"/>
+    </zone>
+</platform>
--- a/TP2/platforms/cluster_fat_tree.xml
+++ b/TP2/platforms/cluster_fat_tree.xml
@ -0,0 +1,17 @@
+<?xml version='1.0'?>
+<!DOCTYPE platform SYSTEM "https://simgrid.org/simgrid.dtd">
+<platform version="4.1">
+  <!-- This is an example for a fat tree cluster.
+  This is taken from figure 1(b) of the paper "D-Mod-K Routing Providing on-Blocking Traffic for Shift Permutations on
+  Real Life Fat Trees" available at https://ece.technion.ac.il/wp-content/uploads/2021/01/publication_776.pdf
+  This defines a two levels fat-tree, with 4 leaf switches connected to 4 nodes each and 2 core switches connected to
+  each leaf switch by two cables -->
+
+  <zone id="world" routing="Full">
+    <cluster id="bob_cluster"
+	     prefix="node-" radical="0-15" suffix=".simgrid.org"
+	     speed="1Gf" bw="125MBps" lat="50us"
+             topology="FAT_TREE" topo_parameters="2;4,4;1,2;1,2"
+	     loopback_bw="100MBps" loopback_lat="0" />
+  </zone>
+</platform>
--- a/TP2/platforms/default.xml
+++ b/TP2/platforms/default.xml
@ -0,0 +1,17 @@
+<?xml version='1.0'?>
+<!DOCTYPE platform SYSTEM "https://simgrid.org/simgrid.dtd">
+<platform version="4.1">
+  <!-- This is an example for a fat tree cluster.
+  This is taken from figure 1(b) of the paper "D-Mod-K Routing Providing on-Blocking Traffic for Shift Permutations on
+  Real Life Fat Trees" available at https://ece.technion.ac.il/wp-content/uploads/2021/01/publication_776.pdf
+  This defines a two levels fat-tree, with 4 leaf switches connected to 4 nodes each and 2 core switches connected to
+  each leaf switch by two cables -->
+
+  <zone id="world" routing="Full">
+    <cluster id="bob_cluster"
+	     prefix="node-" radical="0-15" suffix=".simgrid.org"
+	     speed="1Gf" bw="125MBps" lat="50us"
+             topology="FAT_TREE" topo_parameters="2;4,4;1,2;1,2"
+	     loopback_bw="100MBps" loopback_lat="0" />
+  </zone>
+</platform>
--- a/TP2/platforms/simgrid_update_xml.pl
+++ b/TP2/platforms/simgrid_update_xml.pl
@ -0,0 +1,277 @@
+#! /usr/bin/env perl
+eval 'exec perl -S $0 ${1+"$@"}'
+    if $running_under_some_shell;
+
+# This script updates the simgrid XML file passed as argument (modification in place)
+# It is built to do the conversion incrementally.
+
+# Copyright (c) 2006-2022. The SimGrid Team.
+# All rights reserved.
+#
+# This program is free software; you can redistribute it and/or modify it
+# under the terms of the license (GNU LGPL) which comes with this package.
+
+=encoding UTF-8
+
+=head1 NAME
+
+simgrid_update_xml - updates simgrid XML files to latest version
+
+=head1 SYNOPSIS
+
+B<simgrid_update_xml> I<xml_file>
+
+=head1 DESCRIPTION
+
+simgrid_update_xml updates the simgrid XML file passed as argument.  The file
+is modified in place, without any kind of backup. You may want to save a copy
+before running the script.
+
+In SimGrid XML files, the standard version is indicated in the version
+attribute of the platform tag. Current version is 4. Here is a list of major
+changes in each version.
+
+=over 4
+
+=item B<Version 0:> Used before SimGrid 3.3
+
+=item B<Version 1:> Introduced in SimGrid 3.3
+
+=over 4
+
+=item
+
+The version attribute of platform were added to allow file versioning.
+
+=item
+
+The link bandwidth changed from Mb/s to b/s; and the CPU power were changed
+from MFlop/s to Flop/s
+
+=back
+
+=item B<Version 2:> Introduced in SimGrid 3.4
+
+=over
+
+=item
+
+Several tags were renamed:
+
+  CPU -> HOST
+  NETWORK_LINK -> LINK
+  ROUTE_ELEMENT ->  LINK_CTN
+  PLATFORM_DESCRIPTION -> PLATFORM
+
+=back
+
+=item B<Version 3:> Introduced in SimGrid 3.5
+
+=over 4
+
+=item
+
+The AS tag were introduced. Every platform should now contain an englobing AS
+tag.
+
+=item
+
+Routes are now symmetric by default.
+
+=item
+
+Several tags were renamed (for sake of XML sanity):
+
+  LINK:CTN -> LINK_CTN
+  TRACE:CONNECT -> TRACE_CONNECT
+
+=back
+
+=item B<Version 4:> Introduced in SimGrid 3.13
+
+=over 4
+
+=item
+
+Rename the attributes describing the amount of flop that a host / peer / cluster / cabinet can deliver per second.
+
+  <host power=...> -> <host speed=...>
+
+=item
+
+In <trace_connect>, attribute kind="POWER" is now kind="SPEED".
+
+=item
+
+The DOCTYPE points to the right URL.
+
+=item
+
+Units are now mandatory in attributes. USE THE SCRIPT sg_xml_unit_converter.py TO CONVERT THIS
+
+     - speed. Old default: 'f' or 'flops'. Also defined:
+        'Yf',         'Zf',         'Ef',       'Pf',        'Tf',        'Gf',        'Mf',        'kf'
+        'yottaflops', 'zettaflops', 'exaflops', 'petaflops', 'teraflops', 'gigaflops', 'megaflops', 'kiloflops'
+
+     - bandwidth. Old default: 'Bps' bytes per second (or 'bps' but 1 Bps = 8 bps)
+       Also defined in bytes: 'TiBps', 'GiBps', 'MiBps', 'KiBps', 'TBps', 'GBps', 'MBps', 'kBps', 'Bps'
+       And the same in bits:  'Tibps', 'Gibps', 'Mibps', 'Kibps', 'Tbps', 'Gbps', 'Mbps', 'kbps', 'bps'
+
+     - latency. Old default: 's' second. Also defined:
+       'w' week, 'd' day, 'h' hour, 'm' minute, 'ms' millisecond, 'us' microsecond, 'ns' nanosecond, 'ps' picosecond
+
+
+=back
+
+=item B<Version 4.1:> Introduced in SimGrid 3.16 (this is the current version).
+
+=over 4
+
+=item
+
+Rename a few tags, but in a backward-compatible manner: the old names are still accepted.
+
+  AS            -> zone
+  ASroute       -> zoneRoute
+  bypassAsRoute -> bypassZoneRoute
+  process       -> actor
+
+=back
+
+=item Other backward-compatible changes (old syntax is still accepted) for which we did not bump the DTD version:
+
+=over 4
+
+=item
+
+Rename the FULLDUPLEX sharing into SPLITDUPLEX.
+
+=item
+
+In <host> and <peer>, rename the 'availability_file' attribute into 'speed_file'.
+
+=back
+
+=back
+
+=head1 AUTHORS
+
+ The SimGrid team
+
+=head1 COPYRIGHT AND LICENSE
+
+Copyright (c) 2006-2022. The SimGrid Team. All rights reserved.
+
+This program is free software; you may redistribute it and/or modify it
+under the terms of GNU LGPL (v2.1) license.
+
+=cut
+
+
+use strict;
+
+my $fromversion=-1;
+my $toversion=4.1;
+
+my $filename = $ARGV[0] or die "Usage: simgrid_update_xml.pl file_to_convert.xml\nPlease provide an XML to convert as a parameter.\n";
+open INPUT, "$filename" or die "Cannot open input file $filename: $!\n";
+
+my $output_string = "<?xml version='1.0'?>\n".
+    "<!DOCTYPE platform SYSTEM \"https://simgrid.org/simgrid.dtd\">\n".
+    "<platform version=\"$toversion\">\n";
+
+my($AS_opened)=0;
+
+my $line;
+while (defined($line = <INPUT>)) {
+    chomp $line;
+    # eat the header, whatever form it has
+    next if ($line =~ s/<\?xml[^>]*>//           && ! $line =~ /\S/); # just in case several tags are on the same line
+    next if ($line =~ s/<!DOCTYPE[^>]*>//        && ! $line =~ /\S/);
+
+    if ($line =~ s/<platform(_description)? *>//) {
+	$fromversion = 0;
+	print "$filename was using version 0\n";
+	next if !$line =~ /\S/;
+    } elsif ($line =~ s/<platform.*version=["']*([0-9.]*)["']*>//) {
+	$fromversion = $1;
+	if ($fromversion == $toversion) {
+	    warn "Input platform file $filename is already conformant to version $fromversion. This should be a no-op.\n";
+	}
+	if ($fromversion > $toversion) {
+	    die "Input platform file $filename is more recent than this script (file version: $fromversion; script version: $toversion)\n";
+	}
+	next if !$line =~ /\S/;
+	print "$filename was using version $fromversion\n";
+    }
+
+    if ($fromversion == 0) {
+	while ($line =~ m|^(.*?)<cpu(.*?)power="([^"]*)"(.*)$|) {
+	    $line = "$1TOTOTUTUTATA${2}TOTOTUTUTATA".($3*1000000)."TOTOTUTUTATA${4}";
+	}
+	while ($line =~ /^(.*?)TOTOTUTUTATA(.*?)TOTOTUTUTATA(.*?)TOTOTUTUTATA(.*)$/) {
+	    $line = "$1<cpu${2}power=\"$3\"$4";
+	}
+	while ($line =~ m|^(.*?)<network_link(.*?)bandwidth="([^"]*)"(.*?)$|) {
+	    $line = "$1TOTOTUTUTATA${2}TOTOTUTUTATA".($3*1000000)."TOTOTUTUTATA${4}";
+	}
+	while ($line =~ /^(.*?)TOTOTUTUTATA(.*?)TOTOTUTUTATA(.*?)TOTOTUTUTATA(.*?)$/) {
+	    $line = "$1<network_link${2}bandwidth=\"$3\"$4";
+	}
+    }
+
+    if ($fromversion < 2)  {
+	# The renamings (\b=zero-width word boundary check)
+	$line =~ s/\bplatform_description\b/platform/g;
+	$line =~ s/\bname\b/id/g;
+	$line =~ s/\bcpu\b/host/g;
+	$line =~ s/\bnetwork_link\b/link/g;
+	$line =~ s/\broute_element\b/link:ctn/g;
+    }
+
+    if ($fromversion < 3)  {
+	$line =~ s/\blink:ctn\b/link_ctn/g;
+	$line =~ s/\btrace:connect\b/trace_connect/g;
+
+	if($AS_opened && (($line=~ /<\/platform>/) || ($line=~ /<process/))) {
+	    $output_string .= "</AS>\n";
+	    $AS_opened = 0;
+	}
+
+	if( (!$AS_opened) && (
+		($line =~ /<host/)    ||
+		($line =~ /<link/)    ||
+		($line =~ /<cluster/) ||
+		($line =~ /<router/)
+	    )) {
+	    $output_string .=  " <AS  id=\"AS0\"  routing=\"Full\">\n";
+	    $AS_opened=1;
+	}
+
+	if($line=~/<route /){$line =~ s/\<route/\<route symmetrical=\"NO\"/g;}
+    }
+    if ($fromversion < 4) {
+	$line =~ s/\bpower\b/speed/g;
+	$line =~ s/\bkind="POWER"/kind="SPEED"/g;
+    }
+    if ($fromversion < 4.1) {
+	$line =~ s/\bAS\b/zone/g;
+	$line =~ s/\bASroute\b/zoneRoute/g;
+	$line =~ s/\bbypassAsRoute\b/bypassZoneRoute/g;
+	$line =~ s/\bprocess\b/actor/g;
+    }
+    $line =~ s/\bFULLDUPLEX\b/SPLITDUPLEX/g;
+    $line =~ s/\bavailability_file\b/speed_file/g;
+
+    $output_string .= "$line\n";
+}
+
+close INPUT;
+
+if ($fromversion == -1) {
+    die "Cannot retrieve the platform version of $filename\n";
+}
+
+open OUTPUT, "> $filename";
+print OUTPUT $output_string;
+close OUTPUT;
--- a/TP2/src/dsmat.c
+++ b/TP2/src/dsmat.c
@ -0,0 +1,360 @@
+#include <mpi.h>
+#include <stdlib.h>
+#include <stdio.h>
+#include <cblas.h>
+
+#include "simgrid/actor.h"
+#include <simgrid/exec.h>
+
+#include "utils.h"
+#include "dsmat.h"
+
+/* Tracing purposes */
+static char* COMPUTE = "Computing";
+static char* IDLE = "Idling";
+
+void init_trace() {
+//  TRACE_host_state_declare(COMPUTE);
+//  TRACE_host_state_declare(IDLE);
+}
+
+int dsmat_fill(Matrix* a, int m, int n, int b, int p, int q, char* name) {
+  int me, node;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  int mb = m/b, nb = n/b;
+  int ii, jj;
+  int row, col;
+  a->mb = mb;
+  a->nb = nb;
+  a->b = b;
+  //printf("%d] %s : m x n (b) = %d x %d (%d)\n", me, name, mb, nb, b);
+  a->blocks = calloc(mb,sizeof(Block*));
+  for (ii = 0; ii < mb;ii++) {
+    a->blocks[ii] = calloc(nb,sizeof(Block));
+    for (jj = 0; jj < nb;jj++) {
+      node = get_node(p,q,ii,jj);
+      node_coordinates_2i(p,q,node,&row,&col);
+      a->blocks[ii][jj].owner = node;
+      a->blocks[ii][jj].row = row;
+      a->blocks[ii][jj].col = col;
+      a->blocks[ii][jj].request = MPI_REQUEST_NULL;
+      if (me == a->blocks[ii][jj].owner) {
+	//printf("%d]allocating x_%d,%d\n",me,ii,jj);
+	a->blocks[ii][jj].c = calloc(b*b,sizeof(float));
+	rand_mat(b,b,a->blocks[ii][jj].c,10);
+      } else {
+	a->blocks[ii][jj].c = NULL;
+      }
+    }
+  }
+  return 0;
+}
+
+int dsmat_fill_v(Matrix* a, int m, int n, int b, int p, int q, char* name, float value) {
+  int me, node;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  int mb = m/b, nb = n/b;
+  int ii, jj;
+  int row, col;
+  a->mb = mb;
+  a->nb = nb;
+  a->b = b;
+  a->blocks = calloc(mb,sizeof(Block*));
+  for (ii = 0; ii < mb;ii++) {
+    a->blocks[ii] = calloc(nb,sizeof(Block));
+    for (jj = 0; jj < nb;jj++) {
+      node = get_node(p,q,ii,jj);
+      node_coordinates_2i(p,q,node,&row,&col);
+      a->blocks[ii][jj].owner = node;
+      a->blocks[ii][jj].row = row;
+      a->blocks[ii][jj].col = col;
+      a->blocks[ii][jj].request = MPI_REQUEST_NULL;
+      if (me == a->blocks[ii][jj].owner) {
+	//printf("%d]allocating x_%d,%d to fill with %f\n",me,ii,jj, value);
+	a->blocks[ii][jj].c = calloc(b*b,sizeof(float));
+	val_mat(b,b,a->blocks[ii][jj].c,value);
+      } else {
+	a->blocks[ii][jj].c = NULL;
+      }
+    }
+  }
+  return 0;
+}
+
+int dsmat_fill_s(Matrix* a, int m, int n, int b, int p, int q, char* name) {
+  int me, node;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  int mb = m/b, nb = n/b;
+  int ii, jj;
+  int row, col;
+  a->mb = mb;
+  a->nb = nb;
+  a->b = b;
+  a->blocks = calloc(mb,sizeof(Block*));
+  for (ii = 0; ii < mb;ii++) {
+    a->blocks[ii] = calloc(nb,sizeof(Block));
+    for (jj = 0; jj < nb;jj++) {
+      node = get_node(p,q,ii,jj);
+      node_coordinates_2i(p,q,node,&row,&col);
+      a->blocks[ii][jj].owner = node;
+      a->blocks[ii][jj].row = row;
+      a->blocks[ii][jj].col = col;
+      a->blocks[ii][jj].request = MPI_REQUEST_NULL;
+      if (me == a->blocks[ii][jj].owner) {
+	//printf("%d] s_allocating %s_%d,%d to fill with %f\n",me,name,ii,jj,(float)nb*(ii+1)+(jj+1));
+	a->blocks[ii][jj].c = calloc(b*b,sizeof(float));
+	val_mat(b,b,a->blocks[ii][jj].c,(float) nb*(ii+1)+(jj+1));
+      } else {
+	a->blocks[ii][jj].c = NULL;
+      }
+    }
+  }
+  return 0;
+}
+
+int dsmat_destroy(Matrix* a, char* name) {
+  int me;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  int mb = a->mb, nb = a->nb;
+  //printf("[%d] destroying matrix %s (mb=%d,nb=%d,b=%d)\n",me, name, mb, nb, a->b);
+  int ii, jj;
+  Block * a_ij;
+  for (ii = 0; ii < mb ; ii++) {
+    for (jj = 0; jj < nb ; jj++) {
+      a_ij = & a->blocks[ii][jj];
+      //if (a_ij->c != NULL) { // && a_ij.owner == me) {
+      if (a_ij->c != NULL && a_ij->owner == me) {
+	free(a_ij->c);
+      }		
+    }
+    free(a->blocks[ii]);
+  }
+  free(a->blocks);
+  return 0;
+}
+
+int dsmat_scal_check(Matrix* A, float alpha) {
+  int i,j;
+  int me;
+  if (alpha == 0.0) return 0;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  Block* Aij;
+  for(i = 0; i < A->mb; i++) {
+    for(j = 0; j < A->nb; j++) {
+      Aij = & A->blocks[i][j];
+      if (Aij->owner == me) {
+	double computation_amount = 2.0*A->b*A->b*A->b;
+	cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasNoTrans, A->b, A->b, A->b,
+	    0.0, Aij->c, A->b, Aij->c, A->b,
+	    alpha, Aij->c, A->b);
+      }	
+    }
+  }
+  return 0;
+}
+
+int dsmat_scal(Matrix* A, float alpha) {
+  int i,j;
+  int me;
+  if (alpha == 0.0) return 0;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  Block* Aij;
+  SMPI_SAMPLE_LOCAL(i = 0, i < A->mb, i++, 10, 0.005) {
+    SMPI_SAMPLE_LOCAL(j = 0, j < A->nb, j++, 10, 0.005) {
+      Aij = & A->blocks[i][j];
+      if (Aij->owner == me) {
+	double computation_amount = 2.0*A->b*A->b*A->b;
+	cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasNoTrans, A->b, A->b, A->b,
+	    0.0, Aij->c, A->b, Aij->c, A->b,
+	    alpha, Aij->c, A->b);
+      }	
+    }
+  }
+  return 0;
+}
+
+// FIXME : remove alpha/beta
+int local_outer_product_check(float alpha, Matrix* A, Matrix* B, Matrix* C, int l, int p, int q) {
+  int i, j, err;
+  for(i = 0; i < C->mb; i++) {
+    for(j = 0; j < C->nb; j++) {
+      err = compute_local_op(alpha, A, B, C, i, j, l);
+      if (err != 0) return 1;
+    }
+  }
+  /* free useless memory */
+  free_local_op(A, B, l, p, q);
+  return 0;
+}
+
+int local_outer_product(float alpha, Matrix* A, Matrix* B, Matrix* C, int l, int p, int q) {
+  int i, j, err;
+  SMPI_SAMPLE_LOCAL(i = 0, i < C->mb, i++, 10, 0.005) {
+    SMPI_SAMPLE_LOCAL(j = 0, j < C->nb, j++, 10, 0.005) {
+      err = compute_local_op(alpha, A, B, C, i, j, l);
+      if (err != 0) return 1;
+    }
+  }
+  /* free useless memory */
+  free_local_op(A, B, l, p, q);
+  return 0;
+}
+
+int compute_local_op(float alpha, Matrix* A, Matrix* B, Matrix* C, int i, int j, int l) {
+  int me;
+  int b;
+  Block *Ail, *Blj, *Cij;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  Cij = & C->blocks[i][j];
+  b = C->b;
+  if (Cij->owner == me) {
+    Ail = & A->blocks[i][l];
+    if (Ail->c == NULL) { return 1; }
+    Blj = & B->blocks[l][j];
+    if (Blj->c == NULL) { return 2; }
+//    TRACE_host_set_state(COMPUTE);
+    cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasNoTrans, b,b,b,
+	alpha, Ail->c, b, Blj->c, b,
+	1.0, Cij->c, b); 
+//    TRACE_host_set_state(IDLE);
+  }
+  return 0;
+}
+
+int free_local_op(Matrix* A, Matrix* B, int l, int p, int q) {
+  int i,j;
+  int me, me_coord[2];
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates(p,q,me,me_coord);
+  Block *Ail, *Blj;
+  for (i = 0; i < A->mb; i++) {
+    Ail = & A->blocks[i][l];
+    if (Ail->owner != me && Ail->c != NULL) {
+      free(Ail->c);
+      Ail->c = NULL;
+    }
+  }
+  for (j = 0; j < B->nb; j++) {
+    Blj = & B->blocks[l][j];
+    if (Blj->owner != me && Blj->c != NULL) {
+      free(Blj->c);
+      Blj->c = NULL;
+    }
+  }
+  return 0;
+}
+
+int block_copy(float * a, float * b, int m, int n) {
+  int i, j;
+  for (i = 0; i < m ; i++) {
+    for (j = 0; j < n ; j++) {
+      a[n*i+j] = b[n*i+j];		
+    }	
+  }	
+  return 0;
+}
+
+int block_print(float * a, int m, int n, char* name) {
+  int i, j;
+  printf("block %s\n", name);
+  for (i = 0; i < m ; i++) {
+    for (j = 0; j < n ; j++) {
+      printf("%9.2f\t", a[n*i+j]);
+    }	
+    printf("\n");
+  }	
+  printf("\n");
+  return 0;
+}
+
+// A <- B
+int dsmat_copy(Matrix * A, Matrix * B) {
+  int i, j;
+  int me;
+  int mb, nb, b;
+  Block *Aij, *Bij;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+
+  A->mb = B->mb;
+  A->nb = B->nb;
+  A->b = B->b;
+
+  mb = A->mb;
+  nb = A->nb;
+  b = A->b;
+
+  A->blocks = calloc(mb, sizeof(Block*));
+  for (i = 0; i<mb;i++){
+    A->blocks[i] = calloc(nb, sizeof(Block));
+    for (j = 0; j<nb;j++){
+      Aij = & A->blocks[i][j];
+      Bij = & B->blocks[i][j];
+      Aij->owner = Bij->owner;
+      Aij->row = Bij->row;
+      Aij->col = Bij->col;
+      Aij->request = MPI_REQUEST_NULL;
+      if (Bij->owner == me) {
+        Aij->c = calloc(b*b,sizeof(float));
+	block_copy(Aij->c, Bij->c, b, b);
+      }
+    }
+  }
+  return 0;
+}
+
+int dsmat_copy_to(Matrix * A, Matrix * B, int rcv, char* copy, char* copied) {
+  int i, j, l;
+  int me,tag;
+  int mb, nb, b;
+  Block *Aij, *Bij;
+  float* localA;
+  MPI_Status status;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  A->nb = 1;
+  A->mb = 1;
+  A->b = -1;
+
+  mb = B->mb;
+  nb = B->nb;
+  b = B->b;
+
+  tag = 0;
+  A->blocks = malloc(sizeof(Block*));
+  A->blocks[0] = malloc(sizeof(Block));
+  Aij = & A->blocks[0][0];
+  Aij->owner = rcv;
+  Aij->row = -1;
+  Aij->col = -1; // not on a grid ...
+  Aij->request = MPI_REQUEST_NULL;
+  if (me == rcv) {
+    Aij->c = malloc(mb*b*nb*b *sizeof(float));
+  }
+  for (i = 0; i<mb;i++){
+    for (j = 0; j<nb;j++){
+      Bij = & B->blocks[i][j];
+      if (Bij->owner == me) {
+	if (rcv != me) {
+	  MPI_Send(Bij->c, b*b, MPI_FLOAT, 
+	      rcv, tag,
+	      MPI_COMM_WORLD); 
+	} else {
+	  for (l = 0; l<b; l++) {
+	    block_copy(&Aij->c[nb*i*b*b+j*b+l*nb*b], Bij->c, 1, b);
+	  }
+	}
+      } else if (me == rcv) {
+        localA = malloc(b*b*sizeof(float));
+	MPI_Recv(localA, b*b, MPI_FLOAT, 
+	    Bij->owner, tag,
+	    MPI_COMM_WORLD,&status); 
+	for (l = 0; l<b; l++) {
+	  block_copy(&Aij->c[nb*i*b*b+j*b+l*nb*b], localA, 1, b);
+	}
+        free(localA);
+      }
+    }
+  }
+  return 0;
+}
--- a/TP2/src/dsmat.h
+++ b/TP2/src/dsmat.h
@ -0,0 +1,62 @@
+#ifndef DENSE_MAT_FNCT_H
+#define DENSE_MAT_FNCT_H
+
+typedef struct Blocks {
+	float* c; 	     // The Content of the block stored in an array.
+			     // This pointer is only meaningful to the owner 
+			     // otherwise it is NULL.
+			     // Element x_i,j of a given block of size b
+ 			     // can be accessed as x->c[b*i+j].
+	int owner;           // The MPI rank of the owner of this block.
+			     // This information is available to all the nodes.
+	int row, col;        // owner = row * q + col in a p x q grid.
+	MPI_Request request; // The Request can be used when sending the block 
+			     // through Immediate Return routines of MPI such as MPI_Irecv
+} Block;
+
+typedef struct Matrices {
+	int mb, nb, b;       // A given Matrix is of size mb*b x nb*b, b being the
+			     // dimension of every of its square blocks i.e.
+			     // nb is the number of column blocks, mb the one of row blocks -- oof
+	Block** blocks;      // This 2D array describes each block of a given Matrix.
+			     // This is meaningful to all the nodes : information on a block A_i,j
+			     // from a matrix A can be accessed through the block A->blocks[i][j] from every MPI rank.
+} Matrix;
+
+// tracing
+void init_trace();
+
+/* dense matrices routines */
+// fill matrix a with values matching the position of the block in the matrix
+// i.e. block a_i,j is full of n*(i+1)+(j+1) with a of size m x n
+int dsmat_fill_s(Matrix* a, int m, int n, int b, int p, int q, char* name);
+// destroy matrix a
+int dsmat_destroy(Matrix* a, char* name);
+// scale matrix a by alpha
+int dsmat_scal_check(Matrix* a, float alpha);
+int dsmat_scal(Matrix* a, float alpha);
+
+int dsmat_fill_v(Matrix* a, int m, int n, int b, int p, int q, char* name, float value);
+
+/* dense matrices copy */
+// copy a[0:m-1,0:n-1] into b[0:m-1,0:n-1]
+int block_copy(float * a, float * b, int m, int n);
+// print a[0:m-1,0:n-1]
+int block_print(float * a, int m, int n, char* name);
+// copy matrix B into matrix A
+int dsmat_copy(Matrix * A, Matrix * B);
+// copy matrix B into matrix A owned only by rank rcv
+int dsmat_copy_to(Matrix * A, Matrix * B, int rcv, char* copy, char* copied);
+
+/* gemm generic routines */
+// computing C += A:l * Bl: for all blocks of C I own using compute_local_op
+// matrices A and B that I do not own are freed from memory using free_local_op
+int local_outer_product_check(float alpha, Matrix* A, Matrix* B, Matrix* C, int l, int p, int q);
+int local_outer_product(float alpha, Matrix* A, Matrix* B, Matrix* C, int l, int p, int q);
+// compute C_i,j += A_i,l * B_l,j
+// if a given block is missing, the corresponding computation is skipped
+int compute_local_op(float alpha, Matrix* A, Matrix* B, Matrix* C, int i, int j, int l);
+// free A:l and Bl: from memory is I do not own them
+int free_local_op(Matrix* A, Matrix* B, int l, int p, int q);
+
+#endif
--- a/TP2/src/ex1.c
+++ b/TP2/src/ex1.c
@ -0,0 +1,88 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <cblas.h>
+#include "utils.h"
+#include "dsmat.h"
+#include "gemms.h"
+
+void p2p_transmit_A(int p, int q, Matrix *A, int i, int l)
+{
+  int j;
+  int me, my_row, my_col;
+  MPI_Status status;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  Block *Ail;
+  int node, tag, b;
+  tag = 0;
+  Ail = &A->blocks[i][l];
+  b = A->b;
+
+  /* TODO : transmit A[i,l] using MPI_Ssend & MPI_Recv */
+  if (Ail->owner == me)
+  { // I own A[i,l]
+    /* MPI_Ssend A[i,l] to my row */
+    for (j = 0; j < q; j++)
+    {
+      node = get_node(p, q, my_row, j);
+      if (node != me)
+      {
+        // printf("%d Sending A[%d,%d] to node %d\n", my_rank, i, l, node);
+        MPI_Ssend(Ail->c, b * b, MPI_FLOAT, node, tag, MPI_COMM_WORLD);
+        // printf("%d Sent A[%d,%d] to node %d\n", my_rank, i, l, node);
+      }
+    }
+  }
+  else if (Ail->row == my_row)
+  { // A[i,l] is stored on my row
+    Ail->c = malloc(b * b * sizeof(float));
+    /* MPI_Recv A[i,l] */
+    // printf("%d Receiving A[%d,%d] from node %d\n", my_rank, i, l, node);
+    MPI_Recv(Ail->c, b * b, MPI_FLOAT, Ail->owner, tag, MPI_COMM_WORLD, &status);
+    // printf("%d Received A[%d,%d] from node %d\n", my_rank, i, l, node);
+  }
+  /* end TODO */
+}
+
+void p2p_transmit_B(int p, int q, Matrix *B, int l, int j)
+{
+  int i;
+  int me, my_row, my_col;
+  MPI_Status status;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  int node, tag, b;
+  tag = 1;
+  Block *Blj;
+  Blj = &B->blocks[l][j];
+  b = B->b;
+  /* TODO : transmit B[l,j] using MPI_Ssend & MPI_Recv */
+  if (Blj->owner == me)
+  { // I owned B[l,j]
+    /* MPI_Ssend B[l,j] to my column */
+    for (i = 0; i < p; i++)
+    {
+      node = get_node(p, q, i, my_col);
+      if (node != me)
+      {
+        // printf("%d Sending B[%d,%d] to node %d\n", me, l, j, node);
+        MPI_Ssend(Blj->c, b * b, MPI_FLOAT, node, tag, MPI_COMM_WORLD);
+        // printf("%d Sent B[%d,%d] to node %d\n", me, l, j, node);
+      }
+    }
+  }
+  else if (Blj->col == my_col)
+  { // B[l,j] is stored on my column
+    Blj->c = malloc(b * b * sizeof(float));
+    /* MPI_Recv B[l,j] */
+    // printf("%d Receiving B[%d,%d] from node %d\n", me, l, j, node);
+    MPI_Recv(Blj->c, b * b, MPI_FLOAT, Blj->owner, tag, MPI_COMM_WORLD, &status);
+    // printf("%d Received B[%d,%d] from node %d\n", me, l, j, node);
+  }
+  /* end TODO */
+}
--- a/TP2/src/ex1.c.clem
+++ b/TP2/src/ex1.c.clem
@ -0,0 +1,63 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <cblas.h>
+#include "utils.h"
+#include "dsmat.h"
+#include "gemms.h"
+
+void p2p_transmit_A(int p, int q, Matrix *A, int i, int l) {
+        int j;
+        int me, my_row, my_col;
+        MPI_Status status;
+
+        MPI_Comm_rank(MPI_COMM_WORLD, &me);
+        node_coordinates_2i(p,q,me,&my_row,&my_col);
+
+        Block *Ail;
+        int node, tag, b;
+        Ail =  & A->blocks[i][l];
+        b = A->b;
+        /* TODO : transmit A[i,l] using MPI_Ssend & MPI_Recv */
+        if (Ail->owner == me /* I own A[i,l]*/) {
+                /* MPI_Ssend A[i,l] to my row */
+                for (j = 0; j < q; j++) {
+                        node = get_node(p, q, my_row, j);
+                        if (node != me)
+                                MPI_Ssend(Ail->c, b*b, MPI_FLOAT, node, 0, MPI_COMM_WORLD);
+                }
+        } else if (Ail->row == my_row /* A[i,l] is stored on my row */) {
+                Ail->c = malloc(b*b*sizeof(float));
+                /* MPI_Recv A[i,l] */
+                MPI_Recv(Ail->c, b*b, MPI_FLOAT, Ail->owner, 0, MPI_COMM_WORLD, &status);
+        }
+        /* end TODO */
+}
+
+void p2p_transmit_B(int p, int q, Matrix *B, int l, int j) {
+        int i;
+        int me, my_row, my_col;
+        MPI_Status status;
+
+        MPI_Comm_rank(MPI_COMM_WORLD, &me);
+        node_coordinates_2i(p,q,me,&my_row,&my_col);
+
+        int node, tag, b;
+        Block *Blj;
+        Blj =  & B->blocks[l][j];
+        b = B->b;
+        /* TODO : transmit B[l,j] using MPI_Ssend & MPI_Recv */
+        if (Blj->owner == me /* I owned B[l,j]*/) {
+                /* MPI_Ssend B[l,j] to my column */
+                for (i = 0; i < p; i++) {
+                        node = get_node(p, q, i, my_col);
+                        if (node != me)
+                                MPI_Ssend(Blj->c, b*b, MPI_FLOAT, node, 1, MPI_COMM_WORLD);
+                }
+        } else if (Blj->col == my_col /* B[l,j] is stored on my column */) {
+                Blj->c = malloc(b*b*sizeof(float));
+                /* MPI_Recv B[l,j] */
+                MPI_Recv(Blj->c, b*b, MPI_FLOAT, Blj->owner, 1, MPI_COMM_WORLD, &status);
+        }
+        /* end TODO */
+}
--- a/TP2/src/ex1.h
+++ b/TP2/src/ex1.h
@ -0,0 +1,5 @@
+#ifndef EXO_1_H
+#define EXO_1_H
+void p2p_transmit_A(int p, int q, Matrix *A, int i, int l);
+void p2p_transmit_B(int p, int q, Matrix *B, int l, int j);
+#endif
--- a/TP2/src/ex2.c
+++ b/TP2/src/ex2.c
@ -0,0 +1,53 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <cblas.h>
+#include "utils.h"
+#include "dsmat.h"
+#include "gemms.h"
+
+void bcast_A(int p, int q, Matrix *A, int i, int l, MPI_Comm row_comm)
+{
+  int me, my_row, my_col;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  Block *Ail;
+  int b = A->b;
+  Ail = &A->blocks[i][l];
+  /* TODO : transmit A[i,l] using MPI_Bcast */
+  if (q > 1 && Ail->row == my_row)
+  { /* Ail is stored on my row */
+    if (Ail->owner != me)
+    {
+      Ail->c = calloc(b * b, sizeof(float));
+    }
+    // MPI_Bcast
+    MPI_Bcast(Ail->c, b * b, MPI_FLOAT, Ail->col, row_comm);
+  }
+  /* end TODO */
+}
+
+void bcast_B(int p, int q, Matrix *B, int l, int j, MPI_Comm col_comm)
+{
+  int me, my_row, my_col;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  Block *Blj;
+  int b = B->b;
+  Blj = &B->blocks[l][j];
+  /* TODO : transmit B[l,j] using MPI_Bcast */
+  if (p > 1 && Blj->col == my_col)
+  { /* Blj is stored on my column */
+    if (Blj->owner != me)
+    {
+      Blj->c = calloc(b * b, sizeof(float));
+    }
+    // MPI_Bcast
+    MPI_Bcast(Blj->c, b * b, MPI_FLOAT, Blj->row, col_comm);
+  }
+  /* end TODO */
+}
--- a/TP2/src/ex2.h
+++ b/TP2/src/ex2.h
@ -0,0 +1,5 @@
+#ifndef EXO_2_H
+#define EXO_2_H
+void bcast_A(int p, int q, Matrix *A, int i, int l, MPI_Comm row_comm);
+void bcast_B(int p, int q, Matrix *B, int l, int j, MPI_Comm col_comm);
+#endif
--- a/TP2/src/ex3.c
+++ b/TP2/src/ex3.c
@ -0,0 +1,108 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <mpi.h>
+#include <cblas.h>
+#include "utils.h"
+#include "dsmat.h"
+#include "gemms.h"
+
+void p2p_i_transmit_A(int p, int q, Matrix *A, int i, int l)
+{
+  int j, b;
+  int me, my_row, my_col;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  int node, tag;
+  tag = 0;
+  Block *Ail;
+  Ail = &A->blocks[i][l];
+  b = A->b;
+
+  /* TODO : transmit A[i,l] using MPI_Isend/recv */
+  if (Ail->owner == me)
+  {
+    // MPI_Isend Ail to my row
+    for (j = 0; j < q; j++)
+    {
+      node = get_node(p, q, my_row, j);
+      if (node != me)
+      {
+        MPI_Isend(Ail->c, b * b, MPI_FLOAT, node, tag, MPI_COMM_WORLD, &Ail->request);
+      }
+    }
+  }
+  else if (Ail->row == my_row)
+  {
+    Ail->c = calloc(b * b, sizeof(float));
+    // MPI_Irecv Ail
+    MPI_Irecv(Ail->c, b * b, MPI_FLOAT, Ail->owner, tag, MPI_COMM_WORLD, &Ail->request);
+  }
+  /* end TODO */
+}
+
+void p2p_i_transmit_B(int p, int q, Matrix *B, int l, int j)
+{
+  int i, b;
+  int me, my_row, my_col;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  int node, tag;
+  tag = 1;
+  Block *Blj;
+  Blj = &B->blocks[l][j];
+  b = B->b;
+
+  /* TODO : transmit B[l,j] using MPI_Isend/recv */
+  if (Blj->owner == me)
+  {
+    // MPI_Isend Blj to my col
+    for (i = 0; i < p; i++)
+    {
+      node = get_node(p, q, i, my_col);
+      if (node != me)
+      {
+        MPI_Isend(Blj->c, b * b, MPI_FLOAT, node, tag, MPI_COMM_WORLD, &Blj->request);
+      }
+    }
+  }
+  else if (Blj->col == my_col)
+  {
+    Blj->c = calloc(b * b, sizeof(float));
+    // MPI_Irecv Blj
+    MPI_Irecv(Blj->c, b * b, MPI_FLOAT, Blj->owner, tag, MPI_COMM_WORLD, &Blj->request);
+  }
+  /* end TODO */
+}
+
+void p2p_i_wait_AB(int p, int q, Matrix *A, Matrix *B, Matrix *C, int l)
+{
+  int me, my_row, my_col;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates_2i(p, q, me, &my_row, &my_col);
+
+  int i, j;
+  Block *Ail, *Blj;
+  /* TODO : wait for A[i,l] and B[l,j] if I need them */
+  for (i = 0; i < A->mb; i++)
+  {
+    Ail = &A->blocks[i][l];
+    if (Ail->owner != me && Ail->row == my_row)
+    {
+      // MPI_Wait Ail
+      MPI_Wait(&Ail->request, MPI_STATUS_IGNORE);
+    }
+  }
+  for (j = 0; j < B->nb; j++)
+  {
+    Blj = &B->blocks[l][j];
+    if (Blj->owner != me && Blj->col == my_col)
+    {
+      // MPI_Wait Blj
+      MPI_Wait(&Blj->request, MPI_STATUS_IGNORE);
+    }
+  }
+  /* Alternative suggestion : iterate over blocks of C */
+  /* end TODO */
+}
--- a/TP2/src/ex3.h
+++ b/TP2/src/ex3.h
@ -0,0 +1,6 @@
+#ifndef EXO_3_H
+#define EXO_3_H
+void p2p_i_transmit_A(int p, int q, Matrix *A, int i, int l);
+void p2p_i_transmit_B(int p, int q, Matrix *B, int l, int j);
+void p2p_i_wait_AB(int p, int q, Matrix *A, Matrix* B, Matrix* C,int l);
+#endif
--- a/TP2/src/gemms.c
+++ b/TP2/src/gemms.c
@ -0,0 +1,157 @@
+#include <stdlib.h>
+#include <stdio.h>
+#include <mpi.h>
+#include <cblas.h>
+#include "utils.h"
+#include "dsmat.h"
+#include "gemms.h"
+
+#include "ex1.h"
+#include "ex2.h"
+#include "ex3.h"
+
+int pgemm_p2p(int check, int p, int q, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C) {
+  int mb, nb, kb;
+  int i, j, l;
+  int me, me_coord[2], my_row, my_col;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates(p,q,me,me_coord);
+  node_coordinates_2i(p,q,me,&my_row,&my_col);
+
+  if (A->nb != B->mb || A->mb != C-> mb || B->nb != C->nb) {
+    if (me == 0) {
+      printf("     A  B  C\n");
+      printf(" mb %d %d %d\n", A->mb, B->mb, C->mb);
+      printf(" nb %d %d %d\n", A->nb, B->nb, C->nb);
+    }
+    return 1;
+  }
+  if (B->b != A->b || A->b != C-> b) return 2;
+  mb = C->mb;
+  nb = C->nb;
+  kb = A->nb;
+
+  for (l = 0; l < kb; l++) {
+    for (i = 0; i < mb; i++) {
+      p2p_transmit_A(p,q,A,i,l);
+    }
+    for (j = 0; j < nb; j++) {
+      p2p_transmit_B(p,q,B,l,j);
+    }
+    if (check) {
+	    local_outer_product_check(1.0f, A, B, C, l, p, q);
+    } else {
+	    local_outer_product(1.0f, A, B, C, l, p, q);
+    } 
+  } 
+  // printf("FINI\n");
+  return 0;
+}
+
+int pgemm_bcast(int check, int p, int q, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C) {
+  int mb, nb, kb;
+  int i, j, l;
+  int me, me_row_comm, me_col_comm, me_coord[2];
+  int my_row, my_col;
+  MPI_Comm row_comm, col_comm;
+
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+
+  if (A->nb != B->mb || A->mb != C-> mb || B->nb != C->nb) {
+    if (me == 0) {
+      printf("     A  B  C\n");
+      printf(" mb %d %d %d\n", A->mb, B->mb, C->mb);
+      printf(" nb %d %d %d\n", A->nb, B->nb, C->nb);
+    }
+    return 1;
+  }
+  if (B->b != A->b || A->b != C-> b) return 2;
+  mb = C->mb;
+  nb = C->nb;
+  kb = A->nb;
+
+  node_coordinates(p,q,me,me_coord);
+  node_coordinates_2i(p,q,me,&my_row, &my_col);
+  if (q > 1) {
+    MPI_Comm_split(MPI_COMM_WORLD, my_row, me, &row_comm);
+    MPI_Comm_rank(row_comm, &me_row_comm);
+  } else {
+    me_row_comm = -1;
+  }
+  if (p > 1) {
+    MPI_Comm_split(MPI_COMM_WORLD, my_col, me, &col_comm);
+    MPI_Comm_rank(col_comm, &me_col_comm);
+  } else {
+    me_col_comm = -1;
+  }
+
+  for (l = 0; l < kb ; l++) {
+    for (i = 0; i < mb; i++) {
+      bcast_A(p,q,A,i,l,row_comm);
+    }
+    for (j = 0; j < nb; j++) {
+      bcast_B(p,q,B,l,j,col_comm);
+    }
+    if (check) {
+	    local_outer_product_check(1.0f, A, B, C, l, p, q);
+    } else {
+	    local_outer_product(1.0f, A, B, C, l, p, q);
+    } 
+  } 
+  if (q > 1)
+    MPI_Comm_free(&row_comm);
+  if (p > 1)
+    MPI_Comm_free(&col_comm);
+  return 0;
+}
+
+int pgemm_p2p_i_la(int check, int p, int q, int lookahead, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C) {
+  int mb, nb, kb;
+  int i, j, l;
+  int me, me_coord[2],my_row, my_col;
+  MPI_Comm_rank(MPI_COMM_WORLD, &me);
+  node_coordinates(p,q,me,me_coord);
+  node_coordinates_2i(p,q,me,&my_row,&my_col);
+
+  if (A->nb != B->mb || A->mb != C-> mb || B->nb != C->nb) {
+    if (me == 0) {
+      printf("     A  B  C\n");
+      printf(" mb %d %d %d\n", A->mb, B->mb, C->mb);
+      printf(" nb %d %d %d\n", A->nb, B->nb, C->nb);
+    }
+    return 1;
+  }
+  if (B->b != A->b || A->b != C-> b) return 2;
+  mb = C->mb;
+  nb = C->nb;
+  kb = A->nb;
+  if (lookahead <= 0) return 3;
+  if (lookahead >= kb) lookahead = kb;
+  //printf("LA = %d, KB = %d\n",lookahead, kb);
+  for (l = 0; l < lookahead ; l++) {
+    for (i = 0; i < mb; i++) {
+      p2p_i_transmit_A(p,q,A,i,l);
+    }
+    for (j = 0; j < nb; j++) {
+      p2p_i_transmit_B(p,q,B,l,j);
+    }
+  }
+  for (l = 0; l < kb ; l++) {
+    if (l < kb - lookahead) { // "kb-th" lookahead : kb = l + lookahead
+      for (i= 0; i < mb; i++) {
+        p2p_i_transmit_A(p,q,A,i,l+lookahead);
+      }
+      for (j= 0; j < nb; j++) {
+        p2p_i_transmit_B(p,q,B,l+lookahead,j);
+      }
+    }
+    p2p_i_wait_AB(p,q,A,B,C,l);
+    if (check) {
+	    local_outer_product_check(1.0f, A, B, C, l, p, q);
+    } else {
+	    local_outer_product(1.0f, A, B, C, l, p, q);
+    } 
+  } 
+  return 0;
+}
+
--- a/TP2/src/gemms.h
+++ b/TP2/src/gemms.h
@ -0,0 +1,9 @@
+#ifndef PROGPARALLEL_GEMMS_H
+#define PROGPARALLEL_GEMMS_H
+
+int pgemm_p2p(int check, int p, int q, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C);
+int pgemm_bcast(int check, int p, int q, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C);
+//int pgemm_p2p_i(int p, int q, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C);
+int pgemm_p2p_i_la(int check, int p, int q, int lookahead, int m, int n, int k, Matrix* A, Matrix* B, Matrix* C);
+
+#endif
--- a/TP2/src/main.c
+++ b/TP2/src/main.c
@ -0,0 +1,270 @@
+#include <mpi.h>
+#include <stdlib.h>
+#include <stdio.h>
+#include <string.h>
+#include <math.h>
+#include <float.h>
+#include <cblas.h>
+#include <time.h>
+#include <argp.h>
+
+#include "utils.h" 
+#include "dsmat.h"
+#include "gemms.h"
+
+static char doc[] =
+"TP Prog Parallèle -- Ligne de commande";
+
+
+static char args_doc[] = "-m [m] -n [n] -k [k] -b [b] -p [p] -q [q] --algorithm [p2p|p2p-i-la|bcast] --lookahead [la] --niter [i]";
+
+static struct argp_option options[] = {
+  {"m",        'm', "int", 0,  "Number of rows in A and C (deprecated)" },
+  {"n",        'n', "int", 0,  "Dimension of A B and C" },
+  {"k",        'k', "int", 0,  "Shared dimension of A and B (deprecated)" },
+  {"blocking", 'b', "int", 0,  "Size of the square block of A, B and C (must divide m,n and k" },
+  {"p",        'p', "int", 0, "Length of the logical grid"},
+  {"q",        'q', "int", 0, "Width of the logical grid"},
+  {"algorithm",'a', "string", 0, "GEMM distributed algorithm to use"},
+  {"lookahead",'l', "int", 0, "Parameter for p2p-i-la algorithm"},
+  {"verbose",  'v', 0, 0, "If the program print more"},
+  {"checking", 'c', 0, 0, "If the program checks gemm results"},
+  {"niter",    'i', "int", 0, "Number of iterations"},
+  { 0 }
+};
+
+struct arguments
+{
+  int m, n, k, b;
+  int p, q;
+  int la;
+  char* algo;
+  int verbose, check;
+  int iter;
+};
+
+  static error_t
+parse_opt (int key, char *arg, struct argp_state *state)
+{
+  /* Get the input argument from argp_parse, which we
+     know is a pointer to our arguments structure. */
+  struct arguments *arguments = state->input;
+
+  switch (key)
+  {
+    case 'm':
+      arguments->m = atoi(arg);
+      break;
+    case 'n':
+      arguments->n = atoi(arg);
+      break;
+    case 'k':
+      arguments->k = atoi(arg);
+      break;
+    case 'b':
+      arguments->b = atoi(arg);
+      break;
+    case 'p':
+      arguments->p = atoi(arg);
+      break;
+    case 'q':
+      arguments->q = atoi(arg);
+      break;
+    case 'l':
+      arguments->la = atoi(arg);
+      break;
+    case 'a':
+      arguments->algo = arg;
+      break;
+    case 'v':
+      arguments->verbose = 1;
+      break;
+    case 'c':
+      arguments->check = 1;
+      break;
+    case 'i':
+      arguments->iter = atoi(arg);
+      break;
+    default:
+      return ARGP_ERR_UNKNOWN;
+  }
+  return 0;
+}
+
+static struct argp argp = { options, parse_opt, args_doc, doc };
+
+// void print_res(Matrix C, char* algo) {
+//   int i,j;
+//   int size, rank;
+//   MPI_Comm_size(MPI_COMM_WORLD, &size);
+//   MPI_Comm_rank(MPI_COMM_WORLD, &rank);
+//   char name[100];
+//   for (i=0;i<C.mb;i++) {
+//     for (j=0;j<C.nb;j++) {
+//       sprintf(name,"resC[%d,%d](%s)",i,j,algo);
+//       if (C.blocks[i][j].owner == rank) 
+// 	      block_print(C.blocks[i][j].c, C.b, C.b, name);	
+//     }
+//   }
+// }
+
+void gflops_gemm(int m, int n, int k, float exec_time, double* gflops) {
+  (*gflops) = 2.0*m*n*k/(exec_time*pow(10,9));
+}
+
+int main(int argc, char* argv[]) {
+  struct arguments arguments;
+  arguments.m = 20;
+  arguments.n = 20;
+  arguments.k = 20;
+  arguments.b = 10;
+  arguments.p = 2;
+  arguments.q = 2;
+  arguments.algo = "p2p";
+  arguments.la = 0;
+  arguments.verbose = 0;
+  arguments.check = 0;
+  arguments.iter = 1;
+
+  int p, q;
+  int m,n,k,b;
+  int la;
+  int err, iter, niter;
+  double d_start, d_stop; // on multiple nodes
+  clock_t t;		// on one node
+  double time_taken, gflops;
+  char hostname[1024];
+  char * algo;
+  int vbose, check;
+
+  argp_parse (&argp, argc, argv, 0, 0, &arguments);
+  m = arguments.m;
+  n = arguments.n;
+  k = arguments.k;
+  b = arguments.b;
+  p = arguments.p;
+  q = arguments.q;
+  algo = arguments.algo;
+  la = arguments.la;
+  vbose = arguments.verbose;
+  check = arguments.check;
+  niter = arguments.iter;
+  if (strcmp(algo,"p2p")*strcmp(algo,"p2p-i-la")*strcmp(algo,"bcast") != 0) {
+    printf("Wrong value for algo, only p2p, p2p-i-la and p2p-bcast authorized\n");
+    return 1;
+  }
+  if (b < 0) { printf("Wrong value for B, should be non-negative\n"); return 1; }
+  if (m%b != 0) { printf("M should be divisible by B\n"); return 1; }
+  if (n%b != 0) { printf("N should be divisible by B\n"); return 1; }
+  if (k%b != 0) { printf("K should be divisible by B\n"); return 1; }
+  if (niter < 0) { printf("Wrong value for niter, should be non-negative\n"); return 1; }
+
+  get_host_name(hostname,1024);
+  init_trace();
+  // openblas_set_num_threads(1);
+  srand(time(NULL));
+
+  MPI_Init(NULL,NULL);
+  int size, rank;
+  MPI_Comm_size(MPI_COMM_WORLD, &size);
+  MPI_Comm_rank(MPI_COMM_WORLD, &rank);
+  if (vbose)
+    //printf("I am the %d-th node in a world of size %d\n", rank, size);
+    printf("%s is the %d-th node in a world of size %d\n", hostname, rank, size);
+  if (p*q != size) {
+    printf("bad world size (p*q != size)\n");
+    return 1;
+  }
+
+  // this initialization could probably get better
+  Matrix  A = (Matrix){0}, B = (Matrix){0}, C = (Matrix){0};
+  Matrix wA = (Matrix){0},wB = (Matrix){0},wC = (Matrix){0}, bwC = (Matrix){0};
+  Matrix bA = (Matrix){0},bB = (Matrix){0},bC = (Matrix){0};
+  if (vbose) 
+    printf("[%s] m,n,k = %d,%d,%d | b = %d | pxq = %dx%d | la = %d \n",
+	hostname, m,n,k, b, p,q, la);
+   // printf("[%d] m,n,k = %d,%d,%d | b = %d | pxq = %dx%d | la = %d \n",
+//	rank, m,n,k, b, p,q, la);
+  //err = dsmat_fill_v(&A, m, k, b, p, q, "A", 1.0f);
+  //err = dsmat_fill_v(&B, k, n, b, p, q, "B", 1.0f);
+  err = dsmat_fill_s(&A, m, k, b, p, q, "A");
+  err = dsmat_fill_s(&B, k, n, b, p, q, "B");
+  //err = dsmat_fill(&A, m, k, b, p, q, "A");
+  //err = dsmat_fill(&B, k, n, b, p, q, "B");
+  err = dsmat_fill_v(&C, m, n, b, p, q, "C", 0.0f);
+  err = MPI_Barrier(MPI_COMM_WORLD);	
+  if (err != MPI_SUCCESS) return 1;
+
+  for (iter = 0; iter < niter; iter++) {
+    err = dsmat_copy(&wA,&A);
+    err = dsmat_copy(&wB,&B);
+    err = dsmat_copy(&wC,&C);
+    MPI_Barrier(MPI_COMM_WORLD);	
+    d_start = MPI_Wtime();
+    if (strcmp(algo,"p2p") == 0) {
+      err = pgemm_p2p(check,p,q,m,n,k,&wA,&wB,&wC);
+//    } else if (strcmp(algo,"p2p-i") == 0) {
+//     err = pgemm_p2p_i(p,q,m,n,k,&wA,&wB,&wC);
+    } else if (strcmp(algo,"p2p-i-la") == 0) {
+      err = pgemm_p2p_i_la(check,p,q,la,m,n,k,&wA,&wB,&wC);
+    } else if (strcmp(algo,"bcast") == 0) {
+      err = pgemm_bcast(check,p,q,m,n,k,&wA,&wB,&wC);
+    }
+    MPI_Barrier(MPI_COMM_WORLD);	
+    d_stop = MPI_Wtime();
+    gflops_gemm(m,n,k, d_stop - d_start, &gflops);
+    if (rank == 0) {
+    //printf("[%d] (%s) measured_wtime = %fs (la=%d) | %f Gflop/s\n", rank, algo, d_stop - d_start, la, gflops);
+      printf("[%s] (%s) measured_wtime = %fs (la=%d) | %f Gflop/s\n", hostname, algo, d_stop - d_start, la, gflops);
+    }
+    MPI_Barrier(MPI_COMM_WORLD);
+
+    if (check) {
+      err = dsmat_copy_to(&bwC,&wC,0,"bwC","wC");
+      err = dsmat_copy_to( &bA, &A,0, "bA", "A");
+      err = dsmat_copy_to( &bB, &B,0, "bB", "B");
+      err = dsmat_copy_to( &bC, &C,0, "bC", "C");
+      MPI_Barrier(MPI_COMM_WORLD);
+      if (rank == 0) {
+	if (vbose) {
+	  block_print(bwC.blocks[0][0].c, m, n, algo);
+	  block_print( bA.blocks[0][0].c, m, k, "gA");
+	  block_print( bB.blocks[0][0].c, k, n, "gB");
+	  block_print( bC.blocks[0][0].c, m, n, "gC");
+	}
+	t = clock();
+	cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasNoTrans, m,n,k,
+	    1.0f, bA.blocks[0][0].c, k, bB.blocks[0][0].c, n,
+	    0.0f, bC.blocks[0][0].c, n);
+	t = clock() - t;
+	time_taken = ((double)t/CLOCKS_PER_SEC);
+	gflops_gemm(m,n,k, time_taken, &gflops);
+	//printf("[%d] (g) measured_wtime = %fs | %f Gflop/s\n", rank, time_taken, gflops);
+	printf("[%s] (g) measured_wtime = %fs | %f Gflop/s\n", hostname, time_taken, gflops);
+	if (vbose)
+	  block_print(bC.blocks[0][0].c, m, n, "gresC");
+	myblas_sgepxy(-1.0,bC.blocks[0][0].c,bwC.blocks[0][0].c, m,n);
+	float nrm = cblas_snrm2(m*n,bwC.blocks[0][0].c,1);
+	if (nrm < DBL_EPSILON) printf("GEMM is correct (%12.5e)\n",nrm);
+	else printf("algorithm is not GEMM by %12.5e\n", nrm);
+      }
+      err = MPI_Barrier(MPI_COMM_WORLD);
+      err = dsmat_destroy(&bwC,"bwC");
+      err = dsmat_destroy( &bA,"bA");
+      err = dsmat_destroy( &bB,"bB");
+      err = dsmat_destroy( &bC,"bC");
+    }
+    MPI_Barrier(MPI_COMM_WORLD);
+    err = dsmat_destroy(&wA,"wA");
+    err = dsmat_destroy(&wB,"wB");
+    err = dsmat_destroy(&wC,"wC");
+  }
+  err = MPI_Barrier(MPI_COMM_WORLD);	
+  err = dsmat_destroy(&A,"A");
+  err = dsmat_destroy(&B,"B");
+  err = dsmat_destroy(&C,"C");
+  if (vbose)
+    printf("[%s] matrices destroyed (%d) \n", hostname, err);
+    //printf("[%d] matrices destroyed (%d) \n", rank, err);
+  return MPI_Finalize();
+}
--- a/TP2/src/test.c
+++ b/TP2/src/test.c
@ -0,0 +1,74 @@
+#include <mpi.h>
+#include <stdlib.h>
+#include <stdio.h>
+#include <string.h>
+#include <math.h>
+#include <float.h>
+#include <cblas.h>
+#include <time.h>
+#include "utils.h" 
+#include "dsmat.h"
+#include "gemms.h"
+
+int main(int argc, char* argv[]) {
+
+  int p, q;
+  int m,n,k,b;
+  int i,j,l,la;
+  int err, iter, niter;
+  double d_start, d_stop; // on multiple nodes
+  clock_t t;		// on one node
+  double time_taken, gflops;
+  int node,tag;
+  long unsigned int total_us;
+  char name[100];
+  char * algo;
+  int vbose, check;
+  MPI_Status status;
+
+  m = 2;
+  n = 4;
+  k = 4;
+  b = 2;
+  p = 1;
+  q = 2;
+
+  // openblas_set_num_threads(1);
+  srand(time(NULL));
+
+  MPI_Init(NULL,NULL);
+  int world_size, world_rank;
+  MPI_Comm_size(MPI_COMM_WORLD, &world_size);
+  MPI_Comm_rank(MPI_COMM_WORLD, &world_rank);
+  printf("I am the %d-th node in a world of size %d\n", world_rank, world_size);
+  if (p*q != world_size) {
+    printf("bad world size\n");
+    return 1;
+  }
+
+  err = MPI_Barrier(MPI_COMM_WORLD);	
+  if (err != MPI_SUCCESS) return 1;
+  // this initialization could probably get better
+  Matrix A  = (Matrix){0},B  = (Matrix){0},C = (Matrix){0};
+  Matrix bA = (Matrix){0},bB = (Matrix){0},bC= (Matrix){0};
+  Matrix wA = (Matrix){0},wB = (Matrix){0},wC= (Matrix){0}, bwC= (Matrix){0};
+    printf("[%d] m,n,k = %d,%d,%d | b = %d | pxq = %dx%d | la = %d | test %f \n",
+	world_rank, m,n,k, b, p,q, la, 1.0f);
+  err = dsmat_fill_s(&A, m, k, b, p, q, "A");
+  err = MPI_Barrier(MPI_COMM_WORLD);	
+  if (err != MPI_SUCCESS) return 1;
+
+  err = dsmat_copy(&wA,&A);
+  MPI_Barrier(MPI_COMM_WORLD);	
+  err = dsmat_copy_to(&wC,&A,0,"wC","A");
+  printf("%d ] dsmat_copy_to.err = %d\n", world_rank, err);
+  err = dsmat_destroy(&wA,"wA");
+  err = dsmat_copy(&wA,&A);
+  err = dsmat_destroy(&wA,"wA");
+  err = dsmat_copy(&wA,&A);
+  err = dsmat_destroy(&wC,"wC");
+  err = dsmat_destroy(&A,"A");
+  err = MPI_Barrier(MPI_COMM_WORLD);	
+  printf("[%d] matrices destroyed (%d) \n", world_rank, err);
+  return MPI_Finalize();
+}
--- a/TP2/src/utils.c
+++ b/TP2/src/utils.c
@ -0,0 +1,85 @@
+#include <stdlib.h>
+#include <stdio.h>
+#include <math.h>
+#include <cblas.h>
+//#include <time.h>
+#include <sys/time.h>
+#include "utils.h"
+
+void val_mat(int m, int n, float* mat, float val) {
+	int i,j;
+	for(i = 0; i<m; i++) {
+		for(j = 0; j<n; j++) {
+			mat[i*n+j] = val;
+		}
+	}
+}
+
+void rand_mat(int m, int n, float* mat, float max) {
+	int i,j;
+	for(i = 0; i<m; i++)
+		for(j = 0; j<n; j++)
+			mat[i*n+j] = ((float)rand()/RAND_MAX) * max;
+}
+
+// unused, more as a reminder
+int item_2d(int i, int j, int m, int n) {
+	return i*n + j;
+}
+
+long unsigned int time_interval(struct timeval start,struct timeval stop) {
+	return abs( (stop.tv_sec - start.tv_sec) * 1000000 + stop.tv_usec - start.tv_usec );
+}
+
+void print_gflops(struct timeval stop, struct timeval start, int m, int n, int k, int b, int kernel, char* name, float * c) {
+	long unsigned int total_us = time_interval(start, stop);
+	printf("flops%f\n",2.0*m*n*k);
+	printf("s = %f\n",total_us*pow(10,3));
+	float gflops = fabs( 2.0*m*n*k/(total_us*pow(10,3)) );
+	printf("gflops = %f\n",gflops);
+	float nrm;
+	if (c == NULL) { nrm = -1.0; } else { nrm  = cblas_snrm2(m*n, c, 1); }
+	printf("%s took %lu µs => %f Gflop/s check: %f (block:%d, kernel:%d)\n", name, total_us, gflops, nrm, b, kernel);
+	printf("CSV %d,%d,%d,%d,%d,%s,%ld,%f\n", m,n,k,b,kernel,name,total_us,gflops);
+}
+
+void print_mat(float* a, int m, int n, char* name) {
+	int i,j;
+	for (i = 0; i < m ; i++) {
+		for (j = 0; j < n ; j++) {
+			printf("%s[%d,%d] = %f,",name,i,j,a[n*i+j]);
+		}
+		printf("\n");
+	}
+	printf("\n");
+}
+
+// b = alpha*a + b
+void myblas_sgepxy(float alpha, float* a, float* b, int m, int n) {
+	int i;
+	for (i = 0; i < m ; i++) {
+		cblas_saxpy(n,alpha,&a[n*i],1,&b[n*i],1);
+	}
+}
+
+void node_coordinates(int p, int q, int node, int* coordinates) {
+	// node = q * c[0] + c[1]
+	coordinates[1] = node % q;
+	coordinates[0] = (node - coordinates[1])/q;
+}
+
+void node_coordinates_2i(int p, int q, int node, int* my_row, int* my_col) {
+	// node = q * my_row + my_col
+	*my_col = node % q;
+	*my_row = (node - *my_col)/q;
+}
+
+int get_node(int p, int q, int i, int j) {
+  return q*(i%p) + (j%q);
+}
+
+// cf stackoverflow (https://stackoverflow.com/questions/504810/how-do-i-find-the-current-machines-full-hostname-in-c-hostname-and-domain-info)
+void get_host_name(char* hostname, int buffer_size) {
+  hostname[buffer_size - 1] = '\0';
+  gethostname(hostname, buffer_size - 1);
+}
--- a/TP2/src/utils.h
+++ b/TP2/src/utils.h
@ -0,0 +1,34 @@
+#ifndef PROGPARALLEL_UTILS_H
+#define PROGPARALLEL_UTILS_H
+
+#define max(a,b) \
+	({ __typeof__ (a) _a = (a); \
+	 __typeof__ (b) _b = (b); \
+	 _a > _b ? _a : _b; })
+
+// fill the content of mat with values val
+void val_mat(int m, int n, float* mat, float val); 
+// fill the content of mat with random values from 0.0 to max
+void rand_mat(int m, int n, float* mat, float max);
+// b = alpha*a + b
+void myblas_sgepxy(float alpha, float* a, float* b, int m, int n);
+
+// return the time between start and stop in µs
+long unsigned int time_interval(struct timeval start,struct timeval stop);
+// deprecated
+void print_gflops(struct timeval stop, struct timeval start, int m, int n, int k, int b, int kernel, char* name, float * c);
+// print the content of a[0:m-1,0;n-1] with given name
+void print_mat(float* a, int m, int n, char* name);
+
+// fill coordinates according to node = q * coordinates[0] + coordinates[1] 
+void node_coordinates(int p, int q, int node, int* coordinates);
+// fill my_row/col according to node = q * my_row + my_col
+void node_coordinates_2i(int p, int q, int node, int* my_row, int* my_col);
+// return the owner node of a block A_i,j on a p x q grid.
+int get_node(int p, int q, int i, int j);
+// return i*n +j;
+int item_2d(int i, int j, int m, int n);
+
+// get the name of the machine
+void get_host_name(char* hostname, int buffer_size);
+#endif
--- a/TP2/src/who_am_i.c
+++ b/TP2/src/who_am_i.c
@ -0,0 +1,23 @@
+#include <stdio.h>
+#include <mpi.h>
+
+int main( int argc, char *argv[] ) {
+
+  int rank, size;
+  int l;
+  char name[MPI_MAX_PROCESSOR_NAME];
+
+  //MPI_Init (&argc, &argv);	/* starts MPI */
+  MPI_Init (NULL, NULL);	/* starts MPI */
+  
+  MPI_Comm_rank (MPI_COMM_WORLD, &rank);	/* get current process id */
+  MPI_Comm_size (MPI_COMM_WORLD, &size);	/* get number of processes */
+  
+  MPI_Get_processor_name(name, &l); /* get processor name */
+
+  printf("Hello world from process %d of %d on processor named %s\n", rank, size, name);
+  
+  MPI_Finalize();
+  
+  return 0;
+}
--- a/TP2/subject_mpi.pdf
+++ b/TP2/subject_mpi.pdf
--- a/TP2/utils.sh
+++ b/TP2/utils.sh
@ -0,0 +1,53 @@
+TOOLS_DIR=/mnt/n7fs/ens/tp_guivarch/opt2021
+SIMGRID_DIR=$TOOLS_DIR/simgrid-3.31
+VITE_DIR=$TOOLS_DIR/vite
+
+export PATH=${SIMGRID_DIR}/bin:${PATH}
+
+# for check and bench
+
+tmp=$HOME/tmp_simgrid
+mkdir -p $tmp
+my_mpirun="$SIMGRID_DIR/bin/smpirun -trace --cfg=smpi/tmpdir:$tmp"
+traces="traces"
+exec=build/bin/main
+
+generate_hostfile() {
+	N=${1:-4}
+	mkdir -p hostfiles
+	rm -f hostfiles/hostfile.$N.txt
+	for i in $(seq 1 $N); do
+		echo node-${i}.simgrid.org >>hostfiles/hostfile.$N.txt
+	done
+}
+
+run() {
+	human=${1:-0}
+	mkdir -p $out
+	echo $my_mpirun $mpi_options ${exec:-build/bin/main} -m $m -k $k -n $n -b $b -a $algo -p $p -q $q -i $iter $options
+	$my_mpirun $mpi_options ${exec:-build/bin/main} -m $m -k $k -n $n -b $b -a $algo -p $p -q $q -i $iter $options &>$out/$algo.out
+	echo reading $out/$algo.out
+	correct=$(grep -i "gemm is correct" "$out/$algo.out" | wc -l)
+	trial=$(grep "Gflop/s" $out/$algo.out | grep $algo | wc -l)
+	echo Found $correct correct GEMM out of $trial
+	
+	while read line; do
+		# [0] (p2p) measured_wtime = 0.000058s (la=0) | 0.002195 Gflop/s
+		gflops=$(echo $line | grep -o "| .* Gflop/s" | grep -o "[0-9]\\+.[0-9]\\+")
+		if [ $human -eq 0 ]; then
+			echo "$m,$k,$n,$b,$p,$q,$algo,$la,$gflops"
+		else
+			echo "mxnxk=${m}x${n}x${k},b=$b,p x q = $p x $q | using $algo, (lookahead:$la) => $gflops Gflop/s"
+		fi
+		echo "$m,$k,$n,$b,$p,$q,$algo,$la,$gflops" >>$csv
+	done < <(grep "Gflop/s" $out/$algo.out | grep $algo)
+	
+	if [ $la -gt 0 ]; then
+		algo=$algo-$la
+	fi
+	
+	mkdir -p $traces
+	mv -f smpi_simgrid.trace $traces/$algo.trace
+	echo You can open $traces/$algo.trace with $VITE_DIR/build/bin/vite
+	echo
+}
				`@ -0,0 +1 @@`
				`void cg_par(double A_local, double rhs, int N, int b, float tol);`
				`@ -0,0 +1 @@`
				`void cg_sq(double A, double rhs, int N, double tol);`