diff --git a/parallelism_scemama.org b/parallelism_scemama.org
index dcf03a7..a559ed2 100644
--- a/parallelism_scemama.org
+++ b/parallelism_scemama.org
@@ -17,6 +17,7 @@
 #+LaTeX_HEADER: \definecolor{darkblue}{rgb}{0.,0.2,0.7}
 #+LaTeX_HEADER: \definecolor{darkred}{rgb}{0.6,0.1,0.1}
 #+LaTeX_HEADER: \definecolor{darkpink}{rgb}{0.7,0.0,0.7}
+#+PROPERTY: header-args  :exports code
 #+EXPORT_EXCLUDE_TAGS: noexport
 
 #+startup: beamer
@@ -645,7 +646,7 @@ user  0m3.359s
 sys   0m3.172s
    #+end_src
    
-* Inter-process communication
+* Inter-process communication                                      :noexport:
 
 ** Processes /vs/ threads
 
@@ -862,9 +863,10 @@ if __name__ == "__main__":
    #+ATTR_LATEX: :height 0.6\textheight
      [[./pi_convergence.png]]
 
-** Computation of $\pi$ with pipes in Python
+** Computation of \pi with pipes in Python
 
    #+begin_src python :tangle Codes/pi_python.py
+#!/usr/bin/env python
 import os, sys
 from random import random, seed
 from math import sqrt
@@ -885,7 +887,7 @@ def compute_pi():
    return 4.* float(result)/float(NMAX) # Estimate of pi
    #+end_src
 
-** Computation of $\pi$ with pipes in Python
+** Computation of \pi with pipes in Python
 
    #+begin_src python :tangle Codes/pi_python.py
 def main():
@@ -911,7 +913,7 @@ def main():
                sys.exit(0)
    #+end_src 
 
-** Computation of $\pi$ with pipes in Python
+** Computation of \pi with pipes in Python
 
    #+begin_src python :tangle Codes/pi_python.py
    data = []
@@ -926,7 +928,7 @@ def main():
            else:
                variance = 0.
            error = sqrt(variance)/sqrt(N)    # Compute error
-           print(f"%{average} +/- %{error}  %{N}")
+           print("%f +/- %f %d"%(average, error, N))
 
            if N > 2 and error < error_threshold:  # Stopping condition
                for i in range(NPROC):             # Kill all children
@@ -937,8 +939,372 @@ def main():
 if __name__ == '__main__':  main()
    #+end_src 
 
+** Computation of \pi with pipes in Python
+
+   #+begin_src text
+$ python pi_python.py 
+3.141974 +/- 0.000000 1
+3.142569 +/- 0.000000 2
+3.142168 +/- 0.000528 3
+3.141938 +/- 0.000439 4
+3.141947 +/- 0.000340 5
+[...]
+3.141625 +/- 0.000107 33
+3.141614 +/- 0.000104 34
+3.141617 +/- 0.000101 35
+3.141606 +/- 0.000099 36
+   #+end_src
+
+** Sockets
+
+   Sockets are analogous to pipes, but they allow both ends of the pipe to be
+   on different machines connected by a network interface.
+   An Internet socket is characterized by a unique combination of:
+
+   - A transport protocol: TCP, UDP, raw IP, ...
+   - A local socket address: Local IP address and port number, for example 192.168.2.2:22
+   - A remote socket address: Optional (TCP)
+
+** Sockets
+
+   #+ATTR_LATEX: :height 0.9\textheight
+   [[./socket.png]]
+
+** Sockets: server code in Python
+
+   #+begin_src python :tangle Codes/socket_server.py
+#!/usr/bin/env python                                                                         
+
+import sys, os, socket, datetime
+now = datetime.datetime.now
+
+def main():
+   HOSTNAME = socket.gethostname()
+   PORT     = 11279
+   print(now(), "I am the server : %s:%d"%(HOSTNAME,PORT))
+   
+   s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)  # Create an INET socket
+   s.bind( (HOSTNAME, PORT) )           # Bind the socket to the address and port
+   s.listen(5)                          # Wait for incoming connections
+   conn, addr = s.accept()              # Accept connection
+   print(now(), "Connected by", addr)
+   
+  #+end_src
+  
+** Sockets: server code in Python
+
+   #+begin_src python :tangle Codes/socket_server.py
+   data = ""
+   while True:                          # Buffered read of the socket
+       message = conn.recv(8).decode('utf-8')
+       print(now(), "Buffer : "+message)
+       data += message
+       if len(message) < 8:  break
+   print(now(), "Received data : ", data)
+
+   print(now(), "Sending thank you...")
+   conn.send("Thank you".encode())
+   conn.close()
+
+if __name__ == "__main__":
+    main()
+   #+end_src
+
+** Sockets: client code in Python
+   
+   #+begin_src python :tangle Codes/socket_client.py
+#!/usr/bin/env python                                                                         
+import sys, os, socket, datetime
+now = datetime.datetime.now
+
+def main():
+   HOSTNAME = sys.argv[1]         # Get host name from command line
+   PORT     = int(sys.argv[2])    # Get port from command line
+   print(now(), "The target server is : %s:%d"%(HOSTNAME,PORT))
+   
+   s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)  # Create an INET socket
+   s.connect( (HOSTNAME, PORT) )  # Connect the socket to the address and port
+   # of the server
+   message = "Hello, world!!!!!!!"
+   print(now(), "Sending : "+message)
+   s.send(message.encode())  # Send the data
+   
+   data = s.recv(1024)  # Read the reply of the server
+   s.close()
+   print(now(), 'Received: ', data.decode('utf-8'))
+   
+if __name__ == "__main__": main()
+   #+end_src
+   
+** Sockets: Execution
+
+  #+begin_src text
+$ python Codes/socket_client.py lpqdh82 11279
+2021-11-20 21:20:32.258632 The target server is : lpqdh82:11279
+2021-11-20 21:20:32.258959 Sending : Hello, world!!!!!!!
+2021-11-20 21:20:32.259042 Connected by ('127.0.0.1', 36798)
+2021-11-20 21:20:32.259068 Buffer : Hello, w
+2021-11-20 21:20:32.259076 Buffer : orld!!!!
+2021-11-20 21:20:32.259083 Buffer : !!!
+2021-11-20 21:20:32.259088 Received data :  Hello, world!!!!!!!
+2021-11-20 21:20:32.259093 Sending thank you...
+2021-11-20 21:20:32.259133 Received:  Thank you
+  #+end_src
+
+  Note that the client and server can be written in different languages.
+
+** Server for \pi with sockets in Python
+
+   #+begin_src python :tangle Codes/pi_server_python.py
+#!/usr/bin/env python
+import sys, os,  socket
+from math import sqrt
+HOSTNAME = "localhost"
+PORT     = 1666
+error_threshold = 1.e-4   # Stopping criterion
+
+def main():
+   data = []
+   s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)  # Create an INET socket
+   s.bind( (HOSTNAME, PORT) )  # Bind the socket to the address and port
+   while True:
+      s.listen(5)                # Wait for incoming connections
+      conn, addr = s.accept()    # Accept connection
+      X = ""
+      while True:                # Buffered read of the socket
+         message = conn.recv(128)
+         X += message.decode('utf-8')
+         if len(message) < 128: break
+      data.append( float(X) )
+      N = len(data)
+   #+end_src
+
+** Server for \pi with sockets in Python
+
+   #+begin_src python :tangle Codes/pi_server_python.py
+      average = sum(data)/N      # Compute average
+      if N > 2:                  # Compute variance
+         l = [ (x-average)*(x-average) for x in data ]
+         variance = sum(l)/(N-1.)
+      else:
+         variance = 0.
+      error = sqrt(variance)/sqrt(N)    # Compute error
+
+      print('%f +/- %f'%(average,error))
+
+      # Stopping condition
+      if N > 2 and error < error_threshold:
+         conn.send("STOP".encode())
+         break
+      else:
+         conn.send("OK".encode())
+   conn.close()
+
+if __name__ == "__main__":
+   main()
+   #+end_src
+
+** Client for \pi with sockets in Python
+
+   #+begin_src python :tangle Codes/pi_client_python.py
+#!/usr/bin/env python
+import os, sys, socket
+from random import random, seed
+from math import sqrt
+HOSTNAME = "localhost"
+PORT     = 1666
+NMAX     = 10000000        # Nb of MC steps/process
+error_threshold = 1.0e-4   # Stopping criterion 
+NPROC=4                    # Use 4 processes
+
+def compute_pi():
+   """Local Monte Carlo calculation of pi"""
+   seed(None)  # Initialize random number generator
+   
+   result = 0.
+   for i in range(NMAX):         # Loop NMAX times
+      x,y = random(), random()   # Draw 2 random numbers x and y
+      if x*x + y*y <= 1.:        # Check if (x,y) is in the circle
+         result += 1
+   return 4.* float(result)/float(NMAX) # Estimate of pi
+   #+end_src 
+
+** Client for \pi with sockets in Python
+   
+   #+begin_src python :tangle Codes/pi_client_python.py
+def main():
+
+   while True:
+      X = compute_pi()
+      s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)    # Create an INET socket
+      try:     # Connect the socket to the address and port of the server
+         s.connect( (HOSTNAME, PORT) )
+      except socket.error:
+         break
+      message = str(X)
+      s.send(message.encode())              # Send the data
+      reply = s.recv(128).decode('utf-8')   # Read the reply of the server
+      s.close()
+    
+      if reply == "STOP": break
+
+if __name__ == '__main__':
+  main()
+
+   #+end_src 
+
+** Execution of \pi with sockets in Python
+
+   #+begin_src text
+$ python pi_server_python.py &
+> for i in {1..8} ; do
+>     python pi_client_python.py &
+> done ; wait
+
+3.142136 +/- 0.000000
+3.141783 +/- 0.000000
+3.141992 +/- 0.000291
+3.141804 +/- 0.000279
+[...]
+3.141687 +/- 0.000104
+3.141666 +/- 0.000102
+3.141651 +/- 0.000098
+
+   #+end_src
+
+
 * Message Passing Interface (MPI)
 
+** Message Passing Interface
+
+   - Application Programming Interface for inter-process communication
+   - Takes advantage of HPC hardware:
+     - TCP/IP: 50 $\mu \text{s}$ latency
+     - Remote Direct Memory Access (RDMA): <2 $\mu \text{s}$
+        (low-latency network)
+   - Portable
+   - Each vendor has its own implementation adapted to the hardware
+   - Standard in HPC
+   - Initially designed for fixed number of processes:
+     - No problem for the discovery of peers
+     - Fast collective communications
+   - Single Program Multiple Data (SPMD) paradigm
+   
+** Communicators
+
+   - Group of processes that can communicate together
+   - Each process has an ID in the communicator: no need for IP
+     adresses and port numbers
+   - ~MPI_COMM_WORLD~: Global communicator, default
+   - ~size~: number of processes in the communicator
+   - ~rank~: ID of the process in the communicator
+
+** Point-to-point communication
+   
+*** Python
+    - Send: 
+      ~comm.send(data, dest, tag)~
+    - Receive: 
+      ~comm.recv(source, tag)~
+*** Fortran
+    - Send: 
+      ~MPI_SEND(buffer, count, datatype, destination, tag, communicator, ierror)~
+    - Receive: 
+      ~MPI_RECV(buffer, count, datatype, source, tag, communicator,
+      status, ierror)~
+** Point-to-point communication (Python)
+
+   #+begin_src python  :tangle Codes/mpi_rank.py
+from mpi4py import MPI
+
+def main():
+    comm = MPI.COMM_WORLD
+    rank = comm.Get_rank()
+    size = comm.Get_size()
+
+    if rank == 0:
+        data = 42
+        print("Before: Rank: %d    Size: %d    Data: %d"%(rank, size, data))
+        comm.send(data, dest=1, tag=11)
+        print("After : Rank: %d    Size: %d    Data: %d"%(rank, size, data))
+    elif rank == 1:
+        data = 0
+        print("Before: Rank: %d    Size: %d    Data: %d"%(rank, size, data))
+        data = comm.recv(source=0, tag=11)
+        print("After : Rank: %d    Size: %d    Data: %d"%(rank, size, data))
+
+if __name__ == "__main__": main()        
+   #+end_src
+
+** Point-to-point communication (Python)
+
+   #+begin_src text
+$ mpiexec -n 4 python mpi_rank.py 
+Before: Rank: 0    Size: 4    Data: 42
+Before: Rank: 1    Size: 4    Data: 0
+After : Rank: 0    Size: 4    Data: 42
+After : Rank: 1    Size: 4    Data: 42
+   #+end_src
+
+   In Fortran, compile using =mpif90= and execute using =mpiexec= (or =mpirun=).
+
+** Point-to-point communication (Fortran)
+
+   #+begin_src fortran :tangle Codes/mpi_rank.f90
+program test_rank
+      use mpi
+      implicit none
+      integer :: rank, size, data, ierr, status(mpi_status_size)
+
+      call MPI_INIT(ierr)      ! Initialize library (required)
+      if (ierr /= MPI_SUCCESS) then
+         call MPI_ABORT(MPI_COMM_WORLD, 1, ierr)
+      end if
+      
+      call MPI_COMM_SIZE(MPI_COMM_WORLD, size, ierr)
+      if (ierr /= MPI_SUCCESS) then
+         call MPI_ABORT(MPI_COMM_WORLD, 2, ierr)
+      end if
+
+      call MPI_COMM_RANK(MPI_COMM_WORLD, rank, ierr)
+      if (ierr /= MPI_SUCCESS) then
+         call MPI_ABORT(MPI_COMM_WORLD, 3, ierr)
+      end if
+   #+end_src
+
+** Point-to-point communication (Fortran)
+
+   #+begin_src fortran :tangle Codes/mpi_rank.f90
+    if (rank == 0) then
+        data = 42
+        print *, "Before: Rank:", rank, "Size:", size, "Data: ", data
+        call MPI_SEND(data, 1, MPI_INTEGER, 1, 11, MPI_COMM_WORLD, ierr)
+        print *, "After : Rank:", rank, "Size:", size, "Data: ", data
+
+    else if (rank == 1) then
+        data = 0
+        print *, "Before: Rank:", rank, "Size:", size, "Data: ", data
+        call MPI_RECV(data, 1, MPI_INTEGER, 0, 11, MPI_COMM_WORLD, &
+                      status, ierr)
+        print *, "After : Rank:", rank, "Size:", size, "Data: ", data
+
+    end if
+    call MPI_FINALIZE(ierr)      ! De-initialize library (required)
+end program
+   #+end_src
+
+** Collective communications
+
+*** One-to-all
+    - Broadcast: send same data to all
+    - Scatter: distribute an array
+*** All-to-one
+    - Reduction: Sum/product/... of data coming from all ranks
+    - Gather: collect a distributed array
+*** All-to-all
+    - Reduction and broadcast
+
+** Deadlocks
 * OpenMP
 
 * Exercises
@@ -1246,3 +1612,4 @@ digraph G {
 
   #+RESULTS:
   : /home/scemama/MEGA/TEX/Cours/TCCM/TCCM2022/Parallelism/parallelism_scemama.pdf
+  
diff --git a/socket.png b/socket.png
new file mode 100644
index 0000000..ea26cc3
Binary files /dev/null and b/socket.png differ