From 60f0119dc93e7b538ed9fee7abff321185dad62d Mon Sep 17 00:00:00 2001
From: Francesc Verdugo <f.verdugo.rojano@vu.nl>
Date: Mon, 12 Aug 2024 18:23:19 +0200
Subject: [PATCH] Saving changes

---
 docs/make.jl                      |  12 +-
 notebooks/figures/fig_mpi.svg     | 273 +++++++++++++++++++++++++++++-
 notebooks/julia_distributed.ipynb |  53 ++++--
 notebooks/mpi_tutorial.ipynb      |   4 +-
 4 files changed, 317 insertions(+), 25 deletions(-)

diff --git a/docs/make.jl b/docs/make.jl
index 0f2b9ee..ef59dfc 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -119,13 +119,13 @@ makedocs(;
                          "Julia Basics" => "julia_basics.md",
                          "Asynchronous programming in Julia" => "julia_async.md",
                          "Distributed computing in Julia" => "julia_distributed.md",
-                         "Distributed computing with MPI" => "mpi_tutorial.md",
+                         #"Distributed computing with MPI" => "mpi_tutorial.md",
                          "Matrix-matrix multiplication"=>"matrix_matrix.md",
-                         "Jacobi method" => "jacobi_method.md",
-                         "All pairs of shortest paths" => "asp.md",
-                         "Gaussian elimination" => "LEQ.md",
-                         "Traveling salesperson problem" => "tsp.md",
-                         "Partial differential equations" => "pdes.md",
+                         #"Jacobi method" => "jacobi_method.md",
+                         #"All pairs of shortest paths" => "asp.md",
+                         #"Gaussian elimination" => "LEQ.md",
+                         #"Traveling salesperson problem" => "tsp.md",
+                         #"Partial differential equations" => "pdes.md",
                          ],
           "Solutions" => "solutions_for_all_notebooks.md",
           ],
diff --git a/notebooks/figures/fig_mpi.svg b/notebooks/figures/fig_mpi.svg
index 3926288..5442ae9 100644
--- a/notebooks/figures/fig_mpi.svg
+++ b/notebooks/figures/fig_mpi.svg
@@ -365,6 +365,53 @@
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diff --git a/notebooks/julia_distributed.ipynb b/notebooks/julia_distributed.ipynb
index cb7cb91..0831a6e 100644
--- a/notebooks/julia_distributed.ipynb
+++ b/notebooks/julia_distributed.ipynb
@@ -34,16 +34,6 @@
     "With this knowledge you will be able to implement simple and complex parallel algorithms in Julia."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "952e204b",
-   "metadata": {},
-   "source": [
-    "<div class=\"alert alert-block alert-info\">\n",
-    "<b>Tip:</b> We consider the Distributed module as an easy way to start implementing parallel algorithms in this course. Note however that many real-world applications are implemented using MPI, but MPI is harder to learn than Distributed. We will also learn MPI. It will be easier once you have some experience implementing parallel algorithms with Distributed.\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "ec225103",
@@ -801,7 +791,7 @@
    "source": [
     "\n",
     "<div class=\"alert alert-block alert-success\">\n",
-    "<b>Question (NB3-Q1):</b>  How many integers are transferred between master and worker? Including both directions. \n",
+    "<b>Question:</b>  How many integers are transferred between master and worker? Including both directions. \n",
     "</div>\n",
     "\n",
     "\n",
@@ -835,7 +825,7 @@
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-success\">\n",
-    "<b>Question (NB3-Q2):</b>  How many integers are transferred between master and worker? Including both directions. \n",
+    "<b>Question:</b>  How many integers are transferred between master and worker? Including both directions. \n",
     "</div>\n",
     "\n",
     "\n",
@@ -870,7 +860,7 @@
    "source": [
     "\n",
     "<div class=\"alert alert-block alert-success\">\n",
-    "<b>Question (NB3-Q3):</b>  Which value will be the value of `x` ? \n",
+    "<b>Question:</b>  Which value will be the value of `x` ? \n",
     "</div>\n"
    ]
   },
@@ -894,7 +884,7 @@
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-success\">\n",
-    "<b>Question (NB3-Q4):</b>  Which value will be the value of `x` ? \n",
+    "<b>Question:</b>  Which value will be the value of `x` ? \n",
     "</div>\n",
     "\n",
     "Which value will be the value of `x` ?"
@@ -1328,6 +1318,41 @@
     "We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are `remotecall` and `RemoteChannel`, but there are other functions and macros like `pmap` and `@distributed` that simplify the implementation of parallel algorithms."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a75aa3bb",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3153bd90",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Implement this \"simple\" algorithm (the telephone game):\n",
+    "\n",
+    "Worker 1 generates a message (an integer). Worker 1 sends the message to worker 2. Worker 2 receives the message, increments the message by 1, and sends the result to worker 3. Worker 3 receives the message, increments the message by 1, and sends the result to worker 4. Etc. The last worker sends back the message to worker 1 closing the ring. See the next figure."
+   ]
+  },
+  {
+   "attachments": {
+    "g5148-2.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "6a485db2",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img src=\"attachment:g5148-2.png\"  align=\"left\" width=\"320\"/>\n",
+    "</div>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9a49ad48",
diff --git a/notebooks/mpi_tutorial.ipynb b/notebooks/mpi_tutorial.ipynb
index ab210b6..30fdc73 100644
--- a/notebooks/mpi_tutorial.ipynb
+++ b/notebooks/mpi_tutorial.ipynb
@@ -1036,7 +1036,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.1",
+   "display_name": "Julia 1.9.0",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -1044,7 +1044,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.1"
+   "version": "1.9.0"
   }
  },
  "nbformat": 4,