build based on 8b9029c

.github/workflows/CI.yml

@@ -1,64 +0,0 @@
-name: CI
-on:
-  push:
-    branches:
-      - main
-    tags: ['*']
-  pull_request:
-concurrency:
-  # Skip intermediate builds: always.
-  # Cancel intermediate builds: only if it is a pull request build.
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: ${{ startsWith(github.ref, 'refs/pull/') }}
-jobs:
-  test:
-    name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }}
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        version:
-          - '1.9'
-        os:
-          - ubuntu-latest
-        arch:
-          - x64
-    steps:
-      - uses: actions/checkout@v3
-      - uses: julia-actions/setup-julia@v1
-        with:
-          version: ${{ matrix.version }}
-          arch: ${{ matrix.arch }}
-      - uses: julia-actions/cache@v1
-      - uses: julia-actions/julia-buildpkg@v1
-      - uses: julia-actions/julia-runtest@v1
-  docs:
-    name: Documentation
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-      statuses: write
-    steps:
-      - uses: actions/checkout@v3
-      - uses: julia-actions/setup-julia@v1
-        with:
-          version: '1'
-      - name: Set up Python
-        uses: actions/setup-python@v4.7.0
-        with:
-          python-version: '3.9'
-      - name: Install nbconvert
-        run: |
-          python -m pip install jupyter nbconvert 
-      - name: Configure doc environment
-        run: |
-          julia --project=docs/ -e '
-            using Pkg
-            Pkg.develop(PackageSpec(path=pwd()))
-            Pkg.instantiate()'
-      - uses: julia-actions/julia-buildpkg@v1
-      - uses: julia-actions/julia-docdeploy@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
-

.gitignore

@@ -1,8 +0,0 @@
-*.swp
-Manifest.toml
-.ipynb_checkpoints/
-.vscode/
-docs/src/notebooks/
-docs/src/notebook-html/
-*.code-workspace
-*.DS_Store

LICENSE.md

@@ -1,395 +0,0 @@
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Project.toml

@@ -1,8 +0,0 @@
-name = "XM_40017"
-uuid = "97f213cd-d64a-481d-bc9d-afa871b8c535"
-authors = ["Francesc Verdugo <f.verdugo.rojano@vu.nl>"]
-version = "0.1.0"
-
-[deps]
-Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-Glob = "c27321d9-0574-5035-807b-f59d2c89b15c"

README.md

@@ -1,6 +0,0 @@
-# XM_40017
-Jupyter notebook scripts for the course Programming Large-Scale Parallel Systems (XM_40017) at Vrije Universiteit Amsterdam. 
-
-- [**Go to webpage**](https://fverdugo.github.io/XM_40017/dev)
-
-NB: The `notebooks` folder contains material under construction. The material that is ready for study is the one accessible from the website. The material will be added incrementally to the website as the course advances.

dev/.documenter-siteinfo.json

@@ -0,0 +1 @@
+{"documenter":{"julia_version":"1.11.7","generation_timestamp":"2025-09-24T05:37:55","documenter_version":"1.14.1"}}

dev/LEQ.ipynb

@@ -103,7 +103,7 @@
     "### Problem statement\n",
     "\n",
     "Let us consider a system of linear equations written in matrix form $Ax=b$, where $A$ is a nonsingular square matrix, and $x$ and $b$ are vectors. $A$ and $b$ are given, and $x$ is unknown. The goal of Gaussian elimination is to transform the system $Ax=b$, into a new system $Ux=c$ such that\n",
-    "- both system have the same solution vector $x$,\n",
+    "- both systems have the same solution vector $x$,\n",
     "- the matrix $U$ of the new system is *upper triangular* with unit diagonal, namely $U_{ii} = 1$ and $U_{ij} = 0$ for $i>j$.\n",
     "\n",
     "\n",
@@ -278,7 +278,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g27851.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -398,7 +398,7 @@
    "source": [
     "### Data partition\n",
     "\n",
-    "Let start considering a row-wise block partition, as we did in previous algorithms.\n",
+    "Let's start considering a row-wise block partition, as we did in previous algorithms.\n",
     "\n",
     "In the figure below, we use different colors to illustrate which entries are assigned to a CPU. All entries with the same color are assigned to the same CPU."
    ]
@@ -414,7 +414,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g31767.png\"  align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArUAAAHoCAYAAABXWBf1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13nB11vf/x1/ecs9l0UiCEhC5FShAISBGkiHAFERW7KAq2a7lYsF69ev1ZLhYUwYIoYi+ABRVFQAWU3gnSpJsQCKRnk83uOd/fH7PBzdnZzfaZb3g9H4/zgP3Ome98dmZ289453/lO4GnxauAAJEmS8p0D4W1FFyHlqXT9dyIsm1hoJZIkqeQemgFUi65CyhMg/h2WTYLa7jAhFF2QJEkqq0URpt4AtXshvKHoaqTuAsRYdBGSJCkp8yDMKboIqbtac8PWu8EWzyqilL7d9If/iXNf9OnSXkm+7bIv1HfY94TqhE1mFV1Krntv/AGTp23HzO0PLrqUXIsX3M7CB/5e3/Wg/yztx1plPwdv//OX6tvt+YrqpGnbFl1Krvtv+Rmt4zdtbLnzEZUNv3v0LXvyPh658+LGnENOKWV9kJ2De//Hp0II5Szxjr9+pb71bi+ubrLZjkWXkuuhO35FqLQ0ttntxaXcgWvXLGfelV9r7H3kx0tX3wO3wKJHi65C6luPULvFDjDn0AIq2YBbLzuLOYd9uugyenXX389p7LjvkdXps8sZah9/+CJmbncQux9SzlD74G33snzxTxpzDitvqL310jNLfQ7ec+13G8/a+8Dq5tttW3QpuRY/9gcmT98hzjnsiKJLybXgvkdY9MgPGnMOK2+ovfXSs5hz6Ccpaablvhu/19huzznV2TuVM9SuWHwZ1ZbxjTmHlTPUti1byT3XfjPOOezjRZfSw5KFhlqVXyl/sCVJkqSBMNRKkiQpeYZaSZIkJc9QK0mSpOQZaiVJkpQ8Q60kSZKSZ6iVJElS8gy1kiRJSp6hVpIkSckz1EqSJCl5hlpJkiQlz1ArSZKk5BlqJUmSlDxDrSRJkpJnqJUkSVLyDLWSJElKnqFWkiRJyTPUSpIkKXmGWkmSJCXPUCtJkqTkGWolSZKUPEOtJEmSkmeolSRJUvIMtZIkSUqeoVaSJEnJM9RKkiQpeYZaSZIkJc9QK0mSpOQZaiVJkpQ8Q60kSZKSZ6iVJElS8gy1kiRJSp6hVpIkSckz1EqSJCl5hlpJkiQlz1ArSZKk5AWIsXtDreV/YrXl60XV06vOtatCbcyEuOF3FqPR6AwhVGII5fw7oXNtW6hUW6hUW0q5Dxv1DhqNjlBrGV/K+gA6O1aHWsu40tYX6x2BSiWGUC26lFydHatDpVKlUh1Tyn3YqHfQqK8t9e+Zemd7qNZaS1tfo94RQqgQKtVS1ljvWE0I1VCplfMcJEZirIdQqZWuvs61Z4V652u7N82DMKeoeqQ8PULtfsfBnEMLqqYPP/zvafENn10ciq6jN7/4zI4dL3jz+S3TZ+9ZdCm5LjvvFczc7iB2P+S9RZeS68HbLmDelWd0HPueq1qKrqU3P/zY1PiGzy0p7Tl4wed36Tj4Nd9t2Xy7A4suJdcVPzmRydN3qO911CdKmboX3Hc51130oc6XfeCmWtG19OaHH5sWT/jMohAqpdyF/PKLe3Tsd9zpLbN3OqLoUnJdfeG7qLaM79zvJV8s5TFuW7aAX5++b/11/zu/dAf4yp/Cvdev12SoVemU87KiJEmSNACGWkmSJCWvlB/BSJIkDU4cDxwFHAzsBWwHzADGAZ3Akq7XP4Frul5XQVg7gG0cBWzTzzevBJYBS4E7ICzv/3ae3t5cYG5T468hPDHwvtbr9zBgx6bGH0BYM7R+ByvOBvYBNm9acBeEqza0tqFWkiRtBOIuwAeA1wATenlTDdis67UTcHRX+yKIPwLOgXBXPzb2TuAlgyiyAfEe4LfAtyHc38/1jgU+2dR2OzDEUMtJwAlNbb8CRiHUxi3Igvo+3f47s5c3fxvYYKh1+IEkSUpYnAjxa8AdwMn0Hmj7shnwPmAexG9DnDGcFXZTAXYBPgTcC/GbEAdTb8LisRDnAwvIwv0ngRfTe6DtN0OtJElKVNwZuB54D9DXrBGdwELgIaCtj/dVgLeSBc5xw1RkX9t6B3ADxM1GeFtlsgUwayQ6dviBJElKUJwDXEY2XrbZCuAC4BLgCggLm9adCOwKvIjsKuFcoPuUjZvQd0jO81Egb47hiWRjRPcH8qZB2wX4PcTnFzeWtVTagdbBrGiolSRJiYmzgT/QM9B2At8C/l/fN1GFlWRXeK8H/hfifsBngRcMoajTIGzgwRlxLvB1YL+mBfuSjdM9fQjbT9Ea4Dbgpq7XjcCjwOLBdGaolSRJCYkV4OfA7KYFbcArIVw88D7DdcAREP8D+D75V3+HQbgpuyLL74AXNi38CMSzBjYLQ5JuBd5CFmLvhNCx/uI4abAdO6ZWkiSl5F3A85ra2oEjBxdouwt/JLsL//oNvXMI21hLNuPAqqYFm5ENUdjIheshfBfCrT0D7dAYaiVJUiLiJOATOQs+CeHvw7ON8CjwfGD18PSXu40nyK42Nzts5La58TPUSpKkVJxIdkWzu5uBLw3vZkI7hPrw9tnDFTltW47wNjdqhlpJkpSKk3LazhiFADoSFuS0bTrqVWxEDLWSJCkBcSuyx952txg4v4BiVEKGWkmSlIK86bYuhzCCY19HVPPsDQBPjnoVGxFDrSRJSsHeOW03jHoVw+f5OW3/GvUqNiKGWkmSlIJn5bQlGmrjDODVOQv+OsqFbFQMtZIkKQXTctrmj3oVQxZbgB8CE5oWPAVcM/r1bDwMtZIkKQXTc9qWjXoVQxL3Aa4CjsxZ+H/PgKeJjSgfkytJklKQd6W2TKH2wxBjTvt4YCZwADCnl3VvBr4+UoU9UxhqJUlSqvJCZFE+P8j17gOOSXgWh9Jw+IEkSUrB4py2TUa9iuETge8CcyEsLLqYjYFXaiVJUgryQu0UYNFoFzIEEbgX+B3wbQj3FlzPRsVQK0mSUpAXarcg+/i+DN5B/nCINrKxv0uAOyCUaRxwKLqA4WSolSRJKXggp21f4MrRLqQX34YwUmN86zlt44ah37w+Ooeh30I4plaSJKXg5py25456FcVYmtM2cRj6ndT0dQNYPgz9FsJQK0mSUnB5TtvhEMeOeiWjLy/U5s3bO1CbNn29HELeVeEkGGolSVICwsPA7U2NmwKvKKCY0fZETttuQ+syVoCd+7GdZBhqJUlSKs7NaXtPV0DbmN1Iz5vQ9hpin88mezBEdzcMsc9CbewngSRJ2nicBzzV1PZc4JTh3UwcU66gHJ4C7mlqfD7E5uEDA/HynLarh9Bf4Up0wCRJkvoSlgGfzVnwWYj7DM824izgz/S8ilm0PzZ93QKcNLiuYivw5qbGBnDJ4PorB0OtJElKydeA65raxgGXQ3zB0LqOLwBuAp43tH5GxFn0nNrrExC3HURfHwW2b2r7LYT7B1NYWRhqJUlSQkIdeDXweNOCycDFEL8IcdrA+ox7Q7wYuAyYORxVDr9wP3BBU+NE4K8Qd+lfHzFA/BDwP00LGsAXhlhg4Xz4giRJSkx4GOIxwJ+A7gF2DHAq8BaIPyf7OP2vEJasv34cS3bn/zFdrwNI4+la7ya7irxlt7ZtgFshngv8GLgewtr1V4ubA0cA7wf2zun3NAijOJ42ngLs2svClpy2gyGe3UeHX4Nwp6FWkiQlKNwE8RDgV8AOTQunAG/vegFxNfAk2SNrN+9a3pfF5D/Fq2DhSYivIhtfO7nbgjFkj+l9B7AG4kKyG+payeaz3aKPTi+h55XbkXY0cOQA3r9L16s3vwLudPiBJElKVJgHzAXOJvsIvTfjgK3Irs72FWg7ga8DO0FYPVxVDq9wDbAfPWdDWGcssC3ZftmdvgPtOcBxEJJ9NG53hlpJkpSwsBzCO4A9gR8CawbRyRPAl4HdILy7awqtEgt3A/sAHwQeG0QHfwIOgfA2CO3DWlqBHH4gSZI2AuEO4I0Q3wX8B3AQ2QMKtie7WrnuQt5SsuEF9wLXAteQjbtd29xjH74B/L5p+80PRxhhYSXwJYhnko2XPZjse96KbJzxRLKr14u7XncAVwKXQ7hzdGvt4QzgwmHs706AAHG9gzBu0un1sRO/V7pxJKuWPDpmwtStBnLCjaq2ZQtaWsdPa1RbxpZu3wG0LV/YUmsZy5hxUzqKriVPR/uKSkf7yur4yVuUsj5I4BxcvqBl7PhNG5XamFKeg6uW/Ks2ZtwmoWXspFIe4441Kyod7Stq4zeZVdpjvGrJo2MmTNmqg9DjyUKl0LZsQcuYcVMatTHjS3kOrlmxqBYqldA6YXopz8HYaFRWL3+sOn7K7NLVt2rpZ2prVx/X/dPdeRDmFFbQoMQa0IDQ1zCFjUhsgVC6c2kk9bhSu+2cl1S323PPahHF9OWyc1/OAS87Y0zRdfTmyp+e1Njj8A9VJ2/6rNLtO4CbL/k007bYnW33eHkp9+HC+6/iodsvbOz/sq+Wsj6Ay753fLnPwZ+d3Njt4PdUp8zctbTn4OTp28Ud9nlDKffhokeu597rvtco8zG+7HvHx/1f9pWWEMo5cuzv5/9n/dkHvq06ffZepTwH77zya1RrYxvPPvBtpTzG7W2LuebC98QynoO3/3kX/nV30VUM1cYxbrT/nlmBFnJC7eTNdmDWjs03ERYvVCpx1o6Hl3a6jUqlpb7Z1vtWps/es+hScv3j799g8qY7MGvHw4suJVd722Lm33dZfdaOh5fzX2uyjzXKfA7WamPr07fcu7L5dgcWXUqu+274PpOmbd+YtePhpQw8EHng1vMb5T4HA7N2OIxQKecurLa0NqbNek61rL9nHrr9Qqot40t7jNuWLYBQKeXPyD9vLLoCacNK+YMtSZIkDYShVpIkSckz1EqSJCl5hlpJkiQlzLine truncated
     "</div>"
    ]
   },
@@ -439,7 +439,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-asp-data-updated-2.png\"  align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -454,7 +454,7 @@
     "<b>Definition:</b> *Load imbalance*: is the problem when work is not equally distributed over all processes and consequently some processes do more work than others.\n",
     "</div>\n",
     "\n",
-    "Having processors waiting for others is a waist of computational resources and affects negatively parallel speedups. The optimal speedup (speedup equal to the number of processors) assumes that the work is perfectly parallel and that it is evenly distributed. If there is load imbalance, the last assumption is not true anymore and the speedup will be suboptimal.\n"
+    "Having processors waiting for others is a waste of computational resources and affects negatively parallel speedups. The optimal speedup (speedup equal to the number of processors) assumes that the work is perfectly parallel and that it is evenly distributed. If there is load imbalance, the last assumption is not true anymore and the speedup will be suboptimal.\n"
    ]
   },
   {
@@ -480,7 +480,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-asp-data-updated-cyclic.png\"  align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -563,7 +563,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g27851.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -620,15 +620,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/LEQ/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Gaussian elimination · XM_40017</title><meta name="title" content="Gaussian elimination · XM_40017"/><meta property="og:title" content="Gaussian elimination · XM_40017"/><meta property="twitter:title" content="Gaussian elimination · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/LEQ/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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id="documenter-sidebar-button" href="#Line truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/LEQ.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../LEQ_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../asp/">« All pairs of shortest paths</a><a class="docs-footer-nextpage" href="../tsp/">Traveling salesperson problem »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/asp.ipynb

@@ -57,7 +57,7 @@
     "function q1_answer(bool)\n",
     "    bool || return\n",
     "    msg = \"\"\"\n",
-    "    The we can change the loop order over i and j without changing the result. Rememeber:\n",
+    "    Then we can change the loop order over i and j without changing the result. Remember:\n",
     "    \n",
     "    C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n",
     "    \n",
@@ -112,7 +112,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g32490.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -191,7 +191,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g32490.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -231,7 +231,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g42544.png\"  align=\"left\" width=\"400\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -255,7 +255,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:g33734.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -270,7 +270,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g32779.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -285,7 +285,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g33077.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -300,7 +300,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g33443.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABGgAAAGhCAYAAAA9VYLrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13fBR1/sfx16SHDqKgolJEQRQrv5MTVNRT7BUsd/bePT2BRDxzKiScnu1Oz95776Io9nIqdkURElBRutSQuvP747ubnZ3dJLvJ7szu5v18PPZBZnZ25jNJmOx+5vP9fC1EREREREREpC1uAC50LOcAtk+xeKULsFHw0Q2oA1YAPwC1PsaV8fL8DkBEREQkAw0EHncs/w8416dYREREUqUQ+AMwMvjYFejTzLb1wCzgIeB+YLUXAYqIiIhIxzYMc4c09HjN33CyyunADMejwN9wRERadAORfw8sf8NJun2JPL94HwuBg32IN6OpgkZERERE0smWwD6O5Ry/AhERkTbbBHgGOA24199QMof+4ImIiIiIiIhIS5YBjwFnYIY8bYSpFrIwfWhGAhXAGsdrcoFbgaGeRioiIiIiHYqGOKXONCK/t0X+hiMi0qJsH+K0CbAT8Rd3bIFpFuz8njyYmtCyjypoRERERERERCSWX4HPgECc2y8ATnCtOxjlHuKib5KIiIhI+tgAM31pKvVGVSkiIpI6/wPmOpa7Yf72SCvUJFhEREQk9S4DNg9+PQ/4Z/Dr7sCJwcc2hBMna4DXgf9iZjKKxyXAVsGvFwJXBr/eBNOk8RhgEOFZkRYDLwC3AJ/HeYxpQI/g158Ad8b5uhHBGELKgfmO5Y2Aq4Jf/8H12v8Ajc3s985gHCIimcQCLsBc90PmY66x8VaqpLuFmKbvIZ38CkREREREsluiPWg+dWz7XnDdrpg35K1NVXoP8d1Ue9Pxmi+D6w4FVrSy/wbMh4J4Kqt/cbzukTi2DznGdcwRrucHtxJjc49jE4hBRCQVEu1Bkw/c7XrNLGDjFMboh+8In18tqtyMiypoRERERLz3R2AmUBjHticBa4HzEzzGgZgpTkMfFhqAJZgKGmepeS4wIbjuNMybaRERSb6uwJPAvo5104FxmOt8ttgGGOJYfgeo8SkWEREREcly7amgmQP8Fvx6PnAuMABz46wA2BG4y7X/RmCXVo7hrKBZiJkS1Q4e60Sgs2PbfsBUoN51nNaSQKmqoCkEdg4+7nNtO9LxnPvRK4EYRERSId4Kmk0ww0md295F9hVN9MJUBIXOMQCM8TUiEREREclq7UnQhB4zaLkh8N9d27fW78WZoAk95gF9W3jNWKDOsf1qYNMWtk9VgsZJ02yLSCaJJ0EzDDO7kTNpcUUc+94AM0w1lY+7EjvdmLphbiJMxvQ3c34/Jidh/yIiIiIizWpvgqYS0yC4JXlAleM1i1rZ3p2gacRUmbTmctfrrmphWyVoREQitZag2RP43fF8HXBynPvu7dp3Kh6PJnS2MDTO/c4Hjkpw3x2eptkWERER8d5UYFUr2zQATzmW+2BK5OP1BKbMvDXXAMsdy6fQepNLERFp3XGYHjOh2e/WAAdjmr9nKxszVHVnTL8dSUC2jXcTERERSXcBIhMvLfnCtbwZ8Gucr304zu1qgvGcEVzeBDOr0pw4Xy8iItEmAuWEE96/YZq3f57APtYA45Mcl9vPSd6fhel7djhwLVCB6XcmcVCCRkRERMRbVZhy93gscy23NizK6YMEtn2fcIIG4P9QgkZEpC1ygZuAsx3rvgMOwPShSUQtphoynVQR2bS+E+Zv07aYBNSo4PpuwJXAHpiqofUexpixlKARERER8daKBLZ1T0saz7TcYBI77uROS2a7lvsl8FoREQl7GpOQCHkHOIz4E/PprobYw2dfxFTL7A48iKn4BNgb+DdwmifRZTj1oBERERHxVp0Hx1jZzu17JisQEZEOxpmc+Q1TOZMtyZl4vIOpmnH+XTkFU2EjrVAFjYiIiEj2SXS8vztpFG+ljoiIRPoB2Dr49caYhrnH0bbkvEW4wXCq1AHrkrzPKkz/mauDyxbwZ6AkycfJOkrQiIiIiGSfLglu39W1nGgFTms0K5SIdBR7Aq8B2wWXj8Q0Yh9H9LDV1mwALE1aZLE9BhyTgv2+QDhBA5F9a6QZGuIkIiIikn02AvIT2N7dc2Z5zK3MDFQhuQnsv1sC24qIZLLFwBgi+7QchElYdPIlIn8sdC1v4EsUGUYJGhEREZHsUwhsk8D2O7qWv2pmu7WOrxOp0hmQwLYiIpluOaY5rnM2vX2A6URXLGYr96yDq3yJIsNoiJOIiIhIdjoE+DLObQ91fN1A7Bk6IHIGqi0TiGWfBLatdS13IfFhASIiflsF7Ac8j6moARgNzAD2J77GwStJ/dCgVDUwHuladlfUiIiIiIgkxTDAdjxea2X7Tx3bvpfAcfZ0HefgFrZ907XtAqA4jmPsihm6FHrdcy1s+1/HdgFgizj2v7srLhsY0cL2f3NtOzSOY4iI+OUGIq9Z7p5bxcArrm0+Azb0MEav5QKfEHnOJ/kZUKbQECcRERGR7LQ5kQ0aY+kM3ELkB4pbW9j+fcfXFnBJK/vfALirlW3c5riWd0jw9SIi6WQ9cBjwrGPdjpik+sa+RBS/DTE3BhJp9J4H3EZk5c9qTA8eEREREZGkS/cKmjrH1xVAQYzt+wFvufb/SivxdMaU7Ye2bwT+SuybfqMx083amClc462g2cgV/3xgbHC9iEi6aa2CJiQPeMS17RxgMw9ibKstMXF+DVwGbE/zDei7AccD3xBdNfnXlEcqIiIiIh1WuidovgTudyz/DPwbuBCYiPmQ4E6aLCK+IUuXEv3m+0fgDkwy6A7Mm/nQc79g3pzHm6ABeCjGMWxML5oVjseRccQrIpJK8SZowAz9udu1fRUwMMUxtlUoQeN81GIayb+L6afzLjAXk7CPdd2+G43cEREREZEUyoQETWfgbWK/YXY/FgPbxhlTLvB0nPv9BdgJOMa1vrUEzQZEfs+aexwbZ8wiIqmSSIKG4PM3E32t3DqFMbZVrARNvI/1mKobJWcSoG+WiIiISHZah5nmdQpmJpBYGoAHMcmZb+LcbyMwHpgMrGlmm3rgcUxy5rM49+u0HDMDyJ+BJzF3ZzVFq4hkAxs4D7jWsW5TTEJ9O18iat5PmAT7I5gqy3gsBv6FuZExBdNQXuKUSLMfEREREUlfb2IqbsCUn2/veK4I2BdTRr8JsBZTVv8KsKwdx+wM7IX5UNETkwhagKkoWtKO/YqISPoZgLneD8T0BSvEDD1djbn2f44Z8qqkjIiIiIh0aO4hTiIiIpJB8vwOQERERCSNWUBfv4OIk3OmpnzSf/rWZPsdcydXRMQvfdEolZWY/jMiIiIiIknVg7Y3SNTD28cxzfwMRUS80txMRh3pcXK7v4sdmCpoRERERJpnkzlj6S0i79xmStzJ0tHOV0TST6PfAaQBXYtFREREpMN7k/AdTPWgERERyTCqoJGOohDYChgEdMHMOtEDqMZMQ7oG+AWYg5naU0RERERERMQzStBIthoEjAk+RgJbADlxvnY5Zoq4t4CZwCdAQ/JDFBERERERERHJPn2BizFl3clsdLUUuAkY4d2piIiIJGwrYOfgYxufYxERERGRDmhb4EGgntR3Jf8MOIr4q3FERERERERERLLaIOBpTKfwRJIsq4FfgXnAAmAFiU+J9x1waOpPUUREREREREQkPRUBfwfW03ISpRH4FLgGGAfsAHRqZp+5wEBgLDABeBnTOLi1RM0LwIAkn5+IiIiIiIiISFrbBviGlpMmHwBnAxu081j5wP7Aw5jZnpo73jrg5HYeS0REREREREQkI5wErCV2kqQBeAQYnqJj98RU7Sxr5vg2cB9m+m4RERERERERkaxjAVNpPjEyHRjiUSxdgKuBmmZi+R/Q26NYREREREREREQ8kQvcQexkyGJMbxk/bA283Uxc3wNb+BSXiIiIiIiIiEhSWcCdxE6CvA1s6l9ogEkelWGGV7nj+wnYzLfIRERERERERESSZBqxkzP/xiRH0sUBxO6N8yXQw8e4RERERERERETa5UxiJ2cm+xlUC/4ALCU63jdIr2SSiIiIiIiIiEhctiP2tNYlfgYVh22BFUTHXeZjTCIiIiIiIiIiCesCzCE6yXG9n0ElYA9gPZGxNwJj/AxKRERERERERCQR15L5w4ROJfoc5gJFfgYlIiIiIiIiIhKPYUAdkYmNRUDfdu63NzAWuAx4GpiPGYrkfPyxncdwu4/oJM0VST6GiIiIiIiIiEjSzSQ6qTG2Dfvpi+lX8yQmGROr2bD7sXv7Qo/SFfjZdYz1aOptEREREREREUljI4lOmjzRxn2NjbEvrxM0AONjHOemFBxHRERERERERCQpXiZ51SbpkqCB6Kqgato/ZEtERERERESyTI7fAYgA2wD7u9bdgxkilAwB4AfgIeDi4MMr/3AtFwNne3h8EREREREREZG4VBBZZVIPDGjH/nYlnIzZA9MPxmk03lXQALzrOlYlYKXweCIiIiIiIiIiCckBfiIygfFcio/pdYLmOI+PJyIiIiIiIhlGQ5zEbyOJ7jXzgB+BpNCzwGrXuqP8CERERERERETSkxI04re9XMtrgBf8CCSFqjFJGqe9/QhERERERERE0pMSNOI3d4LmHaDWj0BS7HXX8lBgYz8CERERERERkfSjBI34KRfT0NfpTT8C8cBM17IF/NGPQERERERERCT9KEEjftoCKHKt+8iPQDywkOhpw4f4EYiIiIiIiIikHyVoxE9bx1j3vedReOcH1/JWvkQhIiIiIiIiaUcJGvHTINfy8uAjW7kTNFv6EoWIiIiIiIikHSVoxE89XMuLfInCO4tdy919iUJERERERETSjhI04qcuruW1vkThndWu5W6+RCEiIiIiIiJpJ8/vAKRD62gJmjWu5Line truncated
     "</div>"
    ]
   },
@@ -315,7 +315,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g38913.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -449,7 +449,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-asp-partition.png\"  align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -478,7 +478,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g14170.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -501,7 +501,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g12830.png\"  align=\"left\" width=\"225\"/>\n",
+    "<img 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truncated
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    ]
   },
@@ -524,7 +524,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g12957.png\"  align=\"left\" width=\"225\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -547,7 +547,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g12703.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -606,7 +606,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "    <img src=\"attachment:fig-asp-efficiency-comp.png\" align=\"left\" width=\"225\"/>\n",
+    "    <img src=\"data:image/png;base64,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 truncated
     "    </div>"
    ]
   },
@@ -632,7 +632,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-asp-efficiency-comm-2.png\" align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -711,7 +711,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g3642.png\" align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -769,7 +769,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g5958.png\" align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABSkAAATJCAYAAAA7PJMlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N15eJTlof7x70wSdgFxAXFDLSouVQ9WRQhbCbYq2ipUjwdBxZ/WDaypqEcTIJFqtWkLlVo90IpaTy3QcyxqjwYECWrdagWVKlWxyC4oKGvIvL8/RiOEQN6EzLxJ5vu5rvkj7zzPzA0ql94+C0iSJEmSJEmK2hFAUOXVKdJEaZQddQBJkiRJkiRJTcKBwKnAKcA+Vd77C/D87iZaUkqSJEmSJEmqrXbAiUD3HV7dgNhuxn+KJaUkSZIkSZKkevIdkisj6028Pj9MkiRJkiRJUpNX7wsfLSklSZIkSZIk1Zc1wLzaTnK7tyRJkiRJkqS6WA+8Bby+w+sd4CBgWW0+yJJSkiRJkiRJUm28BHQBPqqvD7SklCRJkiRJklQba7981RtLSkmSJEmSJNW31kCzHX7eCmyqMuYIoD9wHLA/ybtTVgIPAov38NnZwDeBE4Gjv5zbDvgC+BRYCrwA/B2oqGP+fdi5N9sMbKkyphswADgG2A/4HFhNcpXhHHb99aZDc6BVNc8/TXcQSZIkSZIkKWqPAMEOr/t2eO9UYFaV93d8fb+az+sAXAk8DWzYw9wdX58AY7+cW1vzqnzW6B3eO62a96u+1gO3kSwNwzqims/pVIv5RwHvVZlfTvL3Ld06s+uv5ZYIckiSJEmSJCmD7a6kvAnYzp4Lvguq+bxNNczZ02s50KOW+XdXUt4YIv+Or9lAm5DfuTcl5enAqipzPwfODjm/vtW6pIynIZQkSZIkSZJ0LVACZNUwrrq+KmcP49cD60huKa/OQSS3X/esKWANrgB+Qc35d9Qf+O1efm9NzgOeAw7c4dlKoC/JlaeSJEmSJElSRqq6knIOyTMdv/p5IfBjklunDwO6kiz0fgHkVfN55Xy9KvLXwGDgG0CsyrjDgeHAX9l1Jd9HwL4h81ddSTljh/wJ4I/A90gWoNkkz+A8DZi0Q9YdX+eE+M66rKS8ll1Xdi768rOi5HZvSZIkSZIkRa5qSfnVK0Fy63RtViMCzAUGEX5XcIzk1uyKKt9/R8j5uztzci3Qp4a5ZwPbqsz7vxDfWZuSMgbcXc34+SQv8YmaJaUkSZIkSVItHUL1NyKr7nZXUuanOUdBle//mJ1v7d6d6krKrSQv/Qnjp1XmVrDzduzqhC0pmwOPVTN2OtAiZL5Us6SUJEmSJEkK6UKSW2O/KqDup+YiSeFUV1K+QPrvR2kGrKiSo3uIedWVlONq8b2HsOsqzpousQlTUrYnuXW+6rhf0rDunrGklCRJkiRJqkE3kttvq1vp9wUwluRqNdVddSXl4IiyPFQlx7Uh5lQtKbcAB9TyexdW+YzbahhfU0l5GPBWlfcrSN6Y3tB4u7ckSZIkSdJudAAmkCyPztrNmNbAmC/HDElTrkywFZgZ0Xd/WOXn4+vwGa8Ca2o55+0qP9e25NzRycBL7Jx9C3Ax8PO9+NwGI8wefEmSJEmSpMYsB7gcGA/sH3JOV5I3OM8meQHLW6mJljHeIllU1pc2wDeBE0lurW795as6J1X5OewN3zt6ow5z1lX5uV0dPgNgIMnzJvep8tnfA8rq+JkNjiWlJEmSJElqygYAvwBOqOP8b5MsqH4L3A58Uk+5Mk3V1Yx1dTbw/4DvUvct+e3rMGdtHeZsqvJzyzp8xuUkz8LM2eHZEpK/D4vq8HkNltu9JUmSJElSU3QM8BRQSt0Lyq9kA1eRLIWuAbL28vMy0fq9nH8Ayb+eT5FcQbg3Z4bWZe7mOswJ6jCnqp+wc0H5d+BMmlhBCa6klCRJkiRJTUt7oAC4gZ3Lnd069dRTeffdd/n8889rGro/8Gvgh8CPgOf2Imem2bIXcw8keaP1cbt5fwXwMcki9AugvMr7x5DcGt4U7A+0JflrliRJkiRJUgMTB4YBK6n+1u5dXp07dw4mTJgQLF++PHj77beDESNGBFlZWaHmfvmaCRyZvl9io1L1du/79uKz/sCuv/fzgB8Q7jKa0VXmzg4xp+rt3qNrnRrurfIZj9UwvrrbvccDiSrPVrD3q4NTrda3e0uSJEmSJDV2fUieGxmqXGzVqlWQn58ffPjhh8Hy5ct3ej377LPBGWecUZuicivJG8Pbpu+X2yjUV0l5Mrv+nv8EiNXiM+6sMr8xlZSdgCuBiirP1wD/VodM6VLrktIzKSVJkiRJUmN1CPAwya3AJ9c0OBaLMWjQIObNm0d+fj7Nm+96NOEJJ5zAn/70J6ZOncqhhx4aJkMzYCTwD5LnVtq11K8Lqvy8ALiD2p33eGD9xYnEZJKrhLfv8Gx/kmXrGZEkSgH/wZEkSZIkSY1NK2As8B5wKSFW1Z188sn8+c9/5oEHHqBz5841fkFeXh7PP/88t99+O23atAmT6SDgAeAVoFeYCQrlW1V+nkFy+3NtnFpPWaL0e+AiYNsOz9oDz5JcSdzoWVJKkiRJkqTGIgYMAd4BxgAta5rQsWNHJkyYwFNPPUX37t1r9WUtWrTguuuuY968eQwePJhYLNQO4+4ktwr/ETi8Vl+o6lRdBfmvWs4/iKZzac6fSK4s3fESon2Ap4GBkSSqR5aUkiRJkiSpMegOlBGy/PuqYCwrK2PIkCFhC8ZqderUiYkTJ9am6NyxTB1LiDJVu5Vd5ecWtZz/QyCrnrI0BE8B5wIbd3jWCvgzMCiSRPXEklKSJEmSJDVkO26j7hlmQl5eHnPnzq3NVu1QvtoyPmHCBA48MNQxh61Irvh8j+SZgnVvSjPXmio/n16Lud8A8usxS0MxG/gOsGGHZ81JboUfEkmiemBJKUmSJEmSGqIcYBS1uJBmx0tvDjvssJSEisViDBkyhBdffHG3l+9U4xBgKiEv+NFOXq3y88Uky8eaHEiytGtd74kahvnAAGDdDs9ygP8meU5ro1N1yawkSZIkSVLUBgG/AI4KM3jfffflRz/6EZdffjlZWenZ2duqVSvy8/O58MILueuuu5g5c2aYaX2A10legnIzsCqVGZuI/wFu3eHnFsBfSJ7NuHA3cwYAv+Hrv3++AOpvSW3D8SrQn+TlOV8t7c0CHiJ5xMCDKf7+09j90Qv7VvPsRPaw0tOSUpIkSZIkNRTHkiwnvxNmcE5ODsOGDePmm2+mbdu2qU22G126dOGBBx7g0ksvZcyYMSxatKimKXGSK92+D5QAdwFbUxyzMXsFeJLkOYxf+QbwBsmyci6wguSKyS7Ad4FTdhj7AcnVhbenPmok3gT6ArOAr66tj5MsaVsCE1L43ddTu1Wb//Hlq1pu95YkSZIkSVHrQLJMWUjIgjI3N5dnn32W4uLiyArKHfXq1YtnnnmGe+65h/322y/MlDYkz6tcSCM+RzBNRgBLqjzLIllc/ozkytQHgf9k54JyJXA2sD71ESO1COgNfLTDsxjwS3ZehdqgWVJKkiRJkqSoZJM8b/JdYCQhdnweeeSRPPzwwzz++OMcc8wxqc5XK9nZ2QwdOpT58+czYsQIsrNDbWDtSvLG8lLghJQGbLxWA7nAC7WYM4fkduR3U5Ko4XmfZFH5zyrP7wLGpT9O7XmrlCRJkiRJisK3SW7tPjHM4LZt23LDDTdw1VVXkZOTk9pk9eT9999n7NixzJ49O+yUcuB3JLcmf5KyYOlxETuvanwJeGIvPzMOnE9yZWVvYJ8d3guA5cDzwMMkz2kMvnyvN8kVlV95H/ivGr7rhyS3j3/lL19+dm2c/eV3f+VNklvPd6cDMLrKs/HA57X4zoNIFv5VO7+pJFdc1qeqf433iiWlJEmSJElKp28APyHkFud4PM4FF1xAYWEh+++/f2qTpUhZWRl33HEHixcvDjtlHVAE3AdUpCxY45YFHEDygpYNJC8h2h5pIu0VS0pJkiRJkpQOrUneaH0r0DzMhDPPPJOioiKOO+64lAZLh/LycqZOncq9997L55+HXhi3CPgR8EzqkkkNgyWlJEmSJElKpTgwFLgH6BhmQufOnbnlllsYMqTp3Sezbt06fvGLX/DQQw9RURF6keSTwCiSN1VLTZIlpSRJkiRJSpXTSN7afUaYwS1btuTaa6/l+uuvp3nzUIstG62FCxdSWFjIyy+/HHbKNuA3wB3U7oxCqVGwpJQkSZIkSfXtYJK3Cg8lRPcQi8U499xzKSws5OCDD055uIaktLSUO+64g6VLl4adspzkbc2TgUTKgklpZkkpSZIkSZLqSyvgBpKr/dqEmXDSSSdRXFzMqaeemtJgDdnmzZv57W9/yy9/+Us2btwYdtprJLeAv5i6ZFL6WFJKkiRJkqT6MAiYCHQJM7hjx47k5+dzySWXEI/HUxqssVi5ciU/+clPmDFjBkEQhJkSANOBHwP/Smk4KcUsKSVJkiRJ0t74N+CXQG6YwTk5OQwbNoxbbrmFNm1CLbbMOG+88QaFhYW8/vrrYadsAu4F7ga2pCyYlEJZUQeQJEmSJEmN0v4kz538L0KunszLy+Phhx/m+9//Ps2aNUtltkbtoIMO4uKLL+bwww/nb3/7W5gt4DlAX2A4sBZ4M8URpXrnSkpJkiRJklQbOcC1QBHQNsyErl27Mm7cOPr27ZvKXE3Spk2buP/++/nVr37Ftm3bwk6bC9yIZaUaEUtKSZIkSZIU1gCS5052CzO4ffv23HTTTVx++eVkZbmZc28sWbKEu+66i5kzZ4adkgB+T/K8ytUpCybVE0tKSZIkSZJUk2OAnwNnhxmck5PDRRddxK233kqHDh1SmyzDzJ8/nzFjxrBo0aKwUz4jeVblL4DQSzGldLOklCRJkiRJu7MvcAvwIyDUIZK5ubmMGzeOY489NqXBMtn27dv5wx/+wLine truncated
     "</div>"
    ]
   },
@@ -788,7 +788,7 @@
     "        if rank == 0\n",
     "            N = size(C,1)\n",
     "            if mod(N,P) !=0\n",
-    "                println(\"N not multplie of P\")\n",
+    "                println(\"N not multiple of P\")\n",
     "                MPI.Abort(comm,-1)\n",
     "            end\n",
     "            Nref = Ref(N)\n",
@@ -839,7 +839,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-asp-efficiency-comm-2.png\" align=\"left\" width=\"250\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -908,7 +908,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g7043.png\" align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1049,7 +1049,7 @@
    "metadata": {},
    "source": [
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-    "<img src=\"attachment:g33659.png\"  align=\"left\" width=\"225\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1072,7 +1072,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
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.textarea,fieldset[disabled] html.theme--catppuccin-frappe .input,fieldset[disabled] html.theme--catppuccin-frappe #documentLine truncated

dev/assets/themes/catppuccin-latte.css

@@ -0,0 +1 @@
+html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis,html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name,html.theme--catppuccin-latte .select select,html.theme--catppuccin-latte .textarea,html.theme--catppuccin-latte .input,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--catppuccin-latte .pagination-previous:focus,html.theme--catppuccin-latte .pagination-next:focus,html.theme--catppuccin-latte .pagination-link:focus,html.theme--catppuccin-latte .pagination-ellipsis:focus,html.theme--catppuccin-latte .file-cta:focus,html.theme--catppuccin-latte .file-name:focus,html.theme--catppuccin-latte .select select:focus,html.theme--catppuccin-latte .textarea:focus,html.theme--catppuccin-latte .input:focus,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input:focus,html.theme--catppuccin-latte .button:focus,html.theme--catppuccin-latte .is-focused.pagination-previous,html.theme--catppuccin-latte .is-focused.pagination-next,html.theme--catppuccin-latte .is-focused.pagination-link,html.theme--catppuccin-latte .is-focused.pagination-ellipsis,html.theme--catppuccin-latte .is-focused.file-cta,html.theme--catppuccin-latte .is-focused.file-name,html.theme--catppuccin-latte .select select.is-focused,html.theme--catppuccin-latte .is-focused.textarea,html.theme--catppuccin-latte .is-focused.input,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-latte .is-focused.button,html.theme--catppuccin-latte .pagination-previous:active,html.theme--catppuccin-latte .pagination-next:active,html.theme--catppuccin-latte .pagination-link:active,html.theme--catppuccin-latte .pagination-ellipsis:active,html.theme--catppuccin-latte .file-cta:active,html.theme--catppuccin-latte .file-name:active,html.theme--catppuccin-latte .select select:active,html.theme--catppuccin-latte .textarea:active,html.theme--catppuccin-latte .input:active,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input:active,html.theme--catppuccin-latte .button:active,html.theme--catppuccin-latte .is-active.pagination-previous,html.theme--catppuccin-latte .is-active.pagination-next,html.theme--catppuccin-latte .is-active.pagination-link,html.theme--catppuccin-latte .is-active.pagination-ellipsis,html.theme--catppuccin-latte .is-active.file-cta,html.theme--catppuccin-latte .is-active.file-name,html.theme--catppuccin-latte .select select.is-active,html.theme--catppuccin-latte .is-active.textarea,html.theme--catppuccin-latte .is-active.input,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--catppuccin-latte .is-active.button{outline:none}html.theme--catppuccin-latte .pagination-previous[disabled],html.theme--catppuccin-latte .pagination-next[disabled],html.theme--catppuccin-latte .pagination-link[disabled],html.theme--catppuccin-latte .pagination-ellipsis[disabled],html.theme--catppuccin-latte .file-cta[disabled],html.theme--catppuccin-latte .file-name[disabled],html.theme--catppuccin-latte .select select[disabled],html.theme--catppuccin-latte .textarea[disabled],html.theme--catppuccin-latte .input[disabled],html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--catppuccin-latte .pagination-ellipsis,html.theme--catppuccin-latte fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte fieldset[disabled] .file-cta,fieldset[disabled] html.theme--catppuccin-latte .file-name,html.theme--catppuccin-latte fieldset[disabled] .file-name,fieldset[disabled] html.theme--catppuccin-latte .select select,fieldset[disabled] html.theme--catppuccin-latte .textarea,fieldset[disabled] html.theme--catppuccin-latte .input,fieldset[disabled] html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte fieldset[disaLine truncated

dev/assets/themes/catppuccin-macchiato.css

@@ -0,0 +1 @@
+html.theme--catppuccin-macchiato .pagination-previous,html.theme--catppuccin-macchiato .pagination-next,html.theme--catppuccin-macchiato .pagination-link,html.theme--catppuccin-macchiato .pagination-ellipsis,html.theme--catppuccin-macchiato .file-cta,html.theme--catppuccin-macchiato .file-name,html.theme--catppuccin-macchiato .select select,html.theme--catppuccin-macchiato .textarea,html.theme--catppuccin-macchiato .input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-macchiato .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--catppuccin-macchiato .pagination-previous:focus,html.theme--catppuccin-macchiato .pagination-next:focus,html.theme--catppuccin-macchiato .pagination-link:focus,html.theme--catppuccin-macchiato .pagination-ellipsis:focus,html.theme--catppuccin-macchiato .file-cta:focus,html.theme--catppuccin-macchiato .file-name:focus,html.theme--catppuccin-macchiato .select select:focus,html.theme--catppuccin-macchiato .textarea:focus,html.theme--catppuccin-macchiato .input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:focus,html.theme--catppuccin-macchiato .button:focus,html.theme--catppuccin-macchiato .is-focused.pagination-previous,html.theme--catppuccin-macchiato .is-focused.pagination-next,html.theme--catppuccin-macchiato .is-focused.pagination-link,html.theme--catppuccin-macchiato .is-focused.pagination-ellipsis,html.theme--catppuccin-macchiato .is-focused.file-cta,html.theme--catppuccin-macchiato .is-focused.file-name,html.theme--catppuccin-macchiato .select select.is-focused,html.theme--catppuccin-macchiato .is-focused.textarea,html.theme--catppuccin-macchiato .is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-focused.button,html.theme--catppuccin-macchiato .pagination-previous:active,html.theme--catppuccin-macchiato .pagination-next:active,html.theme--catppuccin-macchiato .pagination-link:active,html.theme--catppuccin-macchiato .pagination-ellipsis:active,html.theme--catppuccin-macchiato .file-cta:active,html.theme--catppuccin-macchiato .file-name:active,html.theme--catppuccin-macchiato .select select:active,html.theme--catppuccin-macchiato .textarea:active,html.theme--catppuccin-macchiato .input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:active,html.theme--catppuccin-macchiato .button:active,html.theme--catppuccin-macchiato .is-active.pagination-previous,html.theme--catppuccin-macchiato .is-active.pagination-next,html.theme--catppuccin-macchiato .is-active.pagination-link,html.theme--catppuccin-macchiato .is-active.pagination-ellipsis,html.theme--catppuccin-macchiato .is-active.file-cta,html.theme--catppuccin-macchiato .is-active.file-name,html.theme--catppuccin-macchiato .select select.is-active,html.theme--catppuccin-macchiato .is-active.textarea,html.theme--catppuccin-macchiato .is-active.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--catppuccin-macchiato .is-active.button{outline:none}html.theme--catppuccin-macchiato .pagination-previous[disabled],html.theme--catppuccin-macchiato .pagination-next[disabled],html.theme--catppuccin-macchiato .pagination-link[disabled],html.theme--catppuccin-macchiato .pagination-ellipsis[disabled],html.theme--catppuccin-macchiato .file-cta[disabled],html.theme--catppuccin-macchiato .file-name[disabled],html.theme--catppuccin-macchiato .select select[disabled],html.theme--catppuccin-macchiato .textarea[disabled],html.theme--catppuccin-macchiato .input[disabled],html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .pagination-previous,html.theme--catppuccin-macchiato fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--catppuccin-macchiato .pagination-next,html.theme--catppuccin-macchiato fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--catppuccin-macchiato .pagination-link,html.theme--catppuccin-macchiato fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--catppuccin-macchiato .pagination-ellipsis,html.theme--catppuccin-macchiato fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--catppuccin-macchiato .file-cta,html.theme--catppuccin-macchiato fieldset[disabled] .file-cta,fieldset[disabled] html.theme--catppuccin-macchiato .file-name,html.theme--catppuccin-macchiato fieldset[disabled] .file-name,fieLine truncated

dev/assets/themes/catppuccin-mocha.css

@@ -0,0 +1 @@
+html.theme--catppuccin-mocha .pagination-previous,html.theme--catppuccin-mocha .pagination-next,html.theme--catppuccin-mocha .pagination-link,html.theme--catppuccin-mocha .pagination-ellipsis,html.theme--catppuccin-mocha .file-cta,html.theme--catppuccin-mocha .file-name,html.theme--catppuccin-mocha .select select,html.theme--catppuccin-mocha .textarea,html.theme--catppuccin-mocha .input,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-mocha .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--catppuccin-mocha .pagination-previous:focus,html.theme--catppuccin-mocha .pagination-next:focus,html.theme--catppuccin-mocha .pagination-link:focus,html.theme--catppuccin-mocha .pagination-ellipsis:focus,html.theme--catppuccin-mocha .file-cta:focus,html.theme--catppuccin-mocha .file-name:focus,html.theme--catppuccin-mocha .select select:focus,html.theme--catppuccin-mocha .textarea:focus,html.theme--catppuccin-mocha .input:focus,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input:focus,html.theme--catppuccin-mocha .button:focus,html.theme--catppuccin-mocha .is-focused.pagination-previous,html.theme--catppuccin-mocha .is-focused.pagination-next,html.theme--catppuccin-mocha .is-focused.pagination-link,html.theme--catppuccin-mocha .is-focused.pagination-ellipsis,html.theme--catppuccin-mocha .is-focused.file-cta,html.theme--catppuccin-mocha .is-focused.file-name,html.theme--catppuccin-mocha .select select.is-focused,html.theme--catppuccin-mocha .is-focused.textarea,html.theme--catppuccin-mocha .is-focused.input,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-mocha .is-focused.button,html.theme--catppuccin-mocha .pagination-previous:active,html.theme--catppuccin-mocha .pagination-next:active,html.theme--catppuccin-mocha .pagination-link:active,html.theme--catppuccin-mocha .pagination-ellipsis:active,html.theme--catppuccin-mocha .file-cta:active,html.theme--catppuccin-mocha .file-name:active,html.theme--catppuccin-mocha .select select:active,html.theme--catppuccin-mocha .textarea:active,html.theme--catppuccin-mocha .input:active,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input:active,html.theme--catppuccin-mocha .button:active,html.theme--catppuccin-mocha .is-active.pagination-previous,html.theme--catppuccin-mocha .is-active.pagination-next,html.theme--catppuccin-mocha .is-active.pagination-link,html.theme--catppuccin-mocha .is-active.pagination-ellipsis,html.theme--catppuccin-mocha .is-active.file-cta,html.theme--catppuccin-mocha .is-active.file-name,html.theme--catppuccin-mocha .select select.is-active,html.theme--catppuccin-mocha .is-active.textarea,html.theme--catppuccin-mocha .is-active.input,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--catppuccin-mocha .is-active.button{outline:none}html.theme--catppuccin-mocha .pagination-previous[disabled],html.theme--catppuccin-mocha .pagination-next[disabled],html.theme--catppuccin-mocha .pagination-link[disabled],html.theme--catppuccin-mocha .pagination-ellipsis[disabled],html.theme--catppuccin-mocha .file-cta[disabled],html.theme--catppuccin-mocha .file-name[disabled],html.theme--catppuccin-mocha .select select[disabled],html.theme--catppuccin-mocha .textarea[disabled],html.theme--catppuccin-mocha .input[disabled],html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .pagination-previous,html.theme--catppuccin-mocha fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--catppuccin-mocha .pagination-next,html.theme--catppuccin-mocha fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--catppuccin-mocha .pagination-link,html.theme--catppuccin-mocha fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--catppuccin-mocha .pagination-ellipsis,html.theme--catppuccin-mocha fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--catppuccin-mocha .file-cta,html.theme--catppuccin-mocha fieldset[disabled] .file-cta,fieldset[disabled] html.theme--catppuccin-mocha .file-name,html.theme--catppuccin-mocha fieldset[disabled] .file-name,fieldset[disabled] html.theme--catppuccin-mocha .select select,fieldset[disabled] html.theme--catppuccin-mocha .textarea,fieldset[disabled] html.theme--catppuccin-mocha .input,fieldset[disabled] html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-mocha fieldset[disaLine truncated

dev/assets/themes/documenter-dark.css

@@ -0,0 +1,7 @@
+html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .file-cta,html.theme--documenter-dark .file-name,html.theme--documenter-dark .select select,html.theme--documenter-dark .textarea,html.theme--documenter-dark .input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus,html.theme--documenter-dark .pagination-ellipsis:focus,html.theme--documenter-dark .file-cta:focus,html.theme--documenter-dark .file-name:focus,html.theme--documenter-dark .select select:focus,html.theme--documenter-dark .textarea:focus,html.theme--documenter-dark .input:focus,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:focus,html.theme--documenter-dark .button:focus,html.theme--documenter-dark .is-focused.pagination-previous,html.theme--documenter-dark .is-focused.pagination-next,html.theme--documenter-dark .is-focused.pagination-link,html.theme--documenter-dark .is-focused.pagination-ellipsis,html.theme--documenter-dark .is-focused.file-cta,html.theme--documenter-dark .is-focused.file-name,html.theme--documenter-dark .select select.is-focused,html.theme--documenter-dark .is-focused.textarea,html.theme--documenter-dark .is-focused.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--documenter-dark .is-focused.button,html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active,html.theme--documenter-dark .pagination-ellipsis:active,html.theme--documenter-dark .file-cta:active,html.theme--documenter-dark .file-name:active,html.theme--documenter-dark .select select:active,html.theme--documenter-dark .textarea:active,html.theme--documenter-dark .input:active,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:active,html.theme--documenter-dark .button:active,html.theme--documenter-dark .is-active.pagination-previous,html.theme--documenter-dark .is-active.pagination-next,html.theme--documenter-dark .is-active.pagination-link,html.theme--documenter-dark .is-active.pagination-ellipsis,html.theme--documenter-dark .is-active.file-cta,html.theme--documenter-dark .is-active.file-name,html.theme--documenter-dark .select select.is-active,html.theme--documenter-dark .is-active.textarea,html.theme--documenter-dark .is-active.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--documenter-dark .is-active.button{outline:none}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark .pagination-next[disabled],html.theme--documenter-dark .pagination-link[disabled],html.theme--documenter-dark .pagination-ellipsis[disabled],html.theme--documenter-dark .file-cta[disabled],html.theme--documenter-dark .file-name[disabled],html.theme--documenter-dark .select select[disabled],html.theme--documenter-dark .textarea[disabled],html.theme--documenter-dark .input[disabled],html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--documenter-dark .pagination-next,html.theme--documenter-dark fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--documenter-dark .pagination-link,html.theme--documenter-dark fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--documenter-dark .file-cta,html.theme--documenter-dark fieldset[disabled] .file-cta,fieldset[disabled] html.theme--documenter-dark .file-name,html.theme--documenter-dark fieldset[disabled] .file-name,fieldset[disabled] html.theme--documenter-dark .select select,fieldset[disabled] html.theme--documenter-dark .textarea,fieldset[disabled] html.theme--documenter-dark .input,fieldset[disabled] html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark fieldset[disabled] .select select,html.theme--documenter-dark .select fieldset[disabled] select,Line truncated
+  Theme: a11y-dark
+  Author: @ericwbailey
+  Maintainer: @ericwbailey
+
+  Based on the Tomorrow Night Eighties theme: https://github.com/isagalaev/highlight.js/blob/master/src/styles/tomorrow-night-eighties.css
+*/}html.theme--documenter-dark html{background-color:#1f2424;font-size:16px;-moz-osx-font-smoothing:grayscale;-webkit-font-smoothing:antialiased;min-width:300px;overflow-x:auto;overflow-y:scroll;text-rendering:optimizeLegibility;text-size-adjust:100%}html.theme--documenter-dark article,html.theme--documenter-dark aside,html.theme--documenter-dark figure,html.theme--documenter-dark footer,html.theme--documenter-dark header,html.theme--documenter-dark hgroup,html.theme--documenter-dark section{display:block}html.theme--documenter-dark body,html.theme--documenter-dark button,html.theme--documenter-dark input,html.theme--documenter-dark optgroup,html.theme--documenter-dark select,html.theme--documenter-dark textarea{font-family:"Lato Medium",-apple-system,BlinkMacSystemFont,"Segoe UI","Helvetica Neue","Helvetica","Arial",sans-serif}html.theme--documenter-dark code,html.theme--documenter-dark pre{-moz-osx-font-smoothing:auto;-webkit-font-smoothing:auto;font-family:"JuliaMono","SFMono-Regular","Menlo","Consolas","Liberation Mono","DejaVu Sans Mono",monospace}html.theme--documenter-dark body{color:#fff;font-size:1em;font-weight:400;line-height:1.5}html.theme--documenter-dark a{color:#1abc9c;cursor:pointer;text-decoration:none}html.theme--documenter-dark a strong{color:currentColor}html.theme--documenter-dark a:hover{color:#1dd2af}html.theme--documenter-dark code{background-color:rgba(255,255,255,0.05);color:#ececec;font-size:.875em;font-weight:normal;padding:.1em}html.theme--documenter-dark hr{background-color:#282f2f;border:none;display:block;height:2px;margin:1.5rem 0}html.theme--documenter-dark img{height:auto;max-width:100%}html.theme--documenter-dark input[type="checkbox"],html.theme--documenter-dark input[type="radio"]{vertical-align:baseline}html.theme--documenter-dark small{font-size:.875em}html.theme--documenter-dark span{font-style:inherit;font-weight:inherit}html.theme--documenter-dark strong{color:#f2f2f2;font-weight:700}html.theme--documenter-dark fieldset{border:none}html.theme--documenter-dark pre{-webkit-overflow-scrolling:touch;background-color:#282f2f;color:#fff;font-size:.875em;overflow-x:auto;padding:1.25rem 1.5rem;white-space:pre;word-wrap:normal}html.theme--documenter-dark pre code{background-color:transparent;color:currentColor;font-size:1em;padding:0}html.theme--documenter-dark table td,html.theme--documenter-dark table th{vertical-align:top}html.theme--documenter-dark table td:not([align]),html.theme--documenter-dark table th:not([align]){text-align:inherit}html.theme--documenter-dark table th{color:#f2f2f2}html.theme--documenter-dark .box{background-color:#343c3d;border-radius:8px;box-shadow:none;color:#fff;display:block;padding:1.25rem}html.theme--documenter-dark a.box:hover,html.theme--documenter-dark a.box:focus{box-shadow:0 0.5em 1em -0.125em rgba(10,10,10,0.1),0 0 0 1px #1abc9c}html.theme--documenter-dark a.box:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2),0 0 0 1px #1abc9c}html.theme--documenter-dark .button{background-color:#282f2f;border-color:#4c5759;border-width:1px;color:#375a7f;cursor:pointer;justify-content:center;padding-bottom:calc(0.5em - 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dev/assets/themes/documenter-light.css

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+  Theme: Default
+  Description: Original highlight.js style
+  Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
+  Maintainer: @highlightjs/core-team
+  Website: https://highlightjs.org/
+  License: see project LICENSE
+  Touched: 2021
+*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem}

dev/assets/themeswap.js

@@ -0,0 +1,84 @@
+// Small function to quickly swap out themes. Gets put into the <head> tag..
+function set_theme_from_local_storage() {
+  // Initialize the theme to null, which means default
+  var theme = null;
+  // If the browser supports the localstorage and is not disabled then try to get the
+  // documenter theme
+  if (window.localStorage != null) {
+    // Get the user-picked theme from localStorage. May be `null`, which means the default
+    // theme.
+    theme = window.localStorage.getItem("documenter-theme");
+  }
+  // Check if the users preference is for dark color scheme
+  var darkPreference =
+    window.matchMedia("(prefers-color-scheme: dark)").matches === true;
+  // Initialize a few variables for the loop:
+  //
+  //  - active: will contain the index of the theme that should be active. Note that there
+  //    is no guarantee that localStorage contains sane values. If `active` stays `null`
+  //    we either could not find the theme or it is the default (primary) theme anyway.
+  //    Either way, we then need to stick to the primary theme.
+  //
+  //  - disabled: style sheets that should be disabled (i.e. all the theme style sheets
+  //    that are not the currently active theme)
+  var active = null;
+  var disabled = [];
+  var primaryLightTheme = null;
+  var primaryDarkTheme = null;
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // To distinguish the default (primary) theme, it needs to have the data-theme-primary
+    // attribute set.
+    if (ss.ownerNode.getAttribute("data-theme-primary") !== null) {
+      primaryLightTheme = themename;
+    }
+    // Check if the theme is primary dark theme so that we could store its name in darkTheme
+    if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) {
+      primaryDarkTheme = themename;
+    }
+    // If we find a matching theme (and it's not the default), we'll set active to non-null
+    if (themename === theme) active = i;
+    // Store the style sheets of inactive themes so that we could disable them
+    if (themename !== theme) disabled.push(ss);
+  }
+  var activeTheme = null;
+  if (active !== null) {
+    // If we did find an active theme, we'll (1) add the theme--$(theme) class to <html>
+    document.getElementsByTagName("html")[0].className = "theme--" + theme;
+    activeTheme = theme;
+  } else {
+    // If we did _not_ find an active theme, then we need to fall back to the primary theme
+    // which can either be dark or light, depending on the user's OS preference.
+    var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme;
+    // In case it somehow happens that the relevant primary theme was not found in the
+    // preceding loop, we abort without doing anything.
+    if (activeTheme === null) {
+      console.error("Unable to determine primary theme.");
+      return;
+    }
+    // When switching to the primary light theme, then we must not have a class name
+    // for the <html> tag. That's only for non-primary or the primary dark theme.
+    if (darkPreference) {
+      document.getElementsByTagName("html")[0].className =
+        "theme--" + activeTheme;
+    } else {
+      document.getElementsByTagName("html")[0].className = "";
+    }
+  }
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // we'll disable all the stylesheets, except for the active one
+    ss.disabled = !(themename == activeTheme);
+  }
+}
+set_theme_from_local_storage();

dev/assets/warner.js

@@ -0,0 +1,68 @@
+function maybeAddWarning() {
+  // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE
+  // in siteinfo.js. DOCUMENTER_IS_DEV_VERSION is optional and defined in siteinfo.js.
+  // If the required variables are undefined something went horribly wrong, so we abort.
+  if (
+    window.DOCUMENTER_NEWEST === undefined ||
+    window.DOCUMENTER_CURRENT_VERSION === undefined ||
+    window.DOCUMENTER_STABLE === undefined
+  ) {
+    return;
+  }
+
+  // Current version is not a version number, so we can't tell if it's the newest version. Abort.
+  if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) {
+    return;
+  }
+
+  // Current version is newest version, so no need to add a warning.
+  if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) {
+    return;
+  }
+
+  // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs.
+  if (document.body.querySelector('meta[name="robots"]') === null) {
+    const meta = document.createElement("meta");
+    meta.name = "robots";
+    meta.content = "noindex";
+
+    document.getElementsByTagName("head")[0].appendChild(meta);
+  }
+
+  const div = document.createElement("div");
+  // Base class is added by default
+  div.classList.add("warning-overlay-base");
+  const closer = document.createElement("button");
+  closer.classList.add("outdated-warning-closer", "delete");
+  closer.addEventListener("click", function () {
+    document.body.removeChild(div);
+  });
+  const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE;
+
+  // Determine if this is a development version or an older release
+  let warningMessage = "";
+  if (window.DOCUMENTER_IS_DEV_VERSION === true) {
+    div.classList.add("dev-warning-overlay");
+    warningMessage =
+      "This documentation is for the <strong>development version</strong> and may contain unstable or unreleased features.<br>";
+  } else {
+    div.classList.add("outdated-warning-overlay");
+    warningMessage =
+      "This documentation is for an <strong>older version</strong> that may be missing recent changes.<br>";
+  }
+
+  warningMessage +=
+    '<a href="' +
+    href +
+    '">Click here to go to the documentation for the latest stable release.</a>';
+
+  div.innerHTML = warningMessage;
+  div.appendChild(closer);
+  document.body.appendChild(div);
+}
+
+if (document.readyState === "loading") {
+  document.addEventListener("DOMContentLoaded", maybeAddWarning);
+} else {
+  maybeAddWarning();
+}

dev/getting_started_with_julia/index.html

@@ -0,0 +1,18 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Getting started · XM_40017</title><meta name="title" content="Getting started · XM_40017"/><meta property="og:title" content="Getting started · XM_40017"/><meta property="twitter:title" content="Getting started · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li class="is-active"><a class="tocitem" href>Getting started</a><ul class="internal"><li><a class="tocitem" href="#Introduction"><span>Introduction</span></a></li><li><a class="tocitem" href="#Why-Julia?"><span>Why Julia?</span></a></li><li><a class="tocitem" href="#Installing-Julia"><span>Installing Julia</span></a></li><li><a class="tocitem" href="#The-Julia-REPL"><span>The Julia REPL</span></a></li><li><a class="tocitem" href="#Running-Julia-code"><span>Running Julia code</span></a></li><li><a class="tocitem" href="#Package-manager"><span>Package manager</span></a></li><li><a class="tocitem" href="#Conclusion"><span>Conclusion</span></a></li></ul></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../Line truncated
+julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>Here, we are using the <code>Distributed</code> package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.</p><p>You will probably only see output from 1 process. We need to add more processes to run the example in parallel. This is done with the <code>addprocs</code> function.</p><pre><code class="language-julia hljs">julia&gt; addprocs(3)</code></pre><p>We have added 3 new processes. Plus the old one, we have 4 processes. Run the code again.</p><pre><code class="language-julia hljs">julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>Now, you should see output from 4 processes.</p><p>It is possible to specify the number of processes when starting Julia from the terminal with the <code>-p</code> argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as</p><pre><code class="nohighlight hljs">$ julia -p 3</code></pre><p>and then run</p><pre><code class="language-julia hljs">julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>You should get output from 4 processes as before.</p><h3 id="Installing-packages"><a class="docs-heading-anchor" href="#Installing-packages">Installing packages</a><a id="Installing-packages-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages" title="Permalink"></a></h3><p>One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel &quot;Hello world&quot; example. This example uses the Message Passing Interface (MPI). We will learn more about MPI later in the course.</p><p>Copy the following block of code into a new file named <code>&quot;hello_mpi.jl&quot;</code></p><pre><code class="language-julia hljs"># file hello_mpi.jl
+using MPI
+MPI.Init()
+comm = MPI.COMM_WORLD
+rank = MPI.Comm_rank(comm)
+nranks = MPI.Comm_size(comm)
+println(&quot;Hello world, I am rank $rank of $nranks&quot;)</code></pre><p>As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.</p><p>Now, run the file from the REPL</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>It probably didn&#39;t work, right? Read the error message and note that the MPI package needs to be installed to run this code.</p><p>To install a package, we need to enter <em>package</em> mode. Remember that we entered into help mode by typing <code>?</code>. Package mode is activated by typing <code>]</code> : </p><pre><code class="language-julia hljs">julia&gt; ]</code></pre><p>At this point, the prompt should have changed to <code>(@v1.11) pkg&gt;</code> indicating that we are in package mode. The text between the parentheses indicates which is the active <em>project</em>, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.11 in this example, but it can be another version in your case).</p><p>To install the MPI package, type</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; add MPI</code></pre><p>Congrats, you have installed MPI!</p><div class="admonition is-info" id="Note-5ee13b415305b02"><header class="admonition-header">Note<a class="admonition-anchor" href="#Note-5ee13b415305b02" title="Permalink"></a></header><div class="admonition-body"><p>Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be omitted. In this case, we have installed the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.</p></div></div><div class="admonition is-info" id="Note-a53bbbf84d2a033e"><header class="admonition-header">Note<a class="admonition-anchor" href="#Note-a53bbbf84d2a033e" title="Permalink"></a></header><div class="admonition-body"><p>The package you have installed is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not an MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs an MPI library for you, but it is also possible to use an MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the <a href="https://juliaparallel.org/MPI.jl/stable/configuration/">documentation</a> of <code>MPI.jl</code> for further details.</p></div></div><p>To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>Now, it should work, but you probably get output from a single MPI rank only.</p><h3 id="Running-MPI-code"><a class="docs-heading-anchor" href="#Running-MPI-code">Running MPI code</a><a id="Running-MPI-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-MPI-code" title="Permalink"></a></h3><p>To run MPI applications in parallel, you need a launcher like <code>mpiexec</code>. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run</p><pre><code class="nohighlight hljs">$ mpiexec -np 4 julia hello_mpi.jl</code></pre><p>But it will probably not work since the version of <code>mpiexec</code> needs to match with the MPI version we are using from Julia. Don&#39;t worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:</p><pre><code class="language-julia hljs">julia&gt; using MPI
+julia&gt; run(`$(mpiexec()) -np 4 julia hello_mpi.jl`);</code></pre><p>Now, you should see output from 4 ranks.</p><h2 id="Package-manager"><a class="docs-heading-anchor" href="#Package-manager">Package manager</a><a id="Package-manager-1"></a><a class="docs-heading-anchor-permalink" href="#Package-manager" title="Permalink"></a></h2><h3 id="Installing-packages-locally"><a class="docs-heading-anchor" href="#Installing-packages-locally">Installing packages locally</a><a id="Installing-packages-locally-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-locally" title="Permalink"></a></h3><p>We have installed the <code>MPI</code> package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.</p><p>A project is simply a folder in your file system. To use a particular folder as your project, you need to <em>activate</em> it. This is done by entering package mode and using the <code>activate</code> command followed by the path to the folder you want to activate.</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; activate .</code></pre><p>The previous command will activate the current working directory. Note that the dot <code>.</code> is indeed the path to the current folder.</p><p>The prompt has changed to <code>(lessons) pkg&gt;</code> indicating that we are in the project within the <code>lessons</code> folder. The particular folder name can be different in your case.</p><div class="admonition is-success" id="Tip-345f5a1eef440049"><header class="admonition-header">Tip<a class="admonition-anchor" href="#Tip-345f5a1eef440049" title="Permalink"></a></header><div class="admonition-body"><p>You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.</p></div></div><div class="admonition is-info" id="Note-d1a60b30576112d1"><header class="admonition-header">Note<a class="admonition-anchor" href="#Note-d1a60b30576112d1" title="Permalink"></a></header><div class="admonition-body"><p>The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.11) pkg&gt; activate folderB</code> and then <code>julia&gt; cd(&quot;folderA&quot;)</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.</p></div></div><p>At this point all package-related operations will be local to the new project. For instance, install the <code>DataFrames</code> package.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; add DataFrames</code></pre><p>Use the package to check that it is installed</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
+julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>Now, we can return to the global project to check that <code>DataFrames</code> has not been installed there. To return to the global environment, use <code>activate</code> without a folder name.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; activate</code></pre><p>The prompt is again <code>(@v1.11) pkg&gt;</code></p><p>Now, try to use <code>DataFrames</code>.</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
+julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>You should get an error or a warning unless you already had <code>DataFrames</code> installed globally.</p><h3 id="Project-and-Manifest-files"><a class="docs-heading-anchor" href="#Project-and-Manifest-files">Project and Manifest files</a><a id="Project-and-Manifest-files-1"></a><a class="docs-heading-anchor-permalink" href="#Project-and-Manifest-files" title="Permalink"></a></h3><p>The information about a project is stored in two files <code>Project.toml</code> and <code>Manifest.toml</code>.</p><ul><li><p><code>Project.toml</code> contains the packages explicitly installed (the direct dependencies)</p></li><li><p><code>Manifest.toml</code> contains direct and indirect dependencies along with the concrete version of each package.</p></li></ul><p>In other words, <code>Project.toml</code> contains the packages relevant for the user, whereas <code>Manifest.toml</code> is the detailed snapshot of all dependencies. The <code>Manifest.toml</code> can be used to reproduce the same environment in another machine.</p><p>You can see the path to the current <code>Project.toml</code> file by using the <code>status</code> operator (or <code>st</code> in its short form) while in package mode</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; status</code></pre><p>The information about the <code>Manifest.toml</code> can be inspected by passing the <code>-m</code> flag.</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; status -m</code></pre><h3 id="Installing-packages-from-a-project-file"><a class="docs-heading-anchor" href="#Installing-packages-from-a-project-file">Installing packages from a project file</a><a id="Installing-packages-from-a-project-file-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-from-a-project-file" title="Permalink"></a></h3><p>Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.</p><p>Assume that a colleague has sent to you a <code>Project.toml</code> file with this content:</p><pre><code class="nohighlight hljs">[deps]
+BenchmarkTools = &quot;6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf&quot;
+DataFrames = &quot;a93c6f00-e57d-5684-b7b6-d8193f3e46c0&quot;
+MPI = &quot;da04e1cc-30fd-572f-bb4f-1f8673147195&quot;</code></pre><p>Copy the contents of previous code block into a file called  <code>Project.toml</code> and place it in an empty folder named <code>newproject</code>. It is important that the file is named <code>Project.toml</code>. You can create a new folder from the REPL with</p><pre><code class="language-julia hljs">julia&gt; mkdir(&quot;newproject&quot;)</code></pre><p>To install all the packages registered in this file you need to activate the folder containing your <code>Project.toml</code> file</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; activate newproject</code></pre><p>and then <em>instantiating</em> it</p><pre><code class="language-julia hljs">(newproject) pkg&gt; instantiate</code></pre><p>The instantiate command will download and install all listed packages and their dependencies in just one click.</p><h3 id="Getting-help-in-package-mode"><a class="docs-heading-anchor" href="#Getting-help-in-package-mode">Getting help in package mode</a><a id="Getting-help-in-package-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-help-in-package-mode" title="Permalink"></a></h3><p>You can get help about a particular package operator by writing <code>help</code> in front of it</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; help activate</code></pre><p>You can get an overview of all package commands by typing <code>help</code> alone</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; help</code></pre><h3 id="Package-operations-in-Julia-code"><a class="docs-heading-anchor" href="#Package-operations-in-Julia-code">Package operations in Julia code</a><a id="Package-operations-in-Julia-code-1"></a><a class="docs-heading-anchor-permalink" href="#Package-operations-in-Julia-code" title="Permalink"></a></h3><p>In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the <code>Pkg</code> package. For instance</p><pre><code class="language-julia hljs">julia&gt; using Pkg
+julia&gt; Pkg.status()</code></pre><p>is equivalent to calling <code>status</code> in package mode.</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; status</code></pre><h3 id="Creating-you-own-package"><a class="docs-heading-anchor" href="#Creating-you-own-package">Creating you own package</a><a id="Creating-you-own-package-1"></a><a class="docs-heading-anchor-permalink" href="#Creating-you-own-package" title="Permalink"></a></h3><p>In many situations, it is useful to create your own package, for instance, when working with a large code base, when you want to reduce compilation latency using <a href="https://github.com/timholy/Revise.jl"><code>Revise.jl</code></a>, or if you want to eventually <a href="https://github.com/JuliaRegistries/Registrator.jl">register your package</a> and share it with others.</p><p>The simplest way of generating a package (called <code>MyPackage</code>) is as follows. Open Julia, go to package mode, and type</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; generate MyPackage</code></pre><p>This will crate a minimal package consisting of a new folder <code>MyPackage</code> with two files:</p><ul><li><code>MyPackage/Project.toml</code>: Project file defining the direct dependencies of your package.</li><li><code>MyPackage/src/MyPackage.jl</code>: Main source file of your package. You can split your code in several files if needed, and include them in the package main file using function <code>include</code>.</li></ul><div class="admonition is-success" id="Tip-a4880389dfda2d5a"><header class="admonition-header">Tip<a class="admonition-anchor" href="#Tip-a4880389dfda2d5a" title="Permalink"></a></header><div class="admonition-body"><p>This approach only generates a very minimal package. To create a more sophisticated package skeleton (including unit testing, code coverage, readme file, licence, etc.) use <a href="https://github.com/JuliaCI/PkgTemplates.jl"><code>PkgTemplates.jl</code></a> or <a href="https://github.com/JuliaBesties/BestieTemplate.jl"><code>BestieTemplate.jl</code></a>. The later one is developed in Amsterdam at the <a href="https://www.esciencecenter.nl/">Netherlands eScience Center</a>.</p></div></div><p>You can add dependencies to the package by activating the <code>MyPackage</code> folder in package mode and adding new dependencies as always:</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; activate MyPackage
+(MyPackage) pkg&gt; add MPI</code></pre><p>This will add MPI to your package dependencies.</p><h3 id="Using-your-own-package"><a class="docs-heading-anchor" href="#Using-your-own-package">Using your own package</a><a id="Using-your-own-package-1"></a><a class="docs-heading-anchor-permalink" href="#Using-your-own-package" title="Permalink"></a></h3><p>To use your package you first need to add it to a package environment of your choice. This is done by changing to package mode and typing <code>develop</code> followed by the path to the folder containing the package. For instance:</p><pre><code class="language-julia hljs">(@v1.11) pkg&gt; develop MyPackage</code></pre><div class="admonition is-info" id="Note-36ab1f5b85af2553"><header class="admonition-header">Note<a class="admonition-anchor" href="#Note-36ab1f5b85af2553" title="Permalink"></a></header><div class="admonition-body"><p>You do not need to &quot;develop&quot; your package if you activated the package folder <code>MyPackage</code>.</p></div></div><p>Now, we can go back to standard Julia mode and use it as any other package:</p><pre><code class="language-julia hljs">using MyPackage
+MyPackage.greet()</code></pre><p>Here, we just called the example function defined in <code>MyPackage/src/MyPackage.jl</code>.</p><h2 id="Conclusion"><a class="docs-heading-anchor" href="#Conclusion">Conclusion</a><a id="Conclusion-1"></a><a class="docs-heading-anchor-permalink" href="#Conclusion" title="Permalink"></a></h2><p>We have learned the basics of how to work with Julia, including how to run serial and parallel code, and how to manage, create, and use Julia packages. This knowledge will allow you to follow the course effectively! If you want to further dig into the topics we have covered here, you can take a look at the following links:</p><ul><li><a href="https://docs.julialang.org/en/v1/manual/getting-started/">Julia Manual</a></li><li><a href="https://pkgdocs.julialang.org/v1/getting-started/">Package manager</a></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../julia_basics/">Julia Basics »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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+julia&gt; Pkg.add(&quot;IJulia&quot;)
+julia&gt; using IJulia
+julia&gt; notebook()</code></pre><ul><li>These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.</li></ul><h2 id="Authors"><a class="docs-heading-anchor" href="#Authors">Authors</a><a id="Authors-1"></a><a class="docs-heading-anchor-permalink" href="#Authors" title="Permalink"></a></h2><p>This material is created by <a href="https://github.com/fverdugo/">Francesc Verdugo</a> with the help of <a href="https://www.linkedin.com/in/gelieza-k/">Gelieza Kötterheinrich</a>. Part of the notebooks are based on the course slides by <a href="https://www.vuhpdc.net/henri-bal/">Henri Bal</a>.</p><h2 id="License"><a class="docs-heading-anchor" href="#License">License</a><a id="License-1"></a><a class="docs-heading-anchor-permalink" href="#License" title="Permalink"></a></h2><p>All material on this page that is original to this course may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p><h2 id="Acknowledgment"><a class="docs-heading-anchor" href="#Acknowledgment">Acknowledgment</a><a id="Acknowledgment-1"></a><a class="docs-heading-anchor-permalink" href="#Acknowledgment" title="Permalink"></a></h2><p>This page was created with the support of the Faculty of Science of <a href="https://vu.nl">Vrije Universiteit Amsterdam</a> in the framework of the project &quot;Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course&quot; funded by the &quot;Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning&quot;.</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="getting_started_with_julia/">Getting started »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/jacobi_2D/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li claLine truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/jacobi_2D.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../jacobi_2D_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/jacobi_method.ipynb

@@ -27,7 +27,7 @@
     "\n",
     "In this notebook, we will learn\n",
     "\n",
-    "- How to paralleize the Jacobi method\n",
+    "- How to parallelize the Jacobi method\n",
     "- How the data partition can impact the performance of a distributed algorithm\n",
     "- How to use latency hiding to improve parallel performance\n",
     "\n"
@@ -352,7 +352,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig09.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -387,7 +387,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:f1.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -410,7 +410,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:f2.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -433,7 +433,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig22.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -452,7 +452,7 @@
     "- We need to get remote entries from 2 neighbors (2 messages per iteration)\n",
     "- We need to communicate 1 entry per message\n",
     "- Thus, communication complexity is $O(1)$\n",
-    "- Communication/computation ration is $O(P/N)$, making the algorithm potentially scalable if $P<<N$.\n"
+    "- Communication/computation ratio is $O(P/N)$, making the algorithm potentially scalable if $P<<N$.\n"
    ]
   },
   {
@@ -476,7 +476,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig13.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -502,7 +502,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig15.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -539,7 +539,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig17.png\" align=\"left\" width=\"400\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -655,7 +655,7 @@
     "end\n",
     "```\n",
     "\n",
-    "- The outer loop cannot be parallelized (like in the 1d case). \n",
+    "- The outer loop cannot be parallelized (like in the 1D case). \n",
     "- The two inner loops are trivially parallel\n"
    ]
   },
@@ -666,7 +666,7 @@
    "source": [
     "### Parallelization strategies\n",
     "\n",
-    "In 2d one has more flexibility in order to distribute the data over the processes. We consider these three alternatives:\n",
+    "In 2D, one has more flexibility in order to distribute the data over the processes. We consider these three alternatives:\n",
     "\n",
     "- 1D block row partition (each worker handles a subset of consecutive rows and all columns)\n",
     "- 2D block partition (each worker handles a subset of consecutive rows and columns)\n",
@@ -693,7 +693,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-jacobi-partitions.png\" align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABJUAAAGPCAYAAADlQeGEAAAACXBIWXMAAB7CAAAewgFu0HU+AAAAGXRFWHRTb2Z0d2FyZQB3d3cuaW5rc2NhcGUub3Jnm+48GgAAIABJREFUeJzs3XecHVX9//H3J7vpgRRIIxCC9Bo6CNIFqSIIUhQsVOErFhAQCzYERH9KEaQoRSwRBJWm9F5EgdBLqKEmhPS+2c/vjzPZ3Dv33N07W+7Mbl7PxyOP7Mzc8rl3Z+fMfOaczzF3FwAAAABg+WVmAyUtcvfFeccCVGNmd0j6ZGr1Ru7+XB7xQGrMOwAAAAAAQNczs16StpC0raRNk3+rShoiqU/ymLmSpkt6StJjkm519yc6+L59JO1Y48NnSlosaZak+ZLmuvusjrw/YGZbSzowsuk8d59W73h6EqOnEgAAAAD0TEkiaQ9Jh0vaU9LwdrzMY5LOdvd/tDOGkZLeb89zE3MkvS7pGUmPS7rF3V/pwOuhm2pvTyUzO0bSZZFNa7n7q50V3/KoV94BAAAAAAA6n5kNkTRJ0m2SjlD7EkqStI2kv5vZtWY2uLPiy2CQpI0VEmO/kvSymT1vZmeZ2Zgc4gGQIKkEAAAAAD1TP0lrdOLrfV7Sv8xsUCe+ZnutL+kMSa+a2UVmtkreAQHLI2oqAQAAAMDyp1nS85KekPShpKmS+koaKWkrSZsr3glhW0l/kbRvfcJsU19JJ0o63MyOdffr8w4IWJ6QVAIAAACA5UOTpFslXS3pHnefXu2BZraWpB9LOiyyeR8zO8Ddb+xgPLsqFOROGySpt6QRksZJWlPSZgqFxa3Kaw2VdJ2ZnSfpNKd4MMq9oHhNJYrAdxCFugEAAACgBzKzUZLeU5hF7deSLnD3TAWzzezryXPTJrr7pjW+RrVC3Su5+0cZYhkpaW9JX1NIMlVzmaTjSSz1PO0t1I2uQ00lAAAAAOiZlkj6k6T13P2MrAklSXL38yX9IbJpvJmN61h4mWP5wN2vdPfNJX1K0tNVHnqspO/VLzJg+UVSCQAAAAB6IHef6u6fd/e3OvhSZ1VZv3MHX7fd3P12hdpP51V5yA/NbK86hgQsl6iphApmNkDSVanV77j7N+scx/cVpg4tdbK7T65nHN2BmZ0qacvU6jPcfVIe8QBAXsxsDUnnplY/6e5n1zmOCxWK3Zb6grsvqmcc3YGZ/ULS2NTqo9x9dh7xAKjk7i+Z2Vuq/FvNdca15Jh6ahLbhanNvSRdYmYbuvvc+kfXNjNbUaGtWFHSQkkfSZri7k25BtYFzGyIQo2sFSQt0LLPuiTXwDqRma0gabhCfa/FkqYpfMbFuQbWxXpUUsnM+knqX7JqobvPyyuebqy3pINT616UVNekkqQdVTle9kd1jqG72E7S/ql1v8gjEACtM7O+kjZSKDa6tqRhkoYoTPs8I/n3qqTHFJIhC3MKtbsaoso2bGAOcewt6WOpdV/MIY7uYA9V3kQ6QRJJJaBYJqsyqTQ8j0DS3P0iM1tN0qmpTatL+o4KMhQuqQl1gMLQvV0Vkklpc83sf5IelnSju/+nymudImnl1Orb3P2+TojzJFUmDK9192czvMYqkg5UOMbvolB8PW2Omf1X0oMKn/WJdoZcSzwDJX0/tfp9d4/VC6v1NYcp/D73ULhuHRZ52AIze1Lh9/kPSQ+5e3N737OIelRSSdJPJJ1SsnyJwklJhyWzCBxVw0PnSFqkcFGwUNI8SdMlvSlpkqT/KhS163HZZwBAnJltJGkfSXspJIF71/jUOWZ2raTfZDmRi7z/dZJ2q+GhMxXurM1SKOq6QGGK6TckvazQhj3f006GAAA1aYisK9IN/O9K2lPSJqn1J5jZOe4+J4eYJLUkH05VKDA+oI2HD1S4ub6jpNPN7HWFwuOXpmbrW0nSaann7ixp2w7GuqakX6m8VM4sVR8CmX7+cIVE3lcVbpi1ZpBCzDtL+p6ZvSLpt5KucPfOnpWtvyq/r6cVL0LfqqRH0jcknSxpcBsP7yfp48m/kyW9Y2a/k3Sxu3+Q9b2LqKcllbbqwtceoNCNrS21PGaGmd2qkKm8Nc8DHACg65jZZySdLmmbdr7EIEnHSzrWzH4l6XvuvqCdr9NZbdgHZvZPSf+UdDvDuQBguZEe0iuF4T2F4O5NZvYtSXemNg2VdKSki+sflWRmn5B0g9rfq2sNSWcrJERK2+nfSvq2ypN925jZ5h3s8fNVVdZevrqWIclmtpuk61Tb+UTM2pJ+qTBCZrV2vkaXMrPxCudA6V57tRoj6QeSTjOzlXtCLqDHFOo2s60UsrndwRBJh0uaIOkNM/tuMp4WANCzHKf2J5RK9VK4u/VgUpMgTyMlHSPpJkmTzOyEZEgfAKCHMrOVJI2LbCrUNO7ufpekZyKbDqh3LJJkZkcoJLk6Y5hgWQ8nd39T0s2Rx7V7pI6Z9Zf05dRql3RRDc89VtJtan9CqVRbvblyYWb7KQzVa29CqVRfxXv/dTs9IqlkZusrZH8t71jaYSVJP5X0upkdkncwAIC6+1Chbt0zCvUqvJXHbiHplqSGYBGsJuk3kl42s13yDgYA0GX2UuW1VrOkx3OIpS1/iqzbMRmyVDdmdqDC5EexGy/PSTpD0tYKtYsGKSTtdlAYxveowvfblljvq8PMrL2JncNUWRfo3+7+cmtPSpJnv1V8eP9EhV5WW0oarfBZPyZpJ0lnKgytb+3cpxCS85zrFa8N9apC7d/tJK2aPGa1ZPlUSfdL6jEFydO67fA3M2uUNF5hxz9B5QW66+UJSXdE1vdXGDu5osJBYk2Fbm6tGSbpL2a2h6Tje3qFeABYjv1X4c7iA5IeS89Ik/RE2kPS1xVORtK2U+ju/pMOxnG34hcDgxROCocqnBitqTBbS2vGSrrTzM6SdKa7F/7kEACQydGRdfe6+0d1j6RttysMFyvVR9LmkjpcxLoWZjZO0pWq7MQxX9K3JF0emfVsrkId3gcl/czMNlCoTXSoql+336FQ83CdknUDFCaGaE8B6hMj69Kz6pUxs/UkXarKpOMchRpS10RqMb6e/Ltf0o+TIWVnSDpIBez4ktSJ+rPCflSqSSHu8yPlAOZKelvSI5LOM7OPKSTXvqh4orHb6jZJpaQuxZcUki9Lu1/m3S3uYXc/vZYHmtkghWzspyR9VtWn3/yKpNFmdhAz1wFAjzFf0hWSfufuE1t7oLvPkPTXpLj2tySdp8oTtdPM7FJ3n9KBmG5x9/9XywOTAqO7KSS7Pqt41/ZeCrOqjDaz43vSFMEAsDxLbnrvFNl0Zb1jqdEzCpNOpHvNbKA6JZUUEjrp8iazJe3r7vfX8gLu/rykI8zsHIUeT+kC5HJ3N7OLVZlA+qqZnZ/lJo+ZbauQeCs1SdK/2njqRars4DFd0p7VZq5LS86NDjGzTSVdrXBTq0h+psqaYgslHezuN9XyAu7+mqTjkt/n7xWKk/cIhcsCtmJThSnTd1A4IOSdUMrE3ee4+y3ufpJCd7+jJb1S5eF7SZpgZt3p9wMAqOSS/ihpXXc/qa2EUtkTg18qdKdOGyjp050UYy2xfOTu17n7MQrTM58i6b0qDz9a7bs7CgAomGTIWKyezgsKPTcKJxnx8Xpk0zqRdZ3OzDZXuG5N+3qtCaVS7v6cwsxh363ykKsVesWUWkdhivssYr2UftPajK9mtqPis8seV2tCqZS7P6Uw+VZNM83Vg5mtodC5Je0HtSaUSrn76wrf2UkKyc9uj6RFDtx9obv/TtLGCl0zY3dz91WotQQA6L6+6O5fcPfJHXiNcyS9E1m/dwdes93cfXaS7Fpf4U5bzP+Z2TF1DAsA0DUuUZiRq5RL+lbBe6TGpmqv10QXx0bW3e/u7e7Z5e5N7v6LKttmKNzASvtqra+fDO86OLV6jtrujRb7rLe6+3W1vneauy+qtSd1nXxFlSO8nlWYpa5d3L3Z3S/sKSOTulNSab5CN7pq/7rdLyRJLp0h6XOSYlNEn5Z0QwQAdEPuPrUTXmOhpH9ENq3Z0dfuCHef6e5HKdR+it3F/JWZrV7nsAAAncTMviPp85FNl7l7W0Oi8pbuuSNJ9SrUvWdk3W+6+D0viKz7dIZ2+BhV1vm52t1nVnuCmZmk3SObuvqz1lvs9/nbgidV66rb1FRy93MlnVttu5mdqBqmOiwid78hqZj/V5XXzegl6VIz27yIO20yq8BhCgeTtSSNUqh39YHCsIj7JE1QKESbe9HWZDjhVgq9wHZSmH1glMIY4KmSpkh6XtItkm5z92ldFMcYhdpaOybvP1JhzPVsSR9JeknSY5IecPdXuyKGNuJbW5VjwCXpbXeP3fUB0PVeiqwbVfcoItz9AjPrK+nnqU0DFYp71m2YXhZmtorCxdIuCkP6ls6+M0WhsObtkia4+7O5BVnCzHorlADYR6FY+yiFAuq9FWKeIukphSLwd7j77C6KYy2FNmw7hfZruML3NlOhLX1BoQ27z93f7YoY2ohvI8ULoL6a3M0HUINkVurYqIknFOr9FV3s2qnLr32TAt3pRM4CxW8OdRp3f87MHlBoJ5ZqUBiS/v3WnmtmDarsceRqOzm0oSon8pgh6d9tBtxNmNmKCmV4SrnCdTsS3Sap1NO5+/Vm9v8knZzatImkAxSmLyyEZGai0xTGgcZqW41K/m0m6RsKMwIdm4wfrbski36kpB8o1LOKWRrzJgozLDSZ2R8lfdfdY8NO2hPH7pJ+qPhsTqV2kXR88pynJP1F0u87o8dDW8zsIIXx8eljw6OKZ+kB1Efsjmthehu7+3lmtp2kz6Q27ZfcGHkij7hikmTSmYp3Z5dCcmkVhWmev2dmf5Z0krt/WL8ol0mSSV9TmJI4XSR0qTHJv80kfVnSPDO7VNKPOyORkrSjByu0oxu28fA9kv+bzexhhTbsmq5KcpUys5MlxYaH3CjpkK5+f6CnSCZI+oMq25l3JLine truncated
     "</div>"
    ]
   },
@@ -726,7 +726,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g26521.png\" align=\"left\" width=\"400\">\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -770,7 +770,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g26305.png\" align=\"left\" width=\"400\">\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -814,7 +814,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g26911.png\" align=\"left\" width=\"400\">\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -848,9 +848,9 @@
     "\n",
     "|Partition | Messages <br> per iteration | Communication <br>per worker | Computation <br>per worker | Ratio communication/<br>computation |\n",
     "|---|---|---|---|---|\n",
-    "| 1d block | 2 | O(N) | N²/P | O(P/N) |\n",
-    "| 2d block | 4 | O(N/√P) | N²/P | O(√P/N) |\n",
-    "| 2d cyclic | 4 |O(N²/P) | N²/P | O(1) |"
+    "| 1D block | 2 | O(N) | N²/P | O(P/N) |\n",
+    "| 2D block | 4 | O(N/√P) | N²/P | O(√P/N) |\n",
+    "| 2D cyclic | 4 |O(N²/P) | N²/P | O(1) |"
    ]
   },
   {
@@ -862,9 +862,9 @@
     "\n",
     "\n",
     "\n",
-    "- Both 1d and 2d block partitions are potentially scalable if $P<<N$\n",
-    "- The 2d block partition has the lowest communication complexity\n",
-    "- The 1d block partition requires to send less messages (It can be useful if the fixed cost of sending a message is high)\n",
+    "- Both 1D and 2D block partitions are potentially scalable if $P<<N$\n",
+    "- The 2D block partition has the lowest communication complexity\n",
+    "- The 1D block partition requires to send less messages (It can be useful if the fixed cost of sending a message is high)\n",
     "- The best strategy for a given problem size will thus depend on the machine.\n",
     "- Cyclic partitions are impractical for this application (but they are useful in others) \n",
     "\n"
@@ -1068,7 +1068,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g28304.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1303,7 +1303,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1328,7 +1328,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig15.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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@@ -1712,7 +1712,7 @@
    "metadata": {},
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     "<div>\n",
-    "<img src=\"attachment:fig16.png\" align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA6gAAADyCAYAAABAvOgkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7d17nFxlYf/xz9lssrmQm4EQkhACRi7h1kD4YSIqEGuwEi4tSNEakWpqBWuLtEKrgtW2WkDbn1VJ0Cra3w8lKMKGCIJc1BBCxCgghGsSJIEk5ELut93pH89s9uxkZnez7M7z7O7n/XqdV84zc2bmm9nNZL97Lk82e/bsApIkSZIkRVYTO4AkSZIkSWBBlSRJkiQlorZkPD3LsuUxgkiSJEmSepdCoTAeuKdp3KKgZlm2fNasWc9WO5QkSZIkqfeZM2cOhULzZZE8xFeSJEmSlAQLqiRJkiQpCRZUSZIkSVISLKiSJEmSpCRYUCVJkiRJSbCgSpIkSZKSYEGVJEmSJCXBgipJkiRJSoIFVZIkSZKUBAuqJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSEiyokiRJkqQkWFAlSZIkSUmwoEqSJEmSkmBBlSRJkiQlwYIqSZIkSUqCBVWSJEmSlAQLqiRJkiQpCRZUSZIkSVISLKiSJEmSpCTUxg4gSZKSMxB4b3F9PrA1YpZq619cdtO7/t6SlAQLqiRJKjUCuLW4/mbgxQ4+Tw3wFmAyMAkYXLz9CtItf/8IfBa4H5gWOYsk9ToWVEmS1BW+AXwAGFLmvqtJt6DG8F7gHOA54PrIWSQpKguqJEkqtRG4qri+voPPMZHmcrqy+JzHvsFc1fAH4BHg91V8zZOAWcAvqF5BPRQ4ObccCWTAbcCnq5RBkvZhQZUkSaU2A19+g89xE3Ad8BjwKvAh4Ltv8Dmr4abi0pNNBhZXuO+gagaRpFIWVEmS1BX+X+wA3ci3CBej2rKfjzsSOJFwjvBjHXjdDcCvi4/9IDCmA88hSZ3KaWYkSVKpQ4FCcTkicpZquwR4ALihiq/5CqEkPrOfj5tBuJjVrP183LOEi1+9CXg34Zzgdfv5HJLUJdyDKkmS1OwI4HSgsYqvOZFwfu5a4MEqvN6m4iJJyXEPqiRJUlx/RtgT+vnYQSQpNguqJEmSJCkJFlRJkiRJUhI8B1WSJLXXUGBChfuew/MaJUlvkAVVkiS11zuAOyvcdxZwTxWz9BZHUPkqvacU/zwV+FKFbW4HFnV2KEnqKhZUSZLUXhupPN+me0+7xjjg021sc2JxKWcZFlRJ3YgFVZIktdcvgcmxQ/QyLwFfrnDfKcCZwO+Auyts89uuCCVJXcWCKkmSlK4Xgasq3PcpQkFd1Mo2ktSteBVfSZIkSVIS3IMqSZK6womECyc1OSm3/klgW278dWBLNUJJktJmQZUkSV2htSvLfq5k/D0sqJIkLKiSJGlfW4A5xfWOXp336dxztGVb25tUzRZgLbAhdpAu9h1gbG58RPHP6cC9udsfAP61WqEkyYIqSZJKbQD+6g0+xy+LS3fz78Wlp5sCHFXm9tHFpcna6sSRpMCCKkmSFNePgKXsfxmsJ0xD82IHXvNvgcHt2O6lDjy3JHWYBVWSJCmup4rL/nq2uHREpXlTJSkqp5mRJEmSJCXBgipJkiRJSoIFVZIkSZKUBAuqJEmSJCkJFlRJkiRJUhIsqJIkSZKkJDjNjJJXKBSy+vr6R2PnaM0NN9xw2LJlywYCbN68+bUNGzakNrH5gcBBxfXtwPJ4UcoaAIzPjZ8BGuNEKW/cuHFHUfyl3iWXXPLy5MmTN0eOVFGWZbfOmDHjumq8Vn19/XcLhcKx1Xitjpg7d+7Ihx56aATAzp07t65evTq1OR0HAeNy46djBWnFMbn1l4CtsYJUMI7wPgKsA9ZEzLKPYcOGjRgyZMhIgDFjxuy4+uqrl8XO1Jq6urrTp0+f3uVf47vuuusdDQ0NN3T163TUjh07aq688sqjmsarV69evnPnzu0xM5UxnvD/J4Q5dF+LF6Wsgwg/fwBsA1ZEzLKP/v37Dxw5cuRhTeOvfe1rT2dZFjNSWz5xzjnnPBI7RDVYUJW8z3/+89nJJ588OXaO1qxfv56XXtr7c+8g4LBWNo9tEM3/YaTqpNgBSuW+vjQ0NByV+H9ii6r1QoVC4dgsy5L997l9+/bSf5sjI8Zpj2Tfy6Jj2t4kqtLCH93GjRvZuHEjAP369RuUZdmIyJFaVVNTU5WfDRsaGoan/NmRZVmLz30g2V/EFQ2i5S96UzOI5l+UJ2HHjh2lX+PJKf/fnmXZ0NgZqsVDfCVJkiRJSXAPqrqjm7IseyF2iLzdu3dfQ/EwmzFjxqxYuXLlNyNHKvWXwFuK67uAz0XMUs5k4ILc+IvAlkhZyqqtrf3Snj17AFi/fv0DWZbdEzlSqZmFQmFizACFQuHumpqaB2NmKLV58+aPU9yjNmLEiO3r1q37fORIpd4B/ElufFWsIK34UvPqmIfh4CXxopTz249AY11x8BLwjZhpSo0dO/bSl19++UiAhobCnhdfHDY7dqa8gQN3jRw1atuFkWPszrLss5EztLBz584DgM80jUeNGnXbq6+++uuIkcr5Z6Bfcf154FsRs5TzMZr36u4Aro2WpIzRo0eftmrVqrObxnv27Pmnurq6hpiZShUKhX8D0t2t20UsqOp2CoXCD2bMmHF/7Bx5EyZMuIpiQR03btzKlStXfjlypFLvormg7gZSy/cRWhbU/wJWR8pSVp8+ffYW1GXLli06++yzk3oP582bNwWIWlCzLPtFau/L1KlTz6NYUIcPH75j3bp1SeUjnGudL6j/DhQiZakkV1An/gZ+9v14Ucrp+8FcQV1FYp9vRxxxxJnNBbVhzyc/edr3YmfKu/TSpyaef/6L0Qtqap8dF1988cHkCuopp5xyT319fWoF8DM0F9QVJPa9D8ygZUFNKt/JJ5+8K19Qf/CDH1w/d+7cXTEzlaqvr/9XemFB9RBfSZIkSVISLKiSJEmSpCRYUCVJkiRJSbCgSpIkSZKSYEGVJEmSJCXBgipJkiRJSoIFVZIkSZKUBAuqJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSEmpjB1CXGQBMzI2XAI1tPKYGmJQbPwVs7+RckiRJklSWBbXnOgL4dW48kLbLZr+SxxwPPNnJuSRJkiSpLA/xlSRJkiQlwYIqSZIkSUqCBVWSJEmSlAQLqiRJkiQpCRZUSZIkSVISLKiSJEmSpCRYUCVJkiRJSbCgSpIkSZKSYEGVJEmSJCXBgipJkiRJSoIFtecqlIyzdjzmgK4IIkmSJEntYUHtubaUjNtTPg/riiCSJEmS1B4W1J5rPS33ok5ox2Pe1UVZJEmSJKlNFtSeawuwLDc+q43tBwOXdV0cSZIkSWqdBbVnuy+3fjkwpsJ2dcDNwKFdnkiSJEmSKrCg9mxzgMbi+nDgl8AFNJ+PeiBwEfAocD7w22oHlCRJkqQmtbEDqEs9BnwN+GRxfDgwt7jeSMtfUKwilNfnq5au4y6rr68/N3aIvH/4h38Y0LT+/PPPHw78Z8Q45RyZW+9HevmOLRl/EdgWI0gle/bs2bs+YcKEd9XX1w+MGGcfhULh+NgZgLPr6+tHxQ6R981vfnN80/ratWsHkN73/kkl4/+IkqLdfvt2mHBQ7BQtNfbPDcaT2Nd46dKlRzet9+lT0/emmx64ImaeUn377nlT7AxAv/r6+qS+bps2bRp4yy237B0vWLDgz4EUPmfz6nLrR5LY9z7h584myX3+Lly4cFJ+/P73v/+GmTNnNlbaPpL2zMLR41hQe75PFf/8BC0LaX79V8CfA+uqFeqNyLLsT2NnKFVb2/xPae3atYcAfxMvTZv6knY+gI/EDlCqoaFh7/rQoUMnA5PjpUnW1OKSjIEDm3+P8Prrr/cn/e/9xPOtPTEsyRpFYu/hmjVr9q736VPTZ9SorRdFjJOqWhL7uvXr16/FeP369dOAaXHStMuhJPYelqgjsXyvvfZai3FNTc3lkaKohAW152sA/hb4NqGEngQcRLjK7wuEPaoPEvao9gHel3vsH6oZVJIkSVLvZkHtPZ4oLq1poPkQ4GRcc801hXnz5t0ZO0drRo8efXRDQ8MQgA0bNqx65ZVXXo6dqcRoYGxxfQvwVMQs5RwATMyNf03z+dNJOProo0+uqanpA9C3b9/ngA2RI1WUZdnjVXythwinCCRpyJAhYydOnDgaYPv27ZuWLVu2NHamEkOAo3PjR2MFacX/ya0vBTbFClLBUcDQ4vorJPbL1YMPPviQESNGHFpc3wr8PnKkVu3YsWN3NV4ny7JXgJT/b6+ZOHHi3iNlVqxY8dTWrVtL55iPbSLN1xV5mfQ+i8cSfv6A8LmR1OfvAQccMHjcuHHHNI0LhcJiWk7RmJSGhoY1bW/VM2SzZ8/e+4XIsuyoWbNmPRszkCRJkiSpd5gzZ86RhULhmaaxV/GVJEmSJCXBgipJkpS+fm1vIkndnwVVkiQpfZ8lXHX/wNhBJKkrWVAlSZLS9yvgZOBx4MzIWSSpy1hQJUmS0rcQeB04BLiLMH1c36iJJKkLWFAlSZLStwnYU1zvD7wfWAIcES2ROqp/7ABSyiyokiRJ3cP9ufX+hHkwFwJ/ESeOOqA/4XDt2XjhK6ksC6okSVL3cCewNTfOgJHAfxXvGxgjlPbLjYRzic8DDoqcRUqSBVWSJKl7eAjYUub2ocB04GnghKom0v74OPAhoIGw13tl3DhSmiyokiRJ3cNaYFeF+/oB4wiHAV9VtURqrynAV4vrnwbujZhFSpoFVLine 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@@ -1932,15 +1932,15 @@
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+   "name": "julia-1.11"
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  },
  "nbformat": 4,

dev/jacobi_method/index.html

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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Jacobi method · XM_40017</title><meta name="title" content="Jacobi method · XM_40017"/><meta property="og:title" content="Jacobi method · XM_40017"/><meta property="twitter:title" content="Jacobi method · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/jacobi_method/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/jacobi_method/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_method/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" 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href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li class="is-active"><a class="tocitem" href>Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nLine truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/jacobi_method.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../jacobi_method_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../mpi_collectives/">« MPI (collectives)</a><a class="docs-footer-nextpage" href="../asp/">All pairs of shortest paths »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/julia_async.ipynb

@@ -87,7 +87,7 @@
     "\n",
     "### Creating  a task\n",
     "\n",
-    "Technically, a task in Julia is a *symmetric* [*co-routine*](https://en.wikipedia.org/wiki/Coroutine). More informally, a task is a piece of computational work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices."
+    "Technically, a task in Julia is a *symmetric* [*co-routine*](https://en.wikipedia.org/wiki/Coroutine). More informally, a task is a piece of computational work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In the next cell, we generate a task that generates and sums two matrices."
    ]
   },
   {
@@ -322,7 +322,7 @@
    "source": [
     "### `yield`\n",
     "\n",
-    "If tasks do not run in parallel, what is the purpose of tasks? Tasks are handy since they can be interrupted and to switch control to other tasks. This is achieved via function `yield`. When we call yield, we provide the opportunity to switch to another task. The function below is a variation of function `compute_π` in which we yield every 1000 iterations. At the call to yield we allow other tasks to take over. Without this call to yield, once we start function `compute_π` we cannot start any other tasks until this function finishes."
+    "If tasks do not run in parallel, what is the purpose of tasks? Tasks are handy since they can be interrupted and to switch control to other tasks. This is achieved via function `yield`. When we call `yield`, we provide the opportunity to switch to another task. The function below is a variation of function `compute_π` in which we `yield` every 1000 iterations. At the call to `yield` we allow other tasks to take over. Without this call to `yield`, once we start function `compute_π` we cannot start any other tasks until this function finishes."
    ]
   },
   {
@@ -349,7 +349,7 @@
    "id": "69fd4131",
    "metadata": {},
    "source": [
-    "You can check this behavior experimentally with the two following cells. The next one creates and schedules a task that computes pi with the function `compute_π_yield`. Note that you can run the 2nd cell bellow while this task is running since we call to yield often inside  `compute_π_yield`."
+    "You can check this behavior experimentally with the two following cells. The next one creates and schedules a task that computes pi with the function `compute_π_yield`. Note that you can run the 2nd cell bellow while this task is running since we call to `yield` often inside  `compute_π_yield`."
    ]
   },
   {
@@ -381,7 +381,7 @@
    "source": [
     "### Example: Implementing function sleep\n",
     "\n",
-    "Using yield, we can implement our own version of the sleep function as follows:"
+    "Using `yield`, we can implement our own version of the sleep function as follows:"
    ]
   },
   {
@@ -738,7 +738,8 @@
     "\n",
     "- `put!` will wait for a `take!` if there is not space left in the channel's buffer.\n",
     "- `take!` will wait for a `put!` if there is no data to be consumed in the channel.\n",
-    "- Both `put!` and `take!` will raise an error if the channel is closed."
+    "- `put!` will raise an error if the channel is closed.\n",
+    "- `take!` will raise an error if the channel is closed *and* empty."
    ]
   },
   {
@@ -1015,15 +1016,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/julia_async/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Asynchronous programming in Julia · XM_40017</title><meta name="title" content="Asynchronous programming in Julia · XM_40017"/><meta property="og:title" content="Asynchronous programming in Julia · XM_40017"/><meta property="twitter:title" content="Asynchronous programming in Julia · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_async/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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+    <header class="admonition-header">Tip</header>
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+        <ul>
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+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_async.ipynb" download>here</a>.
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dev/julia_basics/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Basics · XM_40017</title><meta name="title" content="Julia Basics · XM_40017"/><meta property="og:title" content="Julia Basics · XM_40017"/><meta property="twitter:title" content="Julia Basics · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_basics/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+            </li>
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+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../getting_started_with_julia/">« Getting started</a><a class="docs-footer-nextpage" href="../julia_async/">Asynchronous programming in Julia »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/julia_distributed.ipynb

@@ -137,7 +137,7 @@
     "\n",
     "\n",
     "<div class=\"alert alert-block alert-info\">\n",
-    "<b>Tip:</b> We can also start new processes when launching Julia from the command line by suing the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.\n",
+    "<b>Tip:</b> We can also start new processes when launching Julia from the command line by using the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.\n",
     "</div>\n"
    ]
   },
@@ -162,7 +162,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:image838.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAByQAAAO7CAYAAAAV4zMQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13dBXV9gfw78zcnt47afQSqqCCNAEVARFURECxywN5lodi7x3R93zv/cSn2AsqIipIL9I7hADppLd7c3tv+/dHAiQhgSCJIO7PWmctF7lzzpmZMzOu2bPPEcAYY4wxxhhjjF14aQAKLnQnGGOMMcYYY4y1PfFCd4AxxhhjjDHGGGOMMcYYY4wxdunigCRjjDHGGGOMMcYYY4wxxhhjrN1wQJIxxhhjjDHGGGOMMcYYY4wx1m44IMkYY4wxxhhjjDHGGGOMMcYYazcckGSMMcYYY4wxxhhjjDHGGGOMtRsOSDLGGGOMMcYYY4wxxhhjjDHG2g0HJBljjDHGGGOMMcYYY4wxxhhj7YYDkowxxhhjjDHGGGOMMcYYY4yxdsMBScYYY4wxxhhjjDHGGGOMMcZYu+GAJGOMMcYYY4wxxhhjjDHGGGOs3XBAkjHGGGOMMcYYY4wxxhhjjDHWbjggyRhjjDHGGGOMMcYYY4wxxhhrNxyQZIwxxhhjjDHGGGOMMcYYY4y1Gw5IMsYYY4wxxhhjjDHGGGOMMcbaDQckGWOMMcYYY4wxxhhjjDHGGGPthgOSjDHGGGOMMcYYY4wxxhhjjLF2wwFJxhhjjDHGGGOMMcYYY4wxxli7kV3oDjDGGGOMMcYYY4z9lUlqQBQBQWjlBgR4bAC1a68YY4wxxhhrOxyQZIwxxhhjjDHGGLtQBCB6hISo8HPYxk8oWuKH2dduvWKMMcYYY6xNcUCSMcYYY4wxxhhj7EIRBIT1EZGcLLQ+Q9LjR833HJBkjDHGGGN/Hq39X13GGGOMMcYYY6w9pQEouNCdYOxCUCcIUCnPYQMiWIsAD8/ZyhhjjDHG/iQ4Q5IxxhhjjDHGGGPsAnKUExwXuhOMMcYYY4y1I/FCd4AxxhhjjDHGGGOMMcYYY4wxdunigCRjjDHGGGOMMcYYY4wxxhhjrN3wlK2MMcYYY4wxxhhj7U0AgnuKiE4AfFZC1U6Cw9sG9YpASDcREYmAaCOUbCe4/W1QL2uGgLBuI3DzmP4Qs77GovVl4GU82cVA1fkazJ3cD6a8tViydC+Ml/jADErsidHXXodU63b8b9lOmF2+C90ldhbB6VfghjGDEWvYjH99sweuC92hP0BAdDpGTpiMVMtOLFm5A9UWz/lXquqB2+ZOQLJ06p/81Tvx/uKNMLWyCnXPSXjw+hSUH1qD5auyYD3/XgHyJIyZMQH9Y4JP/hOZCvDrz2twuNQI/t8SdgIHJBljjDHGGGOMMcbamSxBRPr1EhJTBBg3eFDRVgEDAhAuIGWMiACJIDN6kZ3VRnWzJgREZIzFw0/OguzzHfhwfRnaIqb8e4ipV+PZubeiS2wgAILf64bVoEVJfhZ2bVqLjZkV4BBNW1Ii7apr0TvUhfz9m3G4vD1WfRUQGJOGvv17Q1NzAJsOFsHlbd2NQt3jBrz46iwU/WTDmh8u9YCkgJDkvrjt7y9gdMUr+G7V3nMLSAoa9BpxLVLESmTu34divfus7WkiOqDPwP4I1h/G1gMFsF5SX30I6HLjc3hyQih2LP0EX648CMtZdk8eloKxMx7ETT30+PStRVifrzvLxxkCQrsMwwPznka//Kew6C8RkBQQGNsFt8x9CaPL38Rv2/a1TUBSkY5rpt+BQQpAVAUjNiYKyqML8e3HG2Fq5XWv6TsNL744EjsW67BpTRasbTGcZTEYNO5m3NY9FqIkR0hUAiKM66E9vBdHOCDJGuCAJGOMMcYYY4wxxlh7kgMxA0VEJQJw+1G8kdBmCT0EmA/6UXOliNQ0EQljRFQX+mGwt1H97KIkhqXj6rE3YnCnCAAEEMHndcPpsMGkL8feb17E319YiuJL/63/H0MIxrAHF+KFDB0W/+NGZJU72iE7VobYbsPx95dfQOK2JzAhuxQ11taFvH32WhQdP47yGvMFC5L/aYjhmDj/n5gmrcdzjz3cioCkiIi0QZj14kJ0PfAKpjxRDGvt2bb5E5H3wF1PPoRxAbuw9wstHGeNHEmI6zQMd869D72PvoP3XO1xLVwKCD63HdryIpRWG+Bu5ccFZ2XdgPkTroNKEBDSZzLeeuUJDD3HKnzWGhQVl6Cq1oK26hacWfjvgzPwhUIGeVgypj6zGE/2baO62SWFA5KMMcYYY4wxxhhj7UiZJCKuuwClHHDt9KNc27b1k4VQepCQkgqokyQk9vHDuB38kvivwLsfD/Yeik8q1IhN641Rt9yPefePw4THv0Z44BTc9NAy1HBqShsQoQ6LQlQkIVAptlsrkkKN0MgoRASrIQmt3868+hl0TXum3fp1aZEQGB6NKCkEannrzqUkVyM0IgoRIRpI4jmcmIuegMiJT+CeDAHHvvkFa7aVnzWgLSgCkDHuToyMKcUnr61HXoXtD+npn5EuexMeua5L21bqt6KyqG6S1dBoLey/4+sm47JZ6LqsbbsFcqK2vBS1ABRmEbXWNsgGZZckDkgyxhhjjDHGGGOMtRcZEJouIDROAHyEsh3+dplK03zQD9P1EkLVQFgvEcEH/DC1x6yS7CJD8LocsJlsKDiwHgUHNmPltpex7pt56DNxPu5duRtvrGocZBAkBYLCIhEZFgy1Ugb4PLBbjajV6mB2tjw6BbkG4RERCAsJhFIugbxuOB1WGGtrYbC6TgbAFUGRSIyPhdpZiaPFtY0C47LgOKQnRkByViGvUAcPAFVYPDrEhcOtLYVDE4OIAAkusw6VWgsUYTGIjQiC4LZCV1UBncXdONAuiFAFhiEyMgyBaiVkAsHttMKg00JvdsDX4MeiTInoDh0RKZlRUq6DXx2GmMhQqOQCvE4r9DU1qLU44K/fRpCpERmfhNgQJSBGIiFQhCgpEJncDRm9wk5OQejWFSKnskFQRpBBHRSC0JBgBKiVUMhlEMgHt8MKY20NdGZXo32QQhLRrUMYBEGO1NR4BMoFKMIS0K1HL0Ta6s6c32lGRXk5DPYTZ1KAMjACCR3iENBgLTmXuQJFxbU4U/6eTB2CyKgIhASqIRcIHrcDZr0OWoMVXn/jzxjUEUlIiQ0FGYuQr/UjPCYG4UFqSPDCYdajslILx4WeG1hQIDQ2BlGhgVBIBLfdjJqqapgaLNIrqkKRmBiHELUMghSPKLUASQpGYsfuyLAZ684H+WGqKkCJzgkAkILj0aVDBCRRQkJ6IoIUAhQhcejSvSdU9VmVfpcVVRVlp4IvggwxqV0RKVlQUV0LUochKjwYCtEPl82MWq0WRpu72Y9FZKrg+vOigVwSQH4vnHYrzEY99CZ7o7HcZocusA8eeXwClPpCrFuyFHnOs28TGDsU06cNhGHPZ1i94yAMp51/EcqgMERHRSBIrQC8Tpj0OijPGGEXIA8IQ0xUOAI1SkiCHx6nHUZdDbSmM2RgChI0weGICA+t2w4+uF1OWE166A1mOJuk/4kyFYLDIxERGgiVQgaB/PC4HLCYDDAYzXB4zv/rDWV4EtLjQxt9UOC11OB4uRbOZuoPiO2ItCgVbNWFKKxpPLWBOroj0qMkGGvKUaG1nse0pyI0YdFIiI+C6kQMnvywGcpRUm5sPggtiFBqghEaGoJAjQoKuQySQHA7bfX3C1ub/L+MICkRFBqKkKBAqFVKyGVi3TPJYkStrhZmZ+PeiQo1YpPSECYYUVRWCzEoAjHhIVDKAa/DCl11NQxWVzPHSoI6LBKxkWHQKCX43XbotTWwiuHoEBsKmEuQU2o676llf8/zVREcjaT4aKidlThSZIA6LAYxkSHQKGUgrws2cy2qKvVwnRzOItShUYiJCkOAUga/2w6DtgYWMRRJsWEQLaXILuFpchljjDHGGGOMsTNJQ11CFxcul1SRwgTq8jc5jVukoHEvSRSuaae2RFD6Y3Iav0hB1z4no+TOF37fL70iUscpC+hYtY3yFgwh2QXsi6zffbQlR0d+9166P01sMhZi6a7lNeR1VNPKhdMpSX7qb4Kkoe6j7qQ3P19DWcXVZLJYyWyooqytP9LrcyZSj7hAEk9rTyBNVCcafft8+vjnbZRfYSCL1UL66lI6unsNffT8FEpWSSePUfrYR2hjgZOMP84mZZN6Yie+RYW1DtJvfpSSRRAgUd+7/kVHa5y057MF9N3OfNIZ9ZSz6VN66N4H6Z3vt1GZwUb6kv30/qPjKEkjnKpPkCg+41r6+xuf0uZDBVSjN5PFYqTynF309TuP0DV9EkktnWo/IKYbvbLBTLaD39Oc++6nFxavotxKI9mdNqop2ENfvHwnZcQGklD/e3lsL5q7aCuVVVRQRUU1GZ0+8vs8ZNFXU0VFRX0po50vXE5Sw3OTdBU98sZHtGrbISosrSa9yUIWk46KsrbS1wsfpmt7xZC8we/Dx79NRRUVVFFRSTW1JnJ6/eSxG6m6qvJkO/kbPqKbB8ac7Bsgp05X3U8/ZJVTRUUFVelt5Cei7OVzKVVsefwGxmfQTQ+/Tb/sOEZVBgtZLSaqOp5Jqz59jaYP70xKoeHvJRow9yuqMHuo7KPpNGrmC/T91qNUY7aRw1xDx377ih4Z342CWmpPDKDUPsNo8m3TaNrUqylF3lK/zrUIlDh4Bn1/2E6mta/RyMmz6T8/7aQirZkcdiOVZK6jd+dcQzGKU9eFptck+uDXQ1ReUUGVldVkcfvJ53aQQVd18hiXF+XQh/f0ODn+Q699kY4cL6WKikqq1hnI4fGTx26imgbnpWDrN3TX0IST50WmjqXnNzvJfHQtvfrU4/Tud1uoqNpAFquBjh9cR/+eP5V6xQc1ucYEUkd3pYlz3qAftx6miloTmcxmMugqKffAZLine truncated
     "</div>"
    ]
   },
@@ -251,7 +251,7 @@
    "source": [
     "### Creating workers in other machines\n",
     "\n",
-    "For large parallel computations, one typically needs to use different computers in parallel. Function `addprocs` also provides a low-level method to start workers in other machines. Next code example would create 3 workers in `server1` and 4 new workers in server `server2` (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details). \n",
+    "For large parallel computations, one typically needs to use different computers in parallel. Function `addprocs` also provides a low-level method to start workers in other machines. Next code example would create 3 workers in `server1` and 4 new workers in `server2` (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details). \n",
     "\n",
     "\n",
     "\n",
@@ -278,34 +278,6 @@
     "\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "6c09b2e5",
-   "metadata": {},
-   "source": [
-    "### Adding workers with ClusterManagers.jl\n",
-    "\n",
-    "Previous way of starting workers in other machines is very low-level. Happily, there is a Julia package called [ClusterManagers.jl](https://github.com/JuliaParallel/ClusterManagers.jl) that helps to create workers remotely in number of usual scenarios. For instance, when running the following code from the login node in a computer cluster, it will submit a job to the cluster queue allocating 128 threads. A worker will be generated for each one of these threads. If the compute node have 64 cores, 2 compute nodes will be used to create to contain the 128 workers (see below).\n",
-    "\n",
-    "\n",
-    "```julia\n",
-    "using Distributed\n",
-    "using ClusterManagers\n",
-    "addprocs(SlurmManager(128), partition=\"debug\", t=\"00:5:00\")\n",
-    "```\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7c470ed9",
-   "metadata": {},
-   "source": [
-    "\n",
-    " <div>\n",
-    "<img src=\"data:image/png;base64,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 truncated
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "8c8bc619",
@@ -514,7 +486,7 @@
    "id": "10899cd4",
    "metadata": {},
    "source": [
-    "### Another usefull macro: `@fetchfrom`\n",
+    "### Another useful macro: `@fetchfrom`\n",
     "\n",
     "Macro `@fetchfrom` is the blocking version of `@spawnat`. It blocks and returns the corresponding result instead of a `Future` object. "
    ]
@@ -552,7 +524,7 @@
    "source": [
     "### Explicit data movement in `remotecall` / `fetch`\n",
     "\n",
-    "When usig `remotecall` we send to the remote process a function and its arguments. In this example, we send function name `+` and matrices `a` and `b` to proc 4. When fetching the result we receive a copy of the matrix from proc 4."
+    "When using `remotecall` we send to the remote process a function and its arguments. In this example, we send function name `+` and matrices `a` and `b` to proc 4. When fetching the result we receive a copy of the matrix from proc 4."
    ]
   },
   {
@@ -1428,7 +1400,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g5148-2.png\"  align=\"left\" width=\"320\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1445,15 +1417,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.5",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.5"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/julia_distributed/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_distributed.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_distributed_src/" style="width:100%"></iframe>
+<script>
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+    iFrameResize({log:true}, myIframe);	
+});
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dev/julia_intro/index.html

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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_intro/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_intro/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_intro/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><Line truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_intro.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_intro_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/julia_jacobi/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobileLine truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_jacobi.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_jacobi_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/julia_mpi.ipynb

@@ -167,7 +167,7 @@
     "```julia\n",
     "using MPI\n",
     "MPI.Init()\n",
-    "# Your MPI programm here\n",
+    "# Your MPI program here\n",
     "MPI.Finalize() # Optional\n",
     "```\n",
     "\n",
@@ -176,7 +176,7 @@
     "```julia\n",
     "using MPI\n",
     "MPI.Init(finalize_atexit=false)\n",
-    "# Your MPI programm here\n",
+    "# Your MPI program here\n",
     "MPI.Finalize() # Mandatory\n",
     "```\n",
     "\n",
@@ -186,7 +186,7 @@
     "#include <mpi.h>\n",
     "int main(int argc, char** argv) {\n",
     "    MPI_Init(NULL, NULL);\n",
-    "    /* Your MPI Programm here */\n",
+    "    /* Your MPI Program here */\n",
     "    MPI_Finalize();\n",
     "}\n",
     "```\n",
@@ -467,7 +467,7 @@
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig23.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -612,7 +612,7 @@
    "id": "4b455f98",
    "metadata": {},
    "source": [
-    "So, the full MPI program needs to be in the source file passed to Julia or the quote block. In practice, long MPI programms are written as Julia packages using several files, which are then loaded by each MPI process. For our simple example, we just need to include the definition of `foo` inside the quote block."
+    "So, the full MPI program needs to be in the source file passed to Julia or the quote block. In practice, long MPI programs are written as Julia packages using several files, which are then loaded by each MPI process. For our simple example, we just need to include the definition of `foo` inside the quote block."
    ]
   },
   {
@@ -666,7 +666,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig_p2p.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -920,7 +920,7 @@
     "        source = MPI.ANY_SOURCE\n",
     "        tag = MPI.ANY_TAG\n",
     "        status = MPI.Probe(comm,MPI.Status; source, tag)\n",
-    "        count = MPI.Get_count(status,Int) # Get incomming message length\n",
+    "        count = MPI.Get_count(status,Int) # Get incoming message length\n",
     "        println(\"I am about to receive $count integers.\")\n",
     "        rcvbuf = zeros(Int,count) # Allocate        \n",
     "        MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
@@ -973,7 +973,7 @@
     "    if rank == 3\n",
     "        rcvbuf = zeros(Int,5)\n",
     "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=2, tag=0)\n",
-    "        # recvbuf will have the incomming message fore sure. Recv! has returned.\n",
+    "        # recvbuf will have the incoming message fore sure. Recv! has returned.\n",
     "        @show rcvbuf\n",
     "    end\n",
     "end\n",
@@ -1573,7 +1573,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g5148.png\"  align=\"left\" width=\"320\"/>\n",
+    "<img 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truncated
     "</div>"
    ]
   },
@@ -1590,15 +1590,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/julia_mpi/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>MPI (point-to-point) · XM_40017</title><meta name="title" content="MPI (point-to-point) · XM_40017"/><meta property="og:title" content="MPI (point-to-point) · XM_40017"/><meta property="twitter:title" content="MPI (point-to-point) · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_mpi/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_mpi/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_mpi/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" 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href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li class="is-active"><a class="tocitem" href>MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_mpi.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_mpi_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix-matrix multiplication</a><a class="docs-footer-nextpage" href="../mpi_collectives/">MPI (collectives) »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/julia_tutorial/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_tutorial/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_tutorial/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_tutorial/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_tutorial.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_tutorial_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/matrix_matrix.ipynb

@@ -293,7 +293,7 @@
     "## Where can we exploit parallelism?\n",
     "\n",
     "\n",
-    "The matrix-matrix multiplication is an example of [embarrassingly parallel algorithm](https://en.wikipedia.org/wiki/Embarrassingly_parallel). An embarrassingly parallel (also known as trivially parallel) algorithm is an algorithm that can be split in parallel tasks with no (or very few) dependences between them. Such algorithms are typically easy to parallelize.\n",
+    "The matrix-matrix multiplication is an example of [embarrassingly parallel algorithm](https://en.wikipedia.org/wiki/Embarrassingly_parallel). An embarrassingly parallel (also known as trivially parallel) algorithm is an algorithm that can be split in parallel tasks with no (or very few) dependencies between them. Such algorithms are typically easy to parallelize.\n",
     "\n",
     "Which parts of an algorithm are completely independent and thus trivially parallel? To answer this question, it is useful to inspect the for loops, which are potential sources of parallelism. If the iterations are independent of each other, then they are trivial to parallelize. An easy check to find out if the iterations are dependent or not is to change their order (for instance changing `for j in 1:n` by `for j in n:-1:1`, i.e. doing the loop in reverse). If the result changes, then the iterations are not independent.\n",
     "\n",
@@ -314,7 +314,7 @@
     "Note that:\n",
     "\n",
     "- Loops over `i` and `j` are trivially parallel.\n",
-    "- The loop over `k` is not trivially parallel. The accumulation into the reduction variable `Cij` introduces extra dependences. In addition, remember that the addition of floating point numbers is not strictly associative due to rounding errors. Thus, the result of this loop may change with the loop order when using floating point numbers. In any case, this loop can also be parallelized, but it requires a parallel *fold* or a parallel *reduction*.\n",
+    "- The loop over `k` is not trivially parallel. The accumulation into the reduction variable `Cij` introduces extra dependencies. In addition, remember that the addition of floating point numbers is not strictly associative due to rounding errors. Thus, the result of this loop may change with the loop order when using floating point numbers. In any case, this loop can also be parallelized, but it requires a parallel *fold* or a parallel *reduction*.\n",
     "\n"
    ]
   },
@@ -1138,15 +1138,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/matrix_matrix/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Matrix-matrix multiplication · XM_40017</title><meta name="title" content="Matrix-matrix multiplication · XM_40017"/><meta property="og:title" content="Matrix-matrix multiplication · XM_40017"/><meta property="twitter:title" content="Matrix-matrix multiplication · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/matrix_matrix.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../matrix_matrix_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Distributed computing in Julia</a><a class="docs-footer-nextpage" href="../julia_mpi/">MPI (point-to-point) »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/mpi_collectives.ipynb

@@ -352,7 +352,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g13884.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -596,7 +596,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g13389.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -671,7 +671,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g1657.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -771,9 +771,11 @@
     "    rank = MPI.Comm_rank(comm)\n",
     "    if rank == 2\n",
     "        sndbuf = [2]\n",
-    "        MPI.Send(sndbuf, comm2; dest=3, tag=0)\n",
+    "        req1 = MPI.Isend(sndbuf, comm2; dest=3, tag=0)\n",
     "        sndbuf = [1]\n",
-    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "        req2 = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Wait(req2)\n",
+    "        MPI.Wait(req1)\n",
     "    end\n",
     "    if rank == 3\n",
     "        rcvbuf = zeros(Int,1)\n",
@@ -944,15 +946,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.11.6",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.11.6"
   }
  },
  "nbformat": 4,

dev/mpi_collectives/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>MPI (collectives) · XM_40017</title><meta name="title" content="MPI (collectives) · XM_40017"/><meta property="og:title" content="MPI (collectives) · XM_40017"/><meta property="twitter:title" content="MPI (collectives) · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/mpi_collectives/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/mpi_collectives/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/mpi_collectives/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/mpi_collectives.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../mpi_collectives_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_mpi/">« MPI (point-to-point)</a><a class="docs-footer-nextpage" href="../jacobi_method/">Jacobi method »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/mpi_tutorial.ipynb

@@ -270,7 +270,7 @@
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig23.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -365,7 +365,7 @@
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:g1340.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -474,7 +474,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g13884.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -520,7 +520,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g13389.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img 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truncated
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@@ -569,7 +569,7 @@
    "metadata": {},
    "source": [
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-    "<img src=\"attachment:g1657.png\"  align=\"left\" width=\"350\"/>\n",
+    "<img 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truncated
     "</div>"
    ]
   },
@@ -872,7 +872,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/mpi_tutorial.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../mpi_tutorial_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/notebook-hello/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/notebook-hello/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/notebook-hello/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/notebook-hello/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-Line truncated
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/notebook-hello.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-hello_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/pdes.ipynb

@@ -93,7 +93,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g927.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -156,7 +156,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g1775.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -190,7 +190,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:g3373.png\" align=\"left\" width=\"400\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -215,7 +215,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g2421.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA1sAAANsCAYAAACtQ7IQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAA9hAAAPYQB1ayvdAAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13fFRV/v/x16T3hABJgFClt9AVEFgXu9J0vyoW1FXRdS2ru2vZ+tt1i6667rqWFdZVWQsqKmADGyKIoNJCgkgPJRBM72Uy8/vjgiQzd1LvJcnM+/l48NC5595zTzKZO/dzzzmfE4yIiIiIiLS1IOAOYA7wURu3RXx7EegKbGrrhoiIiIiISOO6Ah8C64DkNm6LNGwYsAd4HYhu47aIiIiIiEgDxgIHgXeAiDZuizRNF2Dz8X8KjkVERERE2qHpQDFGoBXWxm2R5kkEtgDbgZQ2bouIiIiIiNTxQ6ASSAdi2rgt0jK9ge8wAq6ENm6LiIiIiIgAQ4ECoBzo38Ztkda5AHAD7wHBbdwWEREREZGAFgfsxbhB/39t2xSxyDKM9/Mvbd0QEREREZFA9jTGjfkxILKN2yLWGAy4gBpgTBu3RUREREQkIP0A46bcDfytbZsiFluF8b5+hYYTioiIiIicchswbsjdwMA2botY6xpOvrc3nNjoaLPmiIiIiIgEjjOBNcf/fx/Qr5nH9wAuAS4F/gEsPb7dAcwCfowxnC0K+BZ4CXgeoyfNU1/gsiac832MbInTgXE+9sk5fh4r9ML4GX8EPACsPL496Pj26zB+xnDgG+B/wIsYAc4JIcDPm3CujcBHJttvwFhHy9NqYH0D9SUBRzHej+3AcI92iYiIiIiITd7kZM/Hc008pg9G4LCOk8MP3cCVx8t7AB/U2e75712MwMRTZ2AG8F8fx20E5gLdj+8/DLgHKKqzzyHgd8DUJv4svpx2vO4NHj/jnOPlvYFPG/gZ3wBC69QXhBGQfuZj/0XA5cAgH+2ZCPwMKKxzzL9oWtbIHXWOuaAJ+4uIiIiISCt1BpycvBGf34RjLgcygGy8A4YrgfEYvUoVGD1Ar2H0Qnnu+6dGznOnyTG/8LHvF8fLVwLxTfgZGnMtsA2jR8izDXOAyUAuUAaswPgZM032/bVJ3SF12nvi37FmtO1lTgZnTfVsnXO924zjRERERESkheZR/6Z/ejOODQc2exy/CCjF6CHr7LH/rR77lgCxjZxjsccxG/GebjQaI2DcgfWLMEdhDL2r24bnMNYhewboVGdfB0ZvX9198zHP7Hiex361mA8R9OQA9h8/ZkQzfo776pyrCmsCUhERERERacBC6t/0N3e+1p88jncCNzew/6ce+89pYF+ABOCwxzFX1ykPwwjAaoAJzWx7U/3d4/zVGHO0fFnvsf/5PvbzDFTvakJbJh/f98sm7FvXXI9zzQ5qZgUiIiIiItI8dZNLuICDzTw+z+P13zF6fHz5wOP1qEbqLwR+4rHtYU72zPw/jPWj/kzzA5Cm8vwZ/0rDiTc+9Hjt62f0TLF/J8YQw4bMPf7fhs5vJsvj9UQFWyIiIiIi9qqbXKEco4eoOZwer0sb2f+Qx+umDJ1bjjGc8IQUjIBnCkYCi69ofP5Xa9j1M74O7K3zujfwfw3UG4KRqbESeKWRNnj6zuP1CAVbIiIiIiL2SaT+HKeKU3DOfI/XZvOZzNxB/YDhFoxsf1UY8848A6K21NSf0YnRE1iXrwQgAOcAXYFlQEEz21Tu8bqfgi0REREREfvEebw+FcFWS32HMczuBAdG4HE/RmKMjuq/1M9EOAb4oY99WzqEELzf2yQFWyIiIiIi9onyeF3ZJq1oulcwhhTW1acN2mGlCuAJj21mvVtRwGyMZCGec8Kaep66ohVsiYiIiIjYx3N+VqjpXu3LrRjZAE+4AzijjdpilSepPw/sfGC4xz4zMNLkL8JIE99cLo/XDgVbIiIiIiL2KfN43dT5U23pAox07ycEYyzYG942zbFEPvCfOq9PrNdV14khhC+08Bye722Zgi0REREREfsco35iiYi2akgT9cNIKLEFOFpn+1Dgt23SIuv8nfo9jVcC3Y//fyJGkLkO+LaF9XsOGc1XsCUiIiIiYh8ncKDOa88b8vYkCCMxRCRwPXCbR/k9NL5mV3t2EHi5zusw4Pbj//+j46+fb0X9nj1b+xVsiYiIiIjYa1Od/w8DOrdVQxrxC4x1tR7B6Nl6A3izTnkoRma/xhYFbs8eBtx1Xt+CMU9rLkbq9ldbUbfnWl87FGyJiIiIiNjrC4/XfdqiEY0YCfwR2HX8vyf8lPprWo3G6OHqqDKBd+q8TgB+D0zFCCyLW1F3H4/XGxRsiYiIiIjY6x2P173bpBW+hQP/w+h1m0/9FOZH8U4k8TtgSBPqDcPI+NfPgjZa6S8er3/OySGUrdGnzv+7gVUKtkRERERE7LUT2Fzn9dBmHt/cYXvRHq8djez/R4yerf8An5qUPw+srPM6HCM7YUOxxFhgD7Dt+H9XczIZhRm7f8a61lP/5wHIAlY1sw2eBtX5/83AQQVbIiIiIiL2+2ed/z+zmccmerwOM93rpK4erxMa2HcaRs9OLnBvA/vdTP11qiY2sv8/gdQ6r6diJKfwFRS19meMb2R/T3/0eP0C3utkNdeUOv//dCvrEhERERGRJgoHsjGGlxVjrF3VVGuPH3fin2evjKePPPY/iPkaWT3rtOm+JrTjRY96qzHSpZs55rHviX/n+Nh/k8d+Sxtpy+ce+++m+b1j644f66L1Qx171GlLDu0/xb+IiIiIiF/5JSdvyM9tZN8EYA7GED6zoOV14P84OU8o5vj+i3zs/xlGxr3uGIHFzRgp6U+U/w+YjnmQkARcBGw3qbcKeAiY5HHM6z7a8as6+yQCl2L0eJnt+9Lx8p7H9487/nqxj/0/Ai4HUkx+BjN/OH7cp03cvyE/qdOO79cja87YRhERERERabkwjB6cYcBrGIGBL8OAa5pQ5zpgOUbQdUsT9l8BdAJO91H+d4xeqbomArMaqbcaI3HGCQnA/cePLQd6YSTVuBf42/F9RgFXNKHNq4H3gQHADU3YfznG76UxLwJXAddhDCNsjU0YmRr3AiMwfmYRERERETmFJgO1QCUne2wCwbU0rUfvVAkBDgOFeCfbaK4pnByO+MNW1iUiIiIiIq3wICeHyQWK5zDmjoW2dUOOm4PxHvy9lfUEAxuP1/XPRvYVERERERGbBQPvYfSE+EoY4U8mAE6M4XrtxccYbWptYoyfYwRab9O8pCciIiIiImKTeGAr8B3tb5FjKw3GyM73RFs3pI5zMAKkt1pZz1lADcb8sNYORRQREREREQt1xkiskEnTM+h1JOcDeRiLJbdFYj6zdPcJGEks3BhrjLXUOCAfI+GIAi0RERERkXYoESP1+Df4V8KMMGAHcH0bnf/vGL1OlRhp7+8EZnJyPa/lrah7ElAAPEPjiy+LiIiIiEgbCgWeBI4AZ7RxW6zUVnOY0jBfh+vEv2JaPlfrCoyhn/Na30wRERERETlVLqZ9JZHoqIbiO9CqpeH1zRrzG1qfVENERERERKRDcmCk1fcMtEowFjE+pQ0RERERERHxJw7gEuBsIA5jTtzzwKE2bJOIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIW3K0dQMEgEjgXGA00O34v1jg6PF/B4GPga1t1cAA4QDGAWcBPTDeh65AMXAY4734CvgEqGqjNgaKVOBC4DROfiZqMd6Dw8Bu4F3gWFs1MEBEAecBaUB3jPchBjgC5AAHMK5N6W3VwADhAMZjXJtOvA8nrk2HMN6LDcAqoLqN2hgoemJcm/px8trkxHgPDnHy2vRdWzUwQEQD5wMj8L42HcW4Nn0EZLRVAwNEEDAB+AHGe9Ad6AIUcfK+aT2wmgC+NinYsse46OjoBxwOR3BDO9XU1HR1Op3da2trOwMN7gvgcDgqQkJCvgsLC8tyOByVlrU2wLlcrqiamppeTqezq9vtjmjCIc7g4OC8sLCwQ8HBwfm2NzBwBFdXV/d0Op3JLpcrrgn7u4OCgopCQkKOhoWFHQZcdjcwUNTU1CTVuTYFNbb/8WvTsbCwsAOBeG1yuVxRtYQOCgoOsfQ71eWqDXZWV0S4nDVhbrer0fcBh8MdHBxaExwWURkcHFpjZVsCmtvtqKmujHA5q8NcLmdIUw4JCg6pCQ4Jrw4Jiwi4z4OdnDXVYbXOynCX0xkK7kY/b46goNrgkLDqkLDISocjqNXfEc6aqtrwED34rq2tjampqelZW1vb1e12hze2v8PhcAYFBeUev28qaEL91RUVFdcCeZY0uI0p2LLHzL59+748a9asaLPCo0ePsnbtWg4dOtSiyoODgxk6dCgTJ04kKiqqVQ0NZBUVFWzcuJHNmzdTW1vbojp69erFmWeeSVJSksWtCxwul4vMzEzWr19PWVlZi+qIjY1lwoQJDB8+HIdDl7WWOnLkCGvXruXw4cMtOv7EtWnSpElERkZa3Lr26+jRo6z8bAsjLvuXJfXVVBRxYMNLZKcvx+1q2bWpU68x9D3zJmKS+lvSpkDkdjk5mrmSrPWLqC5r2XO18Ngkek24kpThF+BwNB4vi7niI9vZt2YhRdkt66hyBIfQfcQMek+cR0h4TIvb8fmTF3H7T29t8fEdXWlpKRs2bCAzMxOXq2Wxa69evZgyZQpdu3b1uc/ChQvLy8rKBmH0Fnd4uiuxx8y0tLRFt956a3zdjS6XiyVLlvDxxx9bcpKYmBhuvvlmBg4caEl9gSQ9PZ1nn32WysrWP3R0OBxcfPHFXHTRRbrRb6aCggKefPJJDh48aEl9AwcO5OabbyYmpuVfpoHI5XLx2muvsWrVKkvqi42N5ZZbbqF//8C40d+3bx+L3vqMyXd/3Line truncated
     "</div>\n"
    ]
   },
@@ -373,7 +373,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:g2632.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -506,7 +506,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:Screenshot%20from%202023-10-12%2010-18-37.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1117,7 +1117,7 @@
    "source": [
     "Fig. from DOI: [10.1177/1094342015593158](https://journals.sagepub.com/doi/10.1177/1094342015593158)\n",
     "<div>\n",
-    "<img src=\"attachment:Screenshot%20from%202023-10-12%2014-39-49.png\" align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1209,7 +1209,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:d1.png\" align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1233,7 +1233,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-pdes-dot-product.png\" align=\"left\" width=\"550\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1284,7 +1284,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:data-partition.png\" align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -1334,7 +1334,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:spmvp.png\" align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1364,7 +1364,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:g4581.png\" align=\"left\" width=\"500\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1397,7 +1397,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-pdes-2d-partition.png\" align=\"left\" width=\"400\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -1446,7 +1446,7 @@
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:g2632.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },
@@ -1471,7 +1471,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g1133.png\" align=\"left\" width=\"500\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABb0AAANGCAYAAADZPSM1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13eJzlne//9zNFM9Koy5KsYrn3ggvgQseGgAMhBXazm4Tf7p4TrrMnm2WTK233tyVbfrtke7LlbHI2jWySDYEAoYRiwBg3jHvvltV7G2n6zP374x7HtIAxkh6Vz+u65npsWXqej0YjkD5zz/f2IjK2fR74C8ABzgIJd+OIiIiIiIiIiIiIiFy+RwCTvUWA/wbuAgJuhhIRERERERERERERuRwtQDvwV8AZLhbgvcC3gQ2A17V0IiIiIiIiIiIiIiKXaBa24H7kdW9bDDyALcMvFOBdwDeBa7FjUERERERERERERERExpxPYkvtL7zNv3mwJffXgQ4uFuDns2+7dpQyioiIiIiIiIiIiIhckn/DFtnXvMv7BYA7gQeBMBcL8CPAV4G5IxdRREREREREREREROTS7ANiQPA9fEwutgB/CIjzxgL8y0DVMGcUEREREREREREREXlXISAJbH8f5ygB7gWeyJ7LAGlgK3A/MOV9ZhQRERERERERERERuSTrsSX1PwzT+WqwRfdWIJM9dwxbiN8L5A/TdURERERERERERERE3uJPsMX03SNw7unYAnwvF8efRLAF+D1AzghcU0REREREREREREQmsaexZXTNCF9nMXazy9NcLMB7sJti3gn4Rvj6IiIiIiIiIiIiIjLBOUA3cG6Ur7sK+DrQysUCvCn7tmuzuURERERERERERERE3pNF2ML5Ry5d34stub8J9HOxAK8HHgAWuJRLRERERERERERERMah/4ktmT/rdhAgiB1z8iAwyMUC/Ah2LMps15KJiIiIiIiIiIiIyLjwbWyxvMrtIG+Sh93o8gkgwcUCfDd2Y8xK96KJiIiIiIiIiIiIyFh1DLuqeixvIlkK3As8D2Sw5XcK2ArcBxS6F01ERERERERERERExooSIA286HaQ96AWu9J7KxdXf0exK8LvBULuRRMRERERERERERERN30QWxr/f24HuUwLsbO+T3CxAO/DzgS/E/C7lkxERERERERERERERt1fYYviO9wOMgwWYwvws1wswLuxBfgGwHEtmYiIiIiIiIiIiIiMihexM7KnuB1kGHmAa4GvA+1cLMAbsm+71r1oIiIiIiIiIiIiIjJSvEAYu5HlROXFrvJ+EBjgYgF+BLsqfJ5ryURERERERERERERkWK3EFsDfcTvIKAli53w/BMR5YwH+ZaDavWgiIiIiIiIiIiIi8n79Hrb0/bTbQVxQDNwLPAEksfdDGtgK3A+UuxdNRERERERERERERC7HD7Fl72K3g7isDLgPW3hnsPdJCngeW4wXuBdNRERERERERERERC7VWaAXu/GjWHXYld57uDj+JIJdEX4PkONeNBERERERERERERH5VSqxhe4v3A4yhi3GbnZ5iosFeC92U8w7AZ9ryURERERERERERETkDT6GLXH/1O0g48Qq4OtAKxcL8Obs264FHPeiiYiIiIiIiIiIiMjfY4vbDW4HGWc82JL760AnFwvw+uzbVriWTERERERERERERGQS247drLHQ7SDjWAA75uRBYJCLBfgR7FiU2a4lExEREREREREREZlEAkAU2Od2kAkkF7vR5RNAgosF+G7sxphT3YsmIiIiIiIiIiIiMrGtwxay/+52kAmqBLgXeB5IY+/rFLAVuA+trhcREREREREREREZVl/AFrGfcjvIJFCLXem9lYurv2PYFeH3AiH3oomIiIiIiIiIiIhMDI9gy1fNnB5dM4AvA8e5WIAPAQ9hZ4P73/8lTAGY3wbzKJhjYPrAtIB5Dczfgrn6/V9DREREREREREREZGxpAtrdDjHJLcZudnmWiwV4N3ZTzA2A895OZxwwnwHTAca8y+1pMPOH9bMRERERERERERERcclMbMH6qNtBBAAPcC3wdewTERcK8Mbs265991OYXDA/uYSy+/W3PjC3j9ynJSIiIiIiIiIiIjI6PoEtVb/kdhB5Cy92lfeDwAAXC/Cj2FXhb7M62ziXUXhfuCXA3Dhan5yIiIiIiIiIiIjISPhXbJF6CSuIxUVB7JzvB7Fzvy8U4EewBfhM+27mi5dZeF+4tYMpceUzFBERERERERERERkGe4AEkOt2ELlkxcC9wBNAElt+p6HqVYhF32fpbewGlyIiIiIiIiIiIiLjTwhbmu5wO4hctjLgPmArfCEzDIW3ATMAJuD2JyYiIiIiIiIiIiLyXt2MXSX8j24HkeEQeXWYSm+jTS1FRERERERERORyedwOIJPamuxxp6spZJjkLhzGk10xjOcSEREREREREZFJRKW3uGld9rjd1RQyDEweUDCMJ6waxnOJiIiIiIiIiMgk4rgdQCYtB+gEhoDpLmeR9834gRjD9kTaNwbh/p3AMeBo9ngE6Bqe84uIiIiIiIiIyETlczuATFoLsJsgPu92EBkOThJMF1AxPOdriwPrgQ1v+ode4Cy2CD/yuuM57Hx4ERERERERERGZ5FR6i1sujDbZ4WoKGU5bgY8Oz6n++gPwN6eBOcBiYBEwK/vnFcCqN33AAHCKtxbix4H08GQSEREREREREZHxQKW3uGVt9qh53hNDDvzzEPzBcJzrPLAXu3J7T/b2pmsxF1uEL37dcTlvLcMTwGlsCf76QvwIdhyLiIiIiIiIiIhMMJrpLW45AswEioCky1nk8jnA3cAD4JsFR9Iwz/s+z/lpcP7zMj7OD0zjjUX4ouwt903vmwQaeeuYlGNA5PJii4iIiIiIiIiIyGRVjB05sdnlHPL+rAW2YVdkJ4BvwoGPg0mDMZd52wlmuF+B4sOORtkA3G9zshUIZ7O/+daCnTX/deA+4FqgYJgziYiIiIiIiIiIyASyEVsu/rXbQeSyzAce4mJJ/AR29naW+dLlFd6D3WCqR/lzqeaNZfjzQDvvXIZ/M/v+G4DKUc4rIiIiIiIiIiIiY9BfYkvEO90OIu9JGXb1cxL79XsVuO7t39V8Gkz80gvvAymYEcXO5R4LSrArvO/Dfs7PA2d4+zK8B7ty/JvAl7GP61lofJSIiIiIiIiIiMiksQnIAOVuB5FLkoctc/uwJW89cC/vWuqaxZB6CjLvVHh3gvkclH0ye+6T2DnvY1UJdrPMe4EHsKvcz2Afz28uw3uB3cCDvLEM94x6ahERERERERERERkxXmAAOO52EHlXHuAe4By2xO3GlreB93COjTDNwD+9BOZfwDwC5kEwfwPmFjA5r3vfb2Sv8xjjb5V0IbYMvwf4Knb8yxEgxVvL8Fj23x7Kvu892E033+8GoCIiIiIiIiIiIuKCFdji77tuB5F3tB7Yi/1axbEjPoov4zzfzJ7jpkt4Xz/wSvb9P38Z1xqLcrCF9j3YJwwexK7+jvLWMjyBXTX+BHYV+b3YIj131FOLiIiIiIiIiIjIJfsMtuC7z+0g8rYWcnGTykz2z7Mu81we7OaP3YDvEj+mFujAzg3/FfPCJwQ/9n69kzeW4YO8tQxP8sYy/D7svPHQqKcWERERERERERGRt/gvbJG3xO0g8gbV2FXZF8ZxbAfWvc9zrs2e68H3+HE3ZXO0ZnNNNtXABuB+7NdkK3Yk0NttotmC3WTz69gyfAOalS8iIiIiIiIiIjKqzgD9aDO/sSKEXWl8oVQ9jh3FMRweyJ7zY5fxsX+c/diXuPRV4hNdCXaF933Ykvt57BMDb1eG92DL8m9iy/MNQNXoRxYREREREREREZnYKrGF3DNuBxE82JnRLdivSRe2/M55pw96j45hN20suIyPdYBHsdkeGMZME9Hry/AHsGNQzmDH07xdGb4bu/r+y9jxKrMYfxuHioiIiIiIiIiIjAkfxRZvf+Z2kEluA3AA+7UYwhalRcN8jbnZ8z/xPs5RwsXy9qPDEWqSKcZuhHkv9mv8EHAESPPWMrwPW4Y/BHwVu9p/MXpFhoiIiIiIiIiIyDv6O2zBdovbQSapxcBT2K9BGltwzhiha30xe51Pv8/zXAFEsONXFrzfUAJAPnAlF8vwx4FTXJzn/vrbELAHO4v/f7kRVkREREREREREZCzbii1bh3tVsbyzGt64SeUmYMUIX/PC13rqMJzr09jcB4G8YTifvL0A9kmGXwf+HPukyGEgjr3/n3UvmoiIiIiIiIiIyNgTAKLYsRoyOvKxoyoi2NLyKMO3SeU7qcQW3tuH8Zzfxn4O/zWM55RLcw32vv+620FERERERERERETGkrXY4uz/uB1kEvBhNzVsw97nzdm/e0fp+hdWZn9pGM8ZxI7ZGI6RKfLe/A72fv9dt4OIiIiIiIiIiIiMJZ/HFmf3uh1kgtsAHMLe14PYmc0Fo5zhyez15w/zeacD3UAMO5NaRsfXsF/Pm90OIiIiIiIiIiIiMpb8FFuczXE7yAR1JbCZi5tUPghUuZAjhB1jc2yEzn8HkAHOA1NG6BryRo9hH1fVbgcREREREREREREZS5qATsBxO8gEMw27SWUaW0w+DyxzMc/Hsjn+ZgSv8TfZazwFeEbwOmIdB/rR966IiIiIiIiIiMgvzcCWlI+5nGMiKcGOLoli79vDwEZXE1kPYvOsGcFreIDnstf54xG8joAfSAC73A4iIiIiIiIiIiIylvwGtqD8sttBJgA/dlPKdux92sToblL5TrzY1fxtjPwK7Ars554GPjDC15rMFmAfZw+6HURERERERERE5FL53A4gk8La7HG7qynGvzuBf8TORR8C/hy7yWDUzVCvcz12zva3sHO3R1IHcDfwMvAjYBVQP8LXnIwWZI8nXE0hInKZjDFeoPAS390DFGX/nAYGsn8ecBwnPdzZRERERERk5Kj0lLine truncated
     "</div>"
    ]
   },
@@ -1507,7 +1507,7 @@
     "The picture shows a partition of a mesh into 8 parts (computed with [METIS](https://github.com/KarypisLab/METIS)).\n",
     "\n",
     "<div>\n",
-    "<img src=\"attachment:sc3.png\" align=\"left\" width=\"350\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>\n"
    ]
   },

dev/pdes/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/pdes/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/pdes.ipynb" download>here</a>.
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+var documenterSearchIndex = {"docs":
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Follow these steps before you continue reading the document.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Download and install Julia from julialang.org;\nFollow the specific instructions for your operating system: Windows, MacOS, or Linux\nDownload and install VSCode and its Julia extension;","category":"page"},{"location":"getting_started_with_julia/#The-Julia-REPL","page":"Getting started","title":"The Julia REPL","text":"","category":"section"},{"location":"getting_started_with_julia/#Starting-Julia","page":"Getting started","title":"Starting Julia","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File > Open Folder). 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Just as in other consoles, the string of text right before the input area (julia> in the case) is called the command prompt or simply the prompt.","category":"page"},{"location":"getting_started_with_julia/#Basic-usage","page":"Getting started","title":"Basic usage","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The usage of the REPL is as follows:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You write some input\npress enter\nyou get the output","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"For instance, try this","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> 1 + 1","category":"page"},{"location":Line truncated
+}

dev/siteinfo.js

@@ -0,0 +1,2 @@
+var DOCUMENTER_CURRENT_VERSION = "dev";
+var DOCUMENTER_IS_DEV_VERSION = true;

dev/solutions/index.html

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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
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+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/solutions.ipynb" download>here</a>.
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+        </ul>
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+<script>
+  document.addEventListener('DOMContentLoaded', function(){
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+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Solutions · XM_40017</title><meta name="title" content="Solutions · XM_40017"/><meta property="og:title" content="Solutions · XM_40017"/><meta property="twitter:title" content="Solutions · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/solutions_for_all_notebooks/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/solutions_for_all_notebooks/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/solutions_for_all_notebooks/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" 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href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li></ul></li><li class="is-active"><a class="tocitem" href>Solutions</a><ul class="internal"><li><a class="tocitem" href="#Julia-Basics"><span>Julia Basics</span></a></li><li><a class="tocitem" href="#Asynchronous-programming-in-Julia"><span>Asynchronous programming in Julia</span></a></li><li><a class="tocitem" href="#Distributed-computing-in-Julia"><span>Distributed computing in Julia</span></a></li><li><a class="tocitem" href="#Matrix-matrix-multiplication"><span>Matrix-matrix multiplication</span></a></li><li><a class="tocitem" href="#MPI-(Point-to-Line truncated
+    j = 1
+    m = a[j]
+    for (i,ai) in enumerate(a)
+        if m &lt; ai
+            m = ai
+            j = i
+        end
+    end
+    (m,j)
+end</code></pre><h3 id="Exercise-2"><a class="docs-heading-anchor" href="#Exercise-2">Exercise 2</a><a id="Exercise-2-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">ex2(f,g) = x -&gt; f(x) + g(x)</code></pre><h3 id="Exercise-3"><a class="docs-heading-anchor" href="#Exercise-3">Exercise 3</a><a id="Exercise-3-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">n = 1000
+x = LinRange(-1.7,0.7,n)
+y = LinRange(-1.2,1.2,n)
+values = zeros(n,n)
+for j in 1:n
+    for i in 1:n
+        values[i,j] = surprise(x[i],y[j])
+    end
+end
+using GLMakie
+heatmap(x,y,values)</code></pre><h2 id="Asynchronous-programming-in-Julia"><a class="docs-heading-anchor" href="#Asynchronous-programming-in-Julia">Asynchronous programming in Julia</a><a id="Asynchronous-programming-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Asynchronous-programming-in-Julia" title="Permalink"></a></h2><h2 id="Distributed-computing-in-Julia"><a class="docs-heading-anchor" href="#Distributed-computing-in-Julia">Distributed computing in Julia</a><a id="Distributed-computing-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-in-Julia" title="Permalink"></a></h2><h3 id="Exercise-1-2"><a class="docs-heading-anchor" href="#Exercise-1-2">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">f = () -&gt; Channel{Int}(1)
+worker_ids = workers()
+chnls = [ RemoteChannel(f,w) for w in worker_ids ]
+@sync for (iw,w) in enumerate(worker_ids)
+    @spawnat w begin
+        chnl_snd = chnls[iw]
+        if iw == 1
+            chnl_rcv = chnls[end]
+            msg = 2
+            println(&quot;msg = $msg&quot;)
+            put!(chnl_snd,msg)
+            msg = take!(chnl_rcv)
+            println(&quot;msg = $msg&quot;)
+        else
+           chnl_rcv = chnls[iw-1]
+           msg = take!(chnl_rcv)
+           msg += 1
+           println(&quot;msg = $msg&quot;)
+           put!(chnl_snd,msg)
+        end
+    end
+end</code></pre><p>This is another possible solution that does not use remote channels.</p><pre><code class="language-julia hljs">@everywhere function work(msg,iw,worker_ids)
+    println(&quot;msg = $msg&quot;)
+    if iw &lt; length(worker_ids)
+        inext = iw+1
+        next = worker_ids[iw+1]
+        @fetchfrom next work(msg+1,inext,worker_ids)
+    else
+        @fetchfrom worker_ids[1] println(&quot;msg = $msg&quot;)
+    end
+    return nothing
+end
+msg = 2
+iw = 1
+worker_ids = workers()
+@fetchfrom worker_ids[iw] work(msg,iw,worker_ids)</code></pre><h2 id="Matrix-matrix-multiplication"><a class="docs-heading-anchor" href="#Matrix-matrix-multiplication">Matrix-matrix multiplication</a><a id="Matrix-matrix-multiplication-1"></a><a class="docs-heading-anchor-permalink" href="#Matrix-matrix-multiplication" title="Permalink"></a></h2><h3 id="Exercise-1-3"><a class="docs-heading-anchor" href="#Exercise-1-3">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_dist_3!(C,A,B)
+    m = size(C,1)
+    n = size(C,2)
+    l = size(A,2)
+    @assert size(A,1) == m
+    @assert size(B,2) == n
+    @assert size(B,1) == l
+    @assert mod(m,nworkers()) == 0
+    nrows_w = div(m,nworkers())
+    @sync for (iw,w) in enumerate(workers())
+        lb = 1 + (iw-1)*nrows_w
+        ub = iw*nrows_w
+        A_w = A[lb:ub,:]
+        ftr = @spawnat w begin
+             C_w = similar(A_w)
+             matmul_seq!(C_w,A_w,B)
+             C_w
+        end
+        @async C[lb:ub,:] = fetch(ftr)
+    end
+    C
+end
+
+@everywhere function matmul_seq!(C,A,B)
+    m = size(C,1)
+    n = size(C,2)
+    l = size(A,2)
+    @assert size(A,1) == m
+    @assert size(B,2) == n
+    @assert size(B,1) == l
+    z = zero(eltype(C))
+    for j in 1:n
+        for i in 1:m
+            Cij = z
+            for k in 1:l
+                @inbounds Cij = Cij + A[i,k]*B[k,j]
+            end
+            C[i,j] = Cij
+        end
+    end
+    C
+end</code></pre><h2 id="MPI-(Point-to-point)"><a class="docs-heading-anchor" href="#MPI-(Point-to-point)">MPI (Point-to-point)</a><a id="MPI-(Point-to-point)-1"></a><a class="docs-heading-anchor-permalink" href="#MPI-(Point-to-point)" title="Permalink"></a></h2><h3 id="Exercise-1-4"><a class="docs-heading-anchor" href="#Exercise-1-4">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-4" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_mpi_3!(C,A,B)
+    comm = MPI.COMM_WORLD
+    rank = MPI.Comm_rank(comm)
+    P = MPI.Comm_size(comm)
+    if  rank == 0
+        N = size(A,1)
+        myB = B
+        for dest in 1:(P-1)
+            MPI.Send(B,comm;dest)
+        end
+    else
+        source = 0
+        status = MPI.Probe(comm,MPI.Status;source)
+        count = MPI.Get_count(status,eltype(B))
+        N = Int(sqrt(count))
+        myB = zeros(N,N)
+        MPI.Recv!(myB,comm;source)
+    end
+    L = div(N,P)
+    myA = zeros(L,N)
+    if  rank == 0
+        lb = L*rank+1
+        ub = L*(rank+1)
+        myA[:,:] = view(A,lb:ub,:)
+        for dest in 1:(P-1)
+            lb = L*dest+1
+            ub = L*(dest+1)
+            MPI.Send(view(A,lb:ub,:),comm;dest)
+        end
+    else
+        source = 0
+        MPI.Recv!(myA,comm;source)
+    end
+    myC = myA*myB
+    if rank == 0
+        lb = L*rank+1
+        ub = L*(rank+1)
+        C[lb:ub,:] = myC
+        for source in 1:(P-1)
+            lb = L*source+1
+            ub = L*(source+1)
+            MPI.Recv!(view(C,lb:ub,:),comm;source)
+        end
+    else
+        dest = 0
+        MPI.Send(myC,comm;dest)
+    end
+    C
+end</code></pre><h3 id="Exercise-2-2"><a class="docs-heading-anchor" href="#Exercise-2-2">Exercise 2</a><a class="docs-heading-anchor-permalink" href="#Exercise-2-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">using MPI
+MPI.Init()
+comm = MPI.COMM_WORLD
+rank = MPI.Comm_rank(comm)
+nranks = MPI.Comm_size(comm)
+buffer = Ref(0)
+if rank == 0
+    msg = 2
+    buffer[] = msg
+    println(&quot;msg = $(buffer[])&quot;)
+    MPI.Send(buffer,comm;dest=rank+1,tag=0)
+    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)
+    println(&quot;msg = $(buffer[])&quot;)
+else
+    dest = if (rank != nranks-1)
+        rank+1
+    else
+        0
+    end
+    MPI.Recv!(buffer,comm;source=rank-1,tag=0)
+    buffer[] += 1
+    println(&quot;msg = $(buffer[])&quot;)
+    MPI.Send(buffer,comm;dest,tag=0)
+end</code></pre><h2 id="MPI-(collectives)"><a class="docs-heading-anchor" href="#MPI-(collectives)">MPI (collectives)</a><a id="MPI-(collectives)-1"></a><a class="docs-heading-anchor-permalink" href="#MPI-(collectives)" title="Permalink"></a></h2><h3 id="Exercise-1-5"><a class="docs-heading-anchor" href="#Exercise-1-5">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-5" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_mpi_3!(C,A,B)
+    comm = MPI.COMM_WORLD
+    rank = MPI.Comm_rank(comm)
+    P = MPI.Comm_size(comm)
+    root = 0
+    if  rank == root
+        N = size(A,1)
+        Nref = Ref(N)
+    else
+        Nref = Ref(0)
+    end
+    MPI.Bcast!(Nref,comm;root)
+    N = Nref[]
+    if  rank == root
+        myB = B
+    else
+        myB = zeros(N,N)
+    end
+    MPI.Bcast!(myB,comm;root)
+    L = div(N,P)
+    # Tricky part
+    # Julia works &quot;col major&quot;
+    myAt = zeros(N,L)
+    At = collect(transpose(A))
+    MPI.Scatter!(At,myAt,comm;root)
+    myCt = transpose(myB)*myAt
+    Ct = similar(C)
+    MPI.Gather!(myCt,Ct,comm;root)
+    C .= transpose(Ct)
+    C
+end</code></pre><p>This other solution uses a column partition instead of a row partition. It is more natural to work with column partitions in Julia if possible since matrices are in &quot;col major&quot; format. Note that we do not need all the auxiliary transposes anymore.</p><pre><code class="language-julia hljs">function matmul_mpi_3!(C,A,B)
+    comm = MPI.COMM_WORLD
+    rank = MPI.Comm_rank(comm)
+    P = MPI.Comm_size(comm)
+    root = 0
+    if  rank == root
+        N = size(A,1)
+        Nref = Ref(N)
+    else
+        Nref = Ref(0)
+    end
+    MPI.Bcast!(Nref,comm;root)
+    N = Nref[]
+    if  rank == root
+        myA = A
+    else
+        myA = zeros(N,N)
+    end
+    MPI.Bcast!(myA,comm;root)
+    L = div(N,P)
+    myB = zeros(N,L)
+    MPI.Scatter!(B,myB,comm;root)
+    myC = myA*myB
+    MPI.Gather!(myC,C,comm;root)
+    C
+end</code></pre><h2 id="Jacobi-method"><a class="docs-heading-anchor" href="#Jacobi-method">Jacobi method</a><a id="Jacobi-method-1"></a><a class="docs-heading-anchor-permalink" href="#Jacobi-method" title="Permalink"></a></h2><h3 id="Exercise-1-6"><a class="docs-heading-anchor" href="#Exercise-1-6">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-6" title="Permalink"></a></h3><pre><code class="language-julia hljs">function jacobi_mpi(n,niters)
+    u, u_new = init(n,comm)
+    load = length(u)-2
+    rank = MPI.Comm_rank(comm)
+    nranks = MPI.Comm_size(comm)
+    nreqs = 2*((rank != 0) + (rank != (nranks-1)))
+    reqs = MPI.MultiRequest(nreqs)
+    for t in 1:niters
+        ireq = 0
+        if rank != 0
+            neig_rank = rank-1
+            u_snd = view(u,2:2)
+            u_rcv = view(u,1:1)
+            dest = neig_rank
+            source = neig_rank
+            ireq += 1
+            MPI.Isend(u_snd,comm,reqs[ireq];dest)
+            ireq += 1
+            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
+        end
+        if rank != (nranks-1)
+            neig_rank = rank+1
+            u_snd = view(u,(load+1):(load+1))
+            u_rcv = view(u,(load+2):(load+2))
+            dest = neig_rank
+            source = neig_rank
+            ireq += 1
+            MPI.Isend(u_snd,comm,reqs[ireq];dest)
+            ireq += 1
+            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
+        end
+        # Upload interior cells
+        for i in 3:load
+            u_new[i] = 0.5*(u[i-1]+u[i+1])
+        end
+        # Wait for the communications to finish
+        MPI.Waitall(reqs)
+        # Update boundaries
+        for i in (2,load+1)
+            u_new[i] = 0.5*(u[i-1]+u[i+1])
+        end
+        u, u_new = u_new, u
+    end
+    return u
+end</code></pre><h3 id="Exercise-2-3"><a class="docs-heading-anchor" href="#Exercise-2-3">Exercise 2</a><a class="docs-heading-anchor-permalink" href="#Exercise-2-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">function jacobi_mpi(n,niters,tol,comm) # new tol arg
+    u, u_new = init(n,comm)
+    load = length(u)-2
+    rank = MPI.Comm_rank(comm)
+    nranks = MPI.Comm_size(comm)
+    nreqs = 2*((rank != 0) + (rank != (nranks-1)))
+    reqs = MPI.MultiRequest(nreqs)
+    for t in 1:niters
+        ireq = 0
+        if rank != 0
+            neig_rank = rank-1
+            u_snd = view(u,2:2)
+            u_rcv = view(u,1:1)
+            dest = neig_rank
+            source = neig_rank
+            ireq += 1
+            MPI.Isend(u_snd,comm,reqs[ireq];dest)
+            ireq += 1
+            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
+        end
+        if rank != (nranks-1)
+            neig_rank = rank+1
+            u_snd = view(u,(load+1):(load+1))
+            u_rcv = view(u,(load+2):(load+2))
+            dest = neig_rank
+            source = neig_rank
+            ireq += 1
+            MPI.Isend(u_snd,comm,reqs[ireq];dest)
+            ireq += 1
+            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
+        end
+        MPI.Waitall(reqs)
+        # Compute the max diff in the current
+        # rank while doing the local update
+        mydiff = 0.0
+        for i in 2:load+1
+            u_new[i] = 0.5*(u[i-1]+u[i+1])
+            diff_i = abs(u_new[i] - u[i])
+            mydiff = max(mydiff,diff_i)
+        end
+        # Now we need to find the global diff
+        diff_ref = Ref(mydiff)
+        MPI.Allreduce!(diff_ref,max,comm)
+        diff = diff_ref[]
+        # If global diff below tol, stop!
+        if diff &lt; tol
+            return u_new
+        end
+        u, u_new = u_new, u
+    end
+    return u
+end</code></pre><h2 id="All-pairs-of-shortest-paths"><a class="docs-heading-anchor" href="#All-pairs-of-shortest-paths">All pairs of shortest paths</a><a id="All-pairs-of-shortest-paths-1"></a><a class="docs-heading-anchor-permalink" href="#All-pairs-of-shortest-paths" title="Permalink"></a></h2><h3 id="Exercise-1-7"><a class="docs-heading-anchor" href="#Exercise-1-7">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-7" title="Permalink"></a></h3><pre><code class="language-julia hljs">function floyd_iterations!(myC,comm)
+    L = size(myC,1)
+    N = size(myC,2)
+    rank = MPI.Comm_rank(comm)
+    P = MPI.Comm_size(comm)
+    lb = L*rank+1
+    ub = L*(rank+1)
+    C_k = similar(myC,N)
+    for k in 1:N
+        if (lb&lt;=k) &amp;&amp; (k&lt;=ub)
+            # If I have the row, fill in the buffer
+            myk = (k-lb)+1
+            C_k[:] = view(myC,myk,:)
+        end
+        # We need to find out the owner of row k.
+        # Easy since N is a multiple of P
+        root = div(k-1,L)
+        MPI.Bcast!(C_k,comm;root)
+        # Now, we have the data dependencies and
+        # we can do the updates locally
+        for j in 1:N
+            for i in 1:L
+                myC[i,j] = min(myC[i,j],myC[i,k]+C_k[j])
+            end
+        end
+    end
+    myC
+end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tsp/">« Traveling salesperson problem</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/tsp.ipynb

@@ -95,7 +95,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-intro.png\"  align=\"left\" width=\"450\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -120,7 +120,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g25091.png\"  align=\"left\" width=\"525\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -156,7 +156,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-pruning.png\"  align=\"left\" width=\"700\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -279,7 +279,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g27477.png\"  align=\"left\" width=\"125\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -310,7 +310,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-output-1.png\"  align=\"left\" width=\"600\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -383,7 +383,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-output-2.png\"  align=\"left\" width=\"600\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -473,7 +473,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-output-3.png\"  align=\"left\" width=\"600\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -603,7 +603,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g25091.png\"  align=\"left\" width=\"525\"/>\n",
+    "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUcAAAHMCAYAAAD25xnyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7N13uCRVmfjx751hBgaGIQ05CgIqGQRRQAxgQBF1F3FNGHH9gWtEMaC4BsCwiu6qKCYMu2KWRddFZUBERZLknDMIDMwMDMzM+f1xbi99q6q7b3dX1enw/TxPPbv3zr3nvI23qqvfOud9J5AkjZNVgWcAOwPbANsCmwBzgdUmj/uBJcBDwHXAVZPHn4BLgVB71JIkSZIkSZLUg02Bo4AzgUeIyc1ej7uBU4B/AubU+SIkSZIkSZIkaTpmAq8Afgssp7+EaKtjIXASsGNNr0mSJEmSJEmSWpoFvJG4Db6KhGjRsQL4BbBHDa9PkiRJkqTSTKQOQJJUmn2ALwPbT+Nn/w5cAlwN3Dj59UPAMmJd0rnAesS6pNsA2wErdxgzAN8DjgTu6jp6SZIkSZIkSerSPOCbxBWc7VZ3LgDeSdwG3+3DsVWB/YHjiMnUditJ7wfe3PvLkSRJkiRJkqTOdiWu/mzXQOmjwBYlzjkB7Av8gLjStNXcPwBWL3FeSZIkSZIkSQLgUFp3n7+LuEp0tYpj2IrYlKlV06ergK0rjkGSJEmSJEnSGHkHxQnJFcDJwPya49kF+FNBPAG4F9iz5ngkSZIkSZIkjaBPUpyEvBV4ZsK4ZgBHU7zV/kFg73ShSZIkSZIkSRp276E4Mfq/wLoJ42q2L3AnxY2adkgYlyRJkiRJkqQh9VqKO9KfDMxKGFeRrYBrycd6G7BZwrgkSZIkSZIkDZmdgIfJJxu/ROweP4jWBy4lH/OfGbxkriRJkiRJkqQBtBpwOfkk4/eJdT4H2UbADeRj/2zKoCRJkiRJkiQNhxPJJxd/y/CsvnwysJCp8a8AnpMyKEmSJEmSBnUrpiQp2p24Db15hehdwM7Epkf9mg88FdgOWKnp+4uA/yhh/IaDgVMy37sa2BFYWuI8kiRJkiRJkkbATOAC8isun93jePOAvYF3EJs4XUZxg6dG46SyfbVgnqMqmEeSJEmSJEnSkHsV+WTiST2O9YWCsdodVSRH502O2zzPQmDNCuaSJEmSJEmSNKQmgIuZmkj8O3EbfC++RfrkKMCrC+b6cEVzSZIkSZIkSRpCLyGfRPxAH+O1So4uB64EbqSe5OgEcFFmrnuAVSuaT5IkSZIkSdKQOZWpCcQH6G/7eSM5evvk2McABwLrTP77v1NPchTgEPJJ2ldXOJ8kSZIkSZKkIbEe8ChTk4fH9znmlsSan63UmRydAVyXme9/KpxPkiRJkqRCM1IHIEnKOQSYlfned/oc83rgwT7HKMsK4LuZ7+0HbJAgFkmSJEnSGDM5KkmD5wWZr88DLk8RSIW+S1wx2jAT2D9RLJIkSZKkMWVyVJIGy0rA3pnv/SJFIBW7jnzC99kpApEkSZIkjS+To5I0WJ5KvjboGSkCqcHvM18/J0kUkiRJkqSxZXJUkgbLjpmvlwDnpgikBgsyX28OrJkgDkmSJEnSmDI5KkmDZdvM11cDj6UIpAaXFXxvm9qjkCRJkiSNLZOjkjRYssnBq5JEUY/rySd+s8lhSZIkSZIqY3JUkgbLhpmvr08SRT0eA27JfC/7+iVJkiRJqozJUUkaLKtnvl6YJIr6ZF/f3CRRSJIkSZLGkslRSRos2eTooiRR1OehzNfzkkQhSZIkSRpLJkclabDMynz9aJIo6rM08/XsJFFIkiRJksaSyVFJGiyLM1+P+jbz7ErZ7EpSSZIkSZIqY3JUkgZLNjk46snR7DZ6k6OSJEmSpNqYHJWkwfJA5usNkkRRn/UyX496AypJkiRJ0gAxOSpJg+X6zNfbJImiHmsD8zPfuzZFIJIkSZKk8WRyVJIGy1WZr7dNEkU9il7b1bVHIUmSJEkaWyZHJWmwZJOjmwIbpQikBk/LfP0IcGOCOCRJkiRJY8rkqCQNlnOAkPnes1MEUoPnZr7+M7A8RSCSJEmSpPFkclSSBssdwJWZ7+2fIpCKzQaemfneGSkCkSRJkiSNL5OjkjR4fp/5+qXAnBSBVOhFwLzM97KvW5IkSZKkSpkclaTB85PM12sAL0kRSIVem/n6duBPKQKRJEmSJI0vk6OSNHguBO7LfO9tKQKpyKbElaPNfoL1RiVJkiRJkqSx9QTgBGARsSlT9tirwrn/PTPXbRXO9SXyr20xcCKwTYXzSpIkSZIkSRowuwInA49RnBRtHP/T5zxXANe1OBZm5lrW5mevA57VYwwbA0to/RqXA6cCT+9xfEmSJEmSJEkDbgaxjuiZtE+IZo+D+pjzkS7nancc0GMM/9XFHAuAFwMTPc4lSZIkSZIkaYDMBl4HXEbn5OBl5FeT3gis1uPcqZOj+xWMk12xWnRcA7wDmNPDnJIkSZIkSZISW4OY4LuNzsnAs4EDiSsmP1nw7yf1GEPK5OhawA2ZMZYBOwN7E7fSr+gw513AMcA6Xc4tSZIkSZIkKYEtad9kqXEsJdYd3T7z+3OINT6zP/+6GmIvywTwc/Kv4fOZn9ua+N/q4YKfbT4eIf632raG2CVJkiRJkiR1aTem12RpITEhuEmbsfYnNipq/r3FwDMqir1sx5F/3dcB81r8/PrEFaJ/L/i95qPRvGlY/jtIkiRJkiRJI2sGcTv86XTeln4D8H7idvvp+FTBGA8AO5UXfiX+H/m4HwX2nMbvzgUOA64uGCN7nEdcTTuz3PAlSZIkSZIktbMyMTF3OZ2TeBdM/uxKXc6xEnBWwXh3Arv0/Qqq8W6K64i+vctxGknnPxWMlT2uJdZ2XbX/8CVJkiRJkiS1Mp+4+rNTk6UVxNWkB/Y53zoUJ2AXAs/tc+wyzQA+Q/F/ixP6HHu6zZvuJm7Nn9/nfJIkSZIkSZKaNJosLWZ6TZa2K3HujYEbC+ZaRkwGzihxrl7MB35N8X+P/6S8+BrNm5a0mCvbvOlJJc0rSZIkSZIkjaVGk6VltE/IPUBM3G1cURxPpLiDfQB+Azyhonk7OZDWq2h/AMyuYM71iEnhe1vMm23etFcFMUiSJEmSJEkjqVHv8mw617u8nljvcrUa4toAuLBFHEuADwNzaogD4kraX7aIJQCfp/oVrasRmzdd1SYOmzdJkiRJkiRJ09BosnQFnZNt59Nbk6V+zQNOaRPXHcB7iV3fq7AN8C1i9/mi+R8G3lrR3K00ktnntIip+bgOmzdJkiRJkiRJ/2dd4jbte5jeNu39kkQ51duIich22/y/AexL/ys45wGHAr8j/jdoNedVwM59ztWvvYnJ405lEO4BjgM2ShPmqAsTENaF8BQIz4TwEgjPhvBkCK7elSRJkiRJGgBbMb0mS40GP09JE2ZL2wK/pfNqyb8DPwGOAJ4FbNhmzJWIjY8OBD5GLC3QapVo41gKfIp6SgtM1xPprnnTk9OEOUrCcyB8GMJpEP4OIbQ4FkH4JYQXpY5YkiRJkiRpHHXbZGnQVxceQutmTa2ORcRGSlcSSwRcB9xN50Ro9jiNwe4K323zpkFYFTykwuI2CdFWx6/jClNJkiRJkiRVqVGX8o90Tvg16lIO0krITmYABwOX0V1ys5djBTGRuEctr6wcjXqyV9L59TWaN9VdT3bI5ZKjSyFcCeGvEP4C4RoIywsSpJdCWDN19JIkSZIkSaNo3JJiE8Azga8TV76WmRS9AvgQsHltr6Z83STJr2f4kuQJhbuJW+rfBWF7CmuLhrUn//3+TIL0xPrjlSRJkiRJGl1up46J4WcDHycmAxfRXTL0duCnxFqlg1ZvtQyjVl4hsdDFQ4WwPYSHmpKjj0BYo7rYJEmSJEmSxoONeNrbFHgucYXsl8n/d3klsDswTomq6TbmWspgNuYaUuG4zOrRF6aOSJIkSZIkaVjtDZxC51WAdwPH0b5j+7h4Mfn/PsNcUqBf6wLvJ66Y7VRz9XTi9nz1LLwokxx9Q+qIJEmSJEmShkmjfuQ5dN4ifi2xfuSqSSIdTCZHizXq1F5B57+r8xn+OrWJhBdkkqOHpI5IkiRJkiSVKqwKYWMIG0JYJXU0I2QucBhwFZ2TV40mSwXNYcaeydH2Gsn3s+n8d2bzpq6FD2eSo09MHZEkSZIkSepL2BLC4RB+BuHGzAf/AOEmCN+fXDE1I3W0Q6jRZOnvtE9UNZos7ZUkyuFhcnT6ptu8aSGxfunGacIcFmETCPc0XRt/lzoiSZIkSZLUs/CPEP5UkAxtd5wLwcYu07M13TVZelKaMIeOydHubUl3zZu2SxPmoApzILwGwi1N18J7IGyTOjJJkiRJktSzcGqbJOgyCI+1+LeFEPZIHf0A25u4AnQF7RNRdxNXlM5PEuXwMjnau/nE5k230f5vc0ybN4V1IJzedJwJ4VIISzPXwL9C8GGGJEmSJEnDbUpy9AYIn4LwPAhNybqwCYQjINyWSQ7cCWHNdLEPnEadxz/RPukUsMlSv0yO9q/RvOlyOv+9XsDYNG8KG3VYOX8HhFdDmEgdqSRJ0pjZBHgu8DbgQ8BxwJeBr07+/x8GDgf2BzYHvF+TJE1HOBXCAgj70bGWaJgP4aJMouATtYQ52OYSE5030jnJdDZwMDZZ6pfJ0fI0kvqn0/nv9wbiqtMRfijSMTkaJlfUnwxhg9TRSpIkjbDtgXcCvwQeoPO9avZ4EDgNeC+wS82xS5KGR9iiy5/fOrO99JpKwhoO69Ndk6WnJ4lyNJkcrcauxHqjj9H+b7rRvGmTNGFWKaw8+bCocRwA4VAIJ7RYPW9tVkmSpPJsSExmXkz3ydBOx5XEFaeb1fZqJEmjKvxPJkGwWuqIarYNMTH0MO3ffB8mJpq2TRPmSDM5Wq0nEP/GF9H+b7zRvGn7NGHWLcyC8FEIKLine truncated
     "</div>"
    ]
   },
@@ -628,7 +628,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g18142.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -653,7 +653,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g18910.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -693,7 +693,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g20390.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -727,7 +727,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:g26375.png\"  align=\"left\" width=\"300\"/>\n",
+    "<img src=\"data:image/png;base64,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 truncated
     "</div>"
    ]
   },
@@ -780,7 +780,7 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig-tsp-master-worker-2.png\"  align=\"left\" width=\"600\"/>\n",
+    "<img 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@@ -1217,15 +1217,15 @@
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  "metadata": {
   "kernelspec": {
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+   "display_name": "Julia 1.11.6",
    "language": "julia",
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+   "name": "julia-1.11"
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   "language_info": {
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+   "version": "1.11.6"
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  },
  "nbformat": 4,

dev/tsp/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Traveling salesperson problem · XM_40017</title><meta name="title" content="Traveling salesperson problem · XM_40017"/><meta property="og:title" content="Traveling salesperson problem · XM_40017"/><meta property="twitter:title" content="Traveling salesperson problem · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/tsp/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" 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href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../julia_mpi/">MPI (point-to-point)</a></li><li><a class="tocitem" href="../mpi_collectives/">MPI (collectives)</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li class="is-active"><a class="tocitem" href>Traveling salesperson problem</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/tsp.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../tsp_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../LEQ/">« Gaussian elimination</a><a class="docs-footer-nextpage" href="../solutions_for_all_notebooks/">Solutions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

docs/.gitignore

@@ -1,8 +0,0 @@
-build/
-site/
-src/notebook-output/
-src/notebooks/
-Manifest.toml
-src/*.ipynb
-src/*/index.html
-src/*.md

docs/Project.toml

@@ -1,4 +0,0 @@
-[deps]
-Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-Glob = "c27321d9-0574-5035-807b-f59d2c89b15c"
-XM_40017 = "97f213cd-d64a-481d-bc9d-afa871b8c535"

docs/make.jl

@@ -1,139 +0,0 @@
-using XM_40017
-using Documenter
-using Glob 
-
-const md_nb_template = """
-```@meta
-EditURL = "https://github.com/fverdugo/XM_40017/blob/main/notebooks/SCRIPT_NAME.ipynb"
-```
-
-```@raw html
-<div class="admonition is-success">
-    <header class="admonition-header">Tip</header>
-    <div class="admonition-body">
-        <ul>
-            <li>
-                Download this notebook and run it locally on your machine [highly recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/SCRIPT_NAME.ipynb" download>here</a>.
-            </li>
-        </ul>
-    </div>
-</div>
-```
-
-```@raw html
-<iframe id="notebook" src="../SCRIPT_NAME_src/" style="width:100%"></iframe>
-<script>
-  document.addEventListener('DOMContentLoaded', function(){
-    var myIframe = document.getElementById("notebook");
-    iFrameResize({log:true}, myIframe);	
-});
-</script>
-```
-"""
-
-function convert_embedded_img_to_base64(notebook_path)
-    doc = open(io->read(io, String), notebook_path)
-    # Regex matching: extract filename and base64 code
-    regex = r"attachments\\\":\s*\{\s*\\\"(?<filename>.*).png\\\":\s*\{\s*\\\"image/png\\\":\s*\\\"(?<base64code>.*)\\\""
-    res = eachmatch(regex, doc)
-    matches = collect(res)
-    # Replace img src with base64 code
-    for m in matches
-        filename = m[:filename]
-        base64 = m[:base64code]
-        doc = replace(doc, "attachment:$filename.png" => "data:image/png;base64,$base64")
-    end
-    filename = splitpath(notebook_path)[end]  
-    open("docs/src/$filename","w") do f
-        write(f, doc)
-    end
-end
-
-# Write markdown file that includes notebook html
-function create_md_nb_file( filename )
-    global md_nb_template;
-    content = replace(md_nb_template, "SCRIPT_NAME" => filename)
-    md_path = joinpath(@__DIR__, "src", filename * ".md" ) 
-    open(md_path, "w") do md_file
-        write(md_file, content)
-    end
-    return md_path
-end
-
-# Convert to html using nbconvert
-function convert_notebook_to_html(notebook_path; output_name,output_dir, theme = "light")
-    command_jup = "jupyter"
-    command_nbc = "nbconvert"
-    output_format = "--to=html"
-    theme = "--theme=$theme"
-    output = "--output=$output_name"
-    output_dir = "--output-dir=$output_dir"
-    infile = notebook_path
-    run(`$command_jup $command_nbc $output_format $output $output_dir $theme $infile`)
-end
-
-# Modify html contents
-function modify_notebook_html( html_filepath )
-    content = open( html_filepath, "r" ) do html_file 
-        read( html_file, String )
-    end
-    # Resize iframes using IframeResizer
-    content = replace(content, 
-        r"(<script\b[^>]*>[\s\S]*?<\/script>\K)" => 
-        s"\1\n\t<script src='../assets/iframeResizer.contentWindow.min.js'></script>\n";
-        count = 1
-    )
-    open( html_filepath, "w" ) do html_file
-        write( html_file, content )
-    end
-    return nothing
-end
-
-
-# Loop over notebooks and generate html and markdown 
-repo_root = joinpath(@__DIR__,"..") |> normpath
-notebook_files = glob("*.ipynb", joinpath(repo_root,"notebooks/"))
-for filepath in notebook_files
-    #continue
-    convert_embedded_img_to_base64(filepath)
-    filename_with_ext = splitpath(filepath)[end]    
-    filename = splitext(filename_with_ext)[1]
-    pth = mkpath(joinpath(repo_root,"docs","src",filename*"_src"))
-    create_md_nb_file(filename)
-    convert_notebook_to_html("docs/src/$filename_with_ext", output_dir=pth, output_name = "index")
-    modify_notebook_html("docs/src/$(filename)_src/index.html")
-end
-
-makedocs(;
-    modules=[XM_40017],
-    authors="Francesc Verdugo <f.verdugo.rojano@vu.nl>",
-    repo="https://github.com/fverdugo/XM_40017/blob/{commit}{path}#{line}",
-    sitename="XM_40017",    
-    format=Documenter.HTML(;
-        assets = ["assets/favicon.ico", "assets/iframeResizer.min.js", "assets/custom.css"],
-        prettyurls=get(ENV, "CI", "false") == "true",
-        canonical="https://fverdugo.github.io/XM_40017",
-        edit_link="main",),
-    pages=["Home" => "index.md","Getting started"=>"getting_started_with_julia.md",
-           "Notebooks"=>[
-                         "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",
-                         "Matrix-matrix multiplication"=>"matrix_matrix.md",
-                         "MPI (point-to-point)" => "julia_mpi.md",
-                         "MPI (collectives)" => "mpi_collectives.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",
-          ],
-)
-
-deploydocs(;
-    repo="github.com/fverdugo/XM_40017",
-    devbranch="main",
-)

docs/src/getting_started_with_julia.md

@@ -1,434 +0,0 @@
-# Getting started
-
-
-## Introduction
-
-The programming of this course will be done using the [Julia programming language](https://julialang.org). Thus, we start by explaining how to get up and running with Julia. After studying this page, you will be able to:
-
-- Use the Julia REPL,
-- Run serial and parallel code,
-- Install and manage Julia packages.
-
-## Why Julia?
-
-Courses related with high-performance computing (HPC) often use languages such as C, C++, or Fortran. We use Julia instead to make the course accessible to a wider set of students, including the ones that have no experience with 
-C/C++ or Fortran, but are willing to learn parallel programming. Julia is a relatively new programming language specifically designed for scientific computing. It combines a high-level syntax close to interpreted languages like Python with the performance of compiled languages like C, C++, or Fortran. Thus, Julia will allow us to write efficient parallel algorithms with a syntax that is convenient in a teaching setting. In addition, Julia provides easy access to different programming models to write distributed algorithms, which will be useful to learn and experiment with them.
-
-!!! tip
-    You can run the code [in this link](https://github.com/JuliaAcademy/JuliaTutorials/blob/724e15a350d150a9773afe51a3830709dbed422f/introductory-tutorials/intro-to-julia/09.%20Julia%20is%20fast.ipynb) to learn how Julia compares to other languages (C and Python) in terms of performance.
-
-
-## Installing Julia
-
-This is a tutorial-like page. Follow these steps before you continue reading the document.
-
-- Download and install Julia from [julialang.org](https://julialang.org);
-- Follow the specific instructions for your operating system: [Windows](https://julialang.org/downloads/platform/#windows), [MacOS](https://julialang.org/downloads/platform/#macos), or [Linux](https://julialang.org/downloads/platform/#linux_and_freebsd)
-- Download and install [VSCode and its Julia extension](https://www.julia-vscode.org/docs/dev/gettingstarted/);
-
-
-## The Julia REPL
-
-### Starting Julia
-
-There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File > Open Folder). Then,  press `Ctrl`+`Shift`+`P` to open the command bar, and execute `Julia: Start REPL`. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:
-
-```
-julia>
-```
-
-You have just opened the Julia *read-evaluate-print loop*, or simply the Julia *REPL*. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (`julia>` in the case) is called the *command prompt* or simply the *prompt*.
-
-### Basic usage
-
-The usage of the REPL is as follows:
-- You write some input
-- press enter
-- you get the output
-
-For instance, try this
-
-```julia
-julia> 1 + 1
-```
-
-A "Hello world" example looks like this in Julia
-
-```julia
-julia> println("Hello, world!")
-```
-
-Try to run it in the REPL.
-
-### Help mode
-
-Curious about what the function `println` does? Enter into *help* mode to look into the documentation. This is done by typing a question mark (`?`) into the input field:
-
-```julia
-julia> ?
-```
-
-After typing `?`, the command prompt changes to `help?>`. It means we are in help mode. Now, we can type a function name to see its documentation.
-
-```julia
-help?> println
-```
-
-### Package and shell modes
-
-The REPL comes with two more modes, namely *package* and *shell* modes. To enter package mode type
-
-```julia
-julia> ]
-```
-
-Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.
-
-To enter shell mode type semicolon (`;`)
-```julia
-julia> ;
-```
-The prompt should have changed to `shell>` indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,
-
-```julia
-shell> ls
-```
-will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.
-
-
-
-## Running Julia code
-
-### Running more complex code
-
-Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and *included* in the REPL. To try this, create a new file called `hello.jl`, write the code of the "Hello world" example above, and save it. If you are using VSCode, you can create the file using File > New File > Julia File. Once the file is saved with the name `hello.jl`, execute it as follows
-
-```julia
-julia> include("hello.jl")
-```
-
-!!! warning
-    Make sure that the file `"hello.jl"` is located in the current working directory of your Julia session. You can query the current directory with function `pwd()`. You can change to another directory with function `cd()` if needed.  Also, make sure that the file extension is `.jl`.
-
-The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed by the path to the file containing the code you want to execute.
-
-```
-$ julia hello.jl
-```
-
-The previous line assumes that you have Julia properly installed in the system and that it's usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the `PATH` environment variable. To check that Julia is properly installed, you can use
-
-```
-$ julia --version
-```
-
-If this runs without error and you see a version number, you are good to go!
-
-You can also run julia code from the terminal using the `-e` flag:
-
-```
-$ julia -e 'println("Hello, world!")'
-```
-
-!!! note
-    In this tutorial, when a code snipped starts with `$`, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.
-
-!!! tip
-    Avoid calling Julia code from the terminal, use the Julia REPL instead!
-    Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch.
-    This can be time consuming for large projects.
-    In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster.
-    Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code
-    from the terminal. Visit this link ([Julia workflow tips](https://docs.julialang.org/en/v1/manual/workflow-tips/))
-    from the official Julia documentation for further information about how to develop Julia code effectivelly.
-
-### Running parallel code
-
-
-Since we are in a parallel computing course, let's run a parallel "Hello world" example in Julia. Open a Julia REPL and write
-
-```julia
-julia> using Distributed
-julia> @everywhere println("Hello, world! I am proc $(myid()) from $(nprocs())")
-```
-
-Here, we are using the `Distributed` package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.
-
-You will probably only see output from 1 process. We need to add more processes to run the example in parallel. This is done with the `addprocs` function.
-
-```julia
-julia> addprocs(3)
-```
-We have added 3 new processes. Plus the old one, we have 4 processes. Run the code again.
-
-```julia
-julia> @everywhere println("Hello, world! I am proc $(myid()) from $(nprocs())")
-```
-
-Now, you should see output from 4 processes.
-
-It is possible to specify the number of processes when starting Julia from the terminal with the `-p` argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as
-
-```
-$ julia -p 3
-```
-and then run
-
-```julia
-julia> @everywhere println("Hello, world! I am proc $(myid()) from $(nprocs())")
-```
-
-You should get output from 4 processes as before.
-
-### Installing packages
-
-One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel "Hello world" example. This example uses the Message Passing Interface (MPI). We will learn more about MPI later in the course.
-
-
-Copy the following block of code into a new file named `"hello_mpi.jl"`
-
-```julia
-# file hello_mpi.jl
-using MPI
-MPI.Init()
-comm = MPI.COMM_WORLD
-rank = MPI.Comm_rank(comm)
-nranks = MPI.Comm_size(comm)
-println("Hello world, I am rank $rank of $nranks")
-```
-
-As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.
-
-Now, run the file from the REPL
-```julia
-julia> include("hello_mpi.jl")
-```
-
-It probably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.
-
-To install a package, we need to enter *package* mode. Remember that we entered into help mode by typing `?`. Package mode is activated by typing `]` : 
-```julia
-julia> ]
-```
-At this point, the prompt should have changed to `(@v1.10) pkg>` indicating that we are in package mode. The text between the parentheses indicates which is the active *project*, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.10 in this example, but it can be another version in your case).
-
-To install the MPI package, type
-```julia
-(@v1.10) pkg> add MPI
-```
-Congrats, you have installed MPI!
-
-!!! note
-    Many Julia package names end with `.jl`. This is just a way of signaling that a package is written in Julia. When using such packages, the `.jl` needs to be omitted. In this case, we have installed the `MPI.jl` package even though we have only typed `MPI` in the REPL.
-
-!!! note
-    The package you have installed is the Julia interface to MPI, called  `MPI.jl`. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the [documentation](https://juliaparallel.org/MPI.jl/stable/configuration/) of `MPI.jl` for further details.
-
-To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again
-
-```julia
-julia> include("hello_mpi.jl")
-```
-
-Now, it should work, but you probably get output from a single MPI rank only.
-
-### Running MPI code
-
-To run MPI applications in parallel, you need a launcher like `mpiexec`. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run
-```
-$ mpiexec -np 4 julia hello_mpi.jl
-```
-But it will probably not work since the version of `mpiexec` needs to match with the MPI version we are using from Julia. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:
-```julia
-julia> using MPI
-julia> run(`$(mpiexec()) -np 4 julia hello_mpi.jl`)
-```
-
-Now, you should see output from 4 ranks.
-
-## Package manager
-
-### Installing packages locally
-
-We have installed the `MPI` package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.
-
-A project is simply a folder in your file system. To use a particular folder as your project, you need to *activate* it. This is done by entering package mode and using the `activate` command followed by the path to the folder you want to activate.
-```julia
-(@v1.10) pkg> activate .
-```
- The previous command will activate the current working directory. Note that the dot `.` is indeed the path to the current folder.
-
-The prompt has changed to `(lessons) pkg>` indicating that we are in the project within the `lessons` folder. The particular folder name can be different in your case.
-
-!!! tip
-    You can activate a project directly when opening Julia from the terminal using the `--project` flag. The command `$ julia --project=.` will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  `JULIA_PROJECT` with the path of the folder you want to activate.
-
-!!! note
-    The active project folder and the current working directory are two independent concepts! For instance,  `(@v1.10) pkg> activate folderB` and then `julia> cd("folderA")`, will activate the project in `folderB` and change the current working directory to `folderA`.
-
-At this point all package-related operations will be local to the new project. For instance, install the `DataFrames` package.
-
-```julia
-(lessons) pkg> add DataFrames
-```
-Use the package to check that it is installed
-
-```julia
-julia> using DataFrames
-julia> DataFrame(a=[1,2],b=[3,4])
-```
-Now, we can return to the global project to check that `DataFrames` has not been installed there. To return to the global environment, use `activate` without a folder name.
-
-```julia
-(lessons) pkg> activate
-```
-The prompt is again `(@v1.10) pkg>`
-
-Now, try to use `DataFrames`.
-
-```julia
-julia> using DataFrames
-julia> DataFrame(a=[1,2],b=[3,4])
-```
-You should get an error or a warning unless you already had `DataFrames` installed globally.
-
-### Project and Manifest files
-
-The information about a project is stored in two files `Project.toml` and `Manifest.toml`.
-
-- `Project.toml` contains the packages explicitly installed (the direct dependencies)
-
-- `Manifest.toml` contains direct and indirect dependencies along with the concrete version of each package.
-
-
-In other words, `Project.toml` contains the packages relevant for the user, whereas `Manifest.toml` is the detailed snapshot of all dependencies. The `Manifest.toml` can be used to reproduce the same environment in another machine.
-
-You can see the path to the current `Project.toml` file by using the `status` operator (or `st` in its short form) while in package mode
-
-```julia
-(@v1.10) pkg> status
-```
-
-The information about the `Manifest.toml` can be inspected by passing the `-m` flag.
-
-```julia
-(@v1.10) pkg> status -m
-```
-
-### Installing packages from a project file
-
-Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.
-
-Assume that a colleague has sent to you a `Project.toml` file with this content:
-
-```
-[deps]
-BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
-DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
-```
-
-Copy the contents of previous code block into a file called  `Project.toml` and place it in an empty folder named `newproject`. It is important that the file is named `Project.toml`. You can create a new folder from the REPL with
-
-```julia
-julia> mkdir("newproject")
-```
-
-To install all the packages registered in this file you need to activate the folder containing your `Project.toml` file
-```julia
-(@v1.10) pkg> activate newproject
-```
-and then *instantiating* it
-```julia
-(newproject) pkg> instantiate
-```
-
-The instantiate command will download and install all listed packages and their dependencies in just one click.
-
-### Getting help in package mode
-
-You can get help about a particular package operator by writing `help` in front of it
-
-```julia
-(@v1.10) pkg> help activate
-```
-
-You can get an overview of all package commands by typing `help` alone
-```julia
-(@v1.10) pkg> help
-```
-
-### Package operations in Julia code
-
-In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the `Pkg` package. For instance
-
-```julia
-julia> using Pkg
-julia> Pkg.status()
-```
-is equivalent to calling `status` in package mode.
-```julia
-(@v1.10) pkg> status
-```
-
-### Creating you own package
-
-In many situations, it is useful to create your own package, for instance, when working with a large code base, when you want to reduce compilation latency using [`Revise.jl`](https://github.com/timholy/Revise.jl),
-or if you want to eventually [register your package](https://github.com/JuliaRegistries/Registrator.jl) and share it with others.
-
-The simplest way of generating a package (called `MyPackage`) is as follows. Open Julia, go to package mode, and type
-
-```julia
-(@v1.10) pkg> generate MyPackage
-```
-
-This will crate a minimal package consisting of a new folder `MyPackage` with two files:
-
-* `MyPackage/Project.toml`: Project file defining the direct dependencies of your package.
-* `MyPackage/src/MyPackage.jl`: Main source file of your package. You can split your code in several files if needed, and include them in the package main file using function `include`.
-
-!!! tip
-    This approach only generates a very minimal package. To create a more sophisticated package skeleton (including unit testing, code coverage, readme file, licence, etc.) use
-    [`PkgTemplates.jl`](https://github.com/JuliaCI/PkgTemplates.jl) or [`BestieTemplate.jl`](https://github.com/abelsiqueira/BestieTemplate.jl). The later one is developed in Amsterdam at the
-    [Netherlands eScience Center](https://www.esciencecenter.nl/).
-
-You can add dependencies to the package by activating the `MyPackage` folder in package mode and adding new dependencies as always:
-
-```julia
-(@v1.10) pkg> activate MyPackage
-(MyPackage) pkg> add MPI
-```
-
-This will add MPI to your package dependencies.
-
-### Using your own package
-
-To use your package you first need to add it to a package environment of your choice. This is done by changing to package mode and typing `develop ` followed by the path to the folder containing the package. For instance:
-
-```julia
-(@v1.10) pkg> develop MyPackage
-```
-
-!!! note
-    You do not need to "develop" your package if you activated the package folder `MyPackage`.
-
-Now, we can go back to standard Julia mode and use it as any other package:
-
-```julia
-using MyPackage
-MyPackage.greet()
-```
-
-Here, we just called the example function defined in `MyPackage/src/MyPackage.jl`.
-
-
-## Conclusion
-
-We have learned the basics of how to work with Julia, including how to run serial and parallel code, and how to manage, create, and use Julia packages.
-This knowledge will allow you to follow the course effectively!
-If you want to further dig into the topics we have covered here, you can take a look at the following links:
-
-- [Julia Manual](https://docs.julialang.org/en/v1/manual/getting-started/)
-- [Package manager](https://pkgdocs.julialang.org/v1/getting-started/)
-
-

docs/src/index.md

@@ -1,57 +0,0 @@
-```@meta
-CurrentModule = XM_40017
-```
-# Programming Large-Scale Parallel Systems (XM_40017)
-
-Welcome to the interactive lecture notes of the [Programming Large-Scale Parallel Systems course](https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/) at [VU Amsterdam](https://vu.nl)!
-
-## What
-
-This page contains part of the course material of the Programming Large-Scale Parallel Systems course at VU Amsterdam.
-We provide several lecture notes in jupyter notebook format, which will help you to learn how to design, analyze, and program parallel algorithms on multi-node computing systems.
-Further information about the course is found in the study guide
-([click here](https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/)) and our Canvas page (for registered students).
-
-!!! note
-    Material will be added incrementally to the website as the course advances.
-
-!!! warning
-    This page will eventually contain only a part of the course material. The rest will be available on Canvas. In particular, **the material in this public webpage does not fully cover all topics in the final exam**.
-
-## How to use this page
-
-You have two main ways of studying the notebooks:
-
-- Download the notebooks and run them locally on your computer (recommended). At each notebook page you will find a green box with links to download the notebook.
-- You also have the static version of the notebooks displayed in this webpage for quick reference.
-
-## How to run the notebooks locally
-
-To run a notebook locally follow these steps:
-
-- Install Julia (if not done already). More information in [Getting started](@ref).
-- Download the notebook.
-- Launch Julia. More information in [Getting started](@ref).
-- Execute these commands in the Julia command line:
-
-```
-julia> using Pkg
-julia> Pkg.add("IJulia")
-julia> using IJulia
-julia> notebook()
-```
-- These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.
-
-## Authors
-
-This material is created by [Francesc Verdugo](https://github.com/fverdugo/) with the help of [Gelieza Kötterheinrich](https://www.linkedin.com/in/gelieza-k/). Part of the notebooks are based on the course slides by [Henri Bal](https://www.vuhpdc.net/henri-bal/).
-
-
-## License
-
-All material on this page that is original to this course may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.
-
-
-## Acknowledgment
-
-This page was created with the support of the Faculty of Science of [Vrije Universiteit Amsterdam](https://vu.nl) in the framework of the project "Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course" funded by the "Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning".

docs/src/solutions_for_all_notebooks.md

@@ -1,436 +0,0 @@
-# Solutions
-
-## Julia Basics
-
-### Exercise 1
-
-```julia
-function ex1(a)
-    j = 1
-    m = a[j]
-    for (i,ai) in enumerate(a)
-        if m < ai
-            m = ai
-            j = i
-        end
-    end
-    (m,j)
-end
-```
-
-### Exercise 2
-
-```julia
-ex2(f,g) = x -> f(x) + g(x)
-```
-
-### Exercise 3
-
-```julia
-using GLMakie
-max_iters = 100
-n = 1000
-x = LinRange(-1.7,0.7,n)
-y = LinRange(-1.2,1.2,n)
-heatmap(x,y,(i,j)->mandel(i,j,max_iters))
-```
-
-## Asynchronous programming in Julia
-
-## Distributed computing in Julia
-
-### Exercise 1
-
-```julia
-f = () -> Channel{Int}(1)
-chnls = [ RemoteChannel(f,w) for w in workers() ]
-@sync for (iw,w) in enumerate(workers())
-    @spawnat w begin
-        chnl_snd = chnls[iw]
-        if w == 2
-            chnl_rcv = chnls[end]
-            msg = 2
-            println("msg = $msg")
-            put!(chnl_snd,msg)
-            msg = take!(chnl_rcv)
-            println("msg = $msg")
-        else
-           chnl_rcv = chnls[iw-1]
-           msg = take!(chnl_rcv)
-           msg += 1
-           println("msg = $msg")
-           put!(chnl_snd,msg)
-        end
-    end
-end
-```
-
-This is another possible solution.
-
-```julia
-@everywhere function work(msg)
-    println("msg = $msg")
-    if myid() != nprocs()
-        next = myid() + 1
-        @fetchfrom next work(msg+1)
-    else
-        @fetchfrom 2 println("msg = $msg")
-    end
-end
-msg = 2
-@fetchfrom 2 work(msg)
-```
-
-
-## Matrix-matrix multiplication
-
-### Exercise 1
-
-```julia
-function matmul_dist_3!(C,A,B)
-    m = size(C,1)
-    n = size(C,2)
-    l = size(A,2)
-    @assert size(A,1) == m
-    @assert size(B,2) == n
-    @assert size(B,1) == l
-    @assert mod(m,nworkers()) == 0
-    nrows_w = div(m,nworkers())
-    @sync for (iw,w) in enumerate(workers())
-        lb = 1 + (iw-1)*nrows_w
-        ub = iw*nrows_w
-        A_w = A[lb:ub,:]
-        ftr = @spawnat w begin
-             C_w = similar(A_w)
-             matmul_seq!(C_w,A_w,B)
-             C_w
-        end
-        @async C[lb:ub,:] = fetch(ftr)
-    end
-    C
-end
-
-@everywhere function matmul_seq!(C,A,B)
-    m = size(C,1)
-    n = size(C,2)
-    l = size(A,2)
-    @assert size(A,1) == m
-    @assert size(B,2) == n
-    @assert size(B,1) == l
-    z = zero(eltype(C))
-    for j in 1:n
-        for i in 1:m
-            Cij = z
-            for k in 1:l
-                @inbounds Cij = Cij + A[i,k]*B[k,j]
-            end
-            C[i,j] = Cij
-        end
-    end
-    C
-end
-```
-
-## MPI (Point-to-point)
-
-### Exercise 1
-
-```julia
-function matmul_mpi_3!(C,A,B)
-    comm = MPI.COMM_WORLD
-    rank = MPI.Comm_rank(comm)
-    P = MPI.Comm_size(comm)
-    if  rank == 0
-        N = size(A,1)
-        myB = B
-        for dest in 1:(P-1)
-            MPI.Send(B,comm;dest)
-        end
-    else
-        source = 0
-        status = MPI.Probe(comm,MPI.Status;source)
-        count = MPI.Get_count(status,eltype(B))
-        N = Int(sqrt(count))
-        myB = zeros(N,N)
-        MPI.Recv!(myB,comm;source)
-    end
-    L = div(N,P)
-    myA = zeros(L,N)
-    if  rank == 0
-        lb = L*rank+1
-        ub = L*(rank+1)
-        myA[:,:] = view(A,lb:ub,:)
-        for dest in 1:(P-1)
-            lb = L*dest+1
-            ub = L*(dest+1)
-            MPI.Send(view(A,lb:ub,:),comm;dest)
-        end
-    else
-        source = 0
-        MPI.Recv!(myA,comm;source)
-    end
-    myC = myA*myB
-    if rank == 0
-        lb = L*rank+1
-        ub = L*(rank+1)
-        C[lb:ub,:] = myC
-        for source in 1:(P-1)
-            lb = L*source+1
-            ub = L*(source+1)
-            MPI.Recv!(view(C,lb:ub,:),comm;source)
-        end
-    else
-        dest = 0
-        MPI.Send(myC,comm;dest)
-    end
-    C
-end
-```
-
-### Exercise 2
-
-```julia
-using MPI
-MPI.Init()
-comm = MPI.COMM_WORLD
-rank = MPI.Comm_rank(comm)
-nranks = MPI.Comm_size(comm)
-buffer = Ref(0)
-if rank == 0
-    msg = 2
-    buffer[] = msg
-    println("msg = $(buffer[])")
-    MPI.Send(buffer,comm;dest=rank+1,tag=0)
-    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)
-    println("msg = $(buffer[])")
-else
-    dest = if (rank != nranks-1)
-        rank+1
-    else
-        0
-    end
-    MPI.Recv!(buffer,comm;source=rank-1,tag=0)
-    buffer[] += 1
-    println("msg = $(buffer[])")
-    MPI.Send(buffer,comm;dest,tag=0)
-end
-```
-## MPI (collectives)
-
-### Exercise 1
-
-```julia
-function matmul_mpi_3!(C,A,B)
-    comm = MPI.COMM_WORLD
-    rank = MPI.Comm_rank(comm)
-    P = MPI.Comm_size(comm)
-    root = 0
-    if  rank == root
-        N = size(A,1)
-        Nref = Ref(N)
-    else
-        Nref = Ref(0)
-    end
-    MPI.Bcast!(Nref,comm;root)
-    N = Nref[]
-    if  rank == root
-        myB = B
-    else
-        myB = zeros(N,N)
-    end
-    MPI.Bcast!(myB,comm;root)
-    L = div(N,P)
-    # Tricky part
-    # Julia works "col major"
-    myAt = zeros(N,L)
-    At = collect(transpose(A))
-    MPI.Scatter!(At,myAt,comm;root)
-    myCt = transpose(myB)*myAt
-    Ct = similar(C)
-    MPI.Gather!(myCt,Ct,comm;root)
-    C .= transpose(Ct)
-    C
-end
-```
-
-This other solution uses a column partition instead of a row partition.
-It is more natural to work with column partitions in Julia if possible since matrices are
-in "col major" format. Note that we do not need all the auxiliary transposes anymore.
-
-```julia
-function matmul_mpi_3!(C,A,B)
-    comm = MPI.COMM_WORLD
-    rank = MPI.Comm_rank(comm)
-    P = MPI.Comm_size(comm)
-    root = 0
-    if  rank == root
-        N = size(A,1)
-        Nref = Ref(N)
-    else
-        Nref = Ref(0)
-    end
-    MPI.Bcast!(Nref,comm;root)
-    N = Nref[]
-    if  rank == root
-        myA = A
-    else
-        myA = zeros(N,N)
-    end
-    MPI.Bcast!(myA,comm;root)
-    L = div(N,P)
-    myB = zeros(N,L)
-    MPI.Scatter!(B,myB,comm;root)
-    myC = myA*myB
-    MPI.Gather!(myC,C,comm;root)
-    C
-end
-```
-
-## Jacobi method
-
-### Exercise 1
-
-```julia
-function jacobi_mpi(n,niters)
-    u, u_new = init(n,comm)
-    load = length(u)-2
-    rank = MPI.Comm_rank(comm)
-    nranks = MPI.Comm_size(comm)
-    nreqs = 2*((rank != 0) + (rank != (nranks-1)))
-    reqs = MPI.MultiRequest(nreqs)
-    for t in 1:niters
-        ireq = 0
-        if rank != 0
-            neig_rank = rank-1
-            u_snd = view(u,2:2)
-            u_rcv = view(u,1:1)
-            dest = neig_rank
-            source = neig_rank
-            ireq += 1
-            MPI.Isend(u_snd,comm,reqs[ireq];dest)
-            ireq += 1
-            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
-        end
-        if rank != (nranks-1)
-            neig_rank = rank+1
-            u_snd = view(u,(load+1):(load+1))
-            u_rcv = view(u,(load+2):(load+2))
-            dest = neig_rank
-            source = neig_rank
-            ireq += 1
-            MPI.Isend(u_snd,comm,reqs[ireq];dest)
-            ireq += 1
-            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
-        end
-        # Upload interior cells
-        for i in 3:load
-            u_new[i] = 0.5*(u[i-1]+u[i+1])
-        end
-        # Wait for the communications to finish
-        MPI.Waitall(reqs)
-        # Update boundaries
-        for i in (2,load+1)
-            u_new[i] = 0.5*(u[i-1]+u[i+1])
-        end
-        u, u_new = u_new, u
-    end
-    return u
-end
-```
-
-### Exercise 2
-
-```julia
-function jacobi_mpi(n,niters,tol,comm) # new tol arg
-    u, u_new = init(n,comm)
-    load = length(u)-2
-    rank = MPI.Comm_rank(comm)
-    nranks = MPI.Comm_size(comm)
-    nreqs = 2*((rank != 0) + (rank != (nranks-1)))
-    reqs = MPI.MultiRequest(nreqs)
-    for t in 1:niters
-        ireq = 0
-        if rank != 0
-            neig_rank = rank-1
-            u_snd = view(u,2:2)
-            u_rcv = view(u,1:1)
-            dest = neig_rank
-            source = neig_rank
-            ireq += 1
-            MPI.Isend(u_snd,comm,reqs[ireq];dest)
-            ireq += 1
-            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
-        end
-        if rank != (nranks-1)
-            neig_rank = rank+1
-            u_snd = view(u,(load+1):(load+1))
-            u_rcv = view(u,(load+2):(load+2))
-            dest = neig_rank
-            source = neig_rank
-            ireq += 1
-            MPI.Isend(u_snd,comm,reqs[ireq];dest)
-            ireq += 1
-            MPI.Irecv!(u_rcv,comm,reqs[ireq];source)
-        end
-        MPI.Waitall(reqs)
-        # Compute the max diff in the current
-        # rank while doing the local update
-        mydiff = 0.0
-        for i in 2:load+1
-            u_new[i] = 0.5*(u[i-1]+u[i+1])
-            diff_i = abs(u_new[i] - u[i])
-            mydiff = max(mydiff,diff_i)
-        end
-        # Now we need to find the global diff
-        diff_ref = Ref(mydiff)
-        MPI.Allreduce!(diff_ref,max,comm)
-        diff = diff_ref[]
-        # If global diff below tol, stop!
-        if diff < tol
-            return u_new
-        end
-        u, u_new = u_new, u
-    end
-    return u
-end
-```
-
-## All pairs of shortest paths
-
-### Exercise 1
-
-```julia
-function floyd_iterations!(myC,comm)
-    L = size(myC,1)
-    N = size(myC,2)
-    rank = MPI.Comm_rank(comm)
-    P = MPI.Comm_size(comm)
-    lb = L*rank+1
-    ub = L*(rank+1)
-    C_k = similar(myC,N)
-    for k in 1:N
-        if (lb<=k) && (k<=ub)
-            # If I have the row, fill in the buffer
-            myk = (k-lb)+1
-            C_k[:] = view(myC,myk,:)
-        end
-        # We need to find out the owner of row k.
-        # Easy since N is a multiple of P
-        root = div(k-1,L)
-        MPI.Bcast!(C_k,comm;root)
-        # Now, we have the data dependencies and
-        # we can do the updates locally
-        for j in 1:N
-            for i in 1:L
-                myC[i,j] = min(myC[i,j],myC[i,k]+C_k[j])
-            end
-        end
-    end
-    myC
-end
-```
-
-
-
-
-

index.html

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+<meta http-equiv="refresh" content="0; url=./dev/"/>

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