diff --git a/GTSRB/03-Tracking-and-visualizing.ipynb b/GTSRB/03-Tracking-and-visualizing.ipynb
index d105399c5f4b2fefcda0ebf49e8dcdc7d3917ac8..390854235427b04aee3e2ae2523420e842fc879d 100644
--- a/GTSRB/03-Tracking-and-visualizing.ipynb
+++ b/GTSRB/03-Tracking-and-visualizing.ipynb
@@ -22,22 +22,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "IDLE 2020 - Practical Work Module\n",
-      "  Version            : 0.1.4\n",
-      "  Run time           : Saturday 11 January 2020, 15:36:30\n",
-      "  Matplotlib style   : idle/talk.mplstyle\n",
-      "  TensorFlow version : 2.0.0\n",
-      "  Keras version      : 2.2.4-tf\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import tensorflow as tf\n",
     "from tensorflow import keras\n",
@@ -70,20 +57,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dataset \"set-48x48-L\" is loaded. (913.9 Mo)\n",
-      "\n",
-      "CPU times: user 44 ms, sys: 1.07 s, total: 1.12 s\n",
-      "Wall time: 9.81 s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "\n",
@@ -481,727 +457,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "%load_ext tensorboard"
+    "!kill $(ps ax | grep 'tensorboard --port 18529' | grep -v grep | awk '{print $1}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "      <iframe id=\"tensorboard-frame-dd6f237cba6393af\" width=\"100%\" height=\"800\" frameborder=\"0\">\n",
-       "      </iframe>\n",
-       "      <script>\n",
-       "        (function() {\n",
-       "          const frame = document.getElementById(\"tensorboard-frame-dd6f237cba6393af\");\n",
-       "          const url = new URL(\"/\", window.location);\n",
-       "          url.port = 6007;\n",
-       "          frame.src = url;\n",
-       "        })();\n",
-       "      </script>\n",
-       "  "
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%tensorboard --logdir ./run/logs"
+    "%load_ext tensorboard"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   PID TTY      STAT   TIME COMMAND\n",
-      "     1 ?        Ss     0:06 /sbin/init\n",
-      "     2 ?        S      0:00 [kthreadd]\n",
-      "     3 ?        S      0:01 [ksoftirqd/0]\n",
-      "     5 ?        S<     0:00 [kworker/0:0H]\n",
-      "     8 ?        S      0:05 [rcu_sched]\n",
-      "     9 ?        S      0:00 [rcu_bh]\n",
-      "    10 ?        S      0:02 [migration/0]\n",
-      "    11 ?        S<     0:00 [lru-add-drain]\n",
-      "    12 ?        S      0:00 [watchdog/0]\n",
-      "    13 ?        S      0:00 [cpuhp/0]\n",
-      "    14 ?        S      0:00 [cpuhp/1]\n",
-      "    15 ?        S      0:00 [watchdog/1]\n",
-      "    16 ?        S      0:02 [migration/1]\n",
-      "    17 ?        S      0:00 [ksoftirqd/1]\n",
-      "    20 ?        S      0:00 [kworker/u578:0]\n",
-      "    21 ?        S      0:00 [cpuhp/2]\n",
-      "    22 ?        S      0:00 [watchdog/2]\n",
-      "    23 ?        S      0:02 [migration/2]\n",
-      "    24 ?        S      0:00 [ksoftirqd/2]\n",
-      "    27 ?        S      0:00 [cpuhp/3]\n",
-      "    28 ?        S      0:00 [watchdog/3]\n",
-      "    29 ?        S      0:02 [migration/3]\n",
-      "    30 ?        S      0:00 [ksoftirqd/3]\n",
-      "    32 ?        S<     0:00 [kworker/3:0H]\n",
-      "    33 ?        S      0:00 [cpuhp/4]\n",
-      "    34 ?        S      0:00 [watchdog/4]\n",
-      "    35 ?        S      0:02 [migration/4]\n",
-      "    36 ?        S      0:00 [ksoftirqd/4]\n",
-      "    38 ?        S<     0:00 [kworker/4:0H]\n",
-      "    39 ?        S      0:00 [cpuhp/5]\n",
-      "    40 ?        S      0:00 [watchdog/5]\n",
-      "    41 ?        S      0:02 [migration/5]\n",
-      "    42 ?        S      0:00 [ksoftirqd/5]\n",
-      "    45 ?        S      0:00 [cpuhp/6]\n",
-      "    46 ?        S      0:00 [watchdog/6]\n",
-      "    47 ?        S      0:02 [migration/6]\n",
-      "    48 ?        S      0:00 [ksoftirqd/6]\n",
-      "    50 ?        S<     0:00 [kworker/6:0H]\n",
-      "    51 ?        S      0:00 [cpuhp/7]\n",
-      "    52 ?        S      0:00 [watchdog/7]\n",
-      "    53 ?        S      0:02 [migration/7]\n",
-      "    54 ?        S      0:00 [ksoftirqd/7]\n",
-      "    56 ?        S<     0:00 [kworker/7:0H]\n",
-      "    57 ?        S      0:00 [cpuhp/8]\n",
-      "    58 ?        S      0:00 [watchdog/8]\n",
-      "    59 ?        S      0:02 [migration/8]\n",
-      "    60 ?        S      0:00 [ksoftirqd/8]\n",
-      "    62 ?        S<     0:00 [kworker/8:0H]\n",
-      "    63 ?        S      0:00 [cpuhp/9]\n",
-      "    64 ?        S      0:00 [watchdog/9]\n",
-      "    65 ?        S      0:02 [migration/9]\n",
-      "    66 ?        S      0:00 [ksoftirqd/9]\n",
-      "    69 ?        S      0:00 [cpuhp/10]\n",
-      "    70 ?        S      0:00 [watchdog/10]\n",
-      "    71 ?        S      0:02 [migration/10]\n",
-      "    72 ?        S      0:00 [ksoftirqd/10]\n",
-      "    74 ?        S<     0:00 [kworker/10:0H]\n",
-      "    75 ?        S      0:00 [cpuhp/11]\n",
-      "    76 ?        S      0:00 [watchdog/11]\n",
-      "    77 ?        S      0:02 [migration/11]\n",
-      "    78 ?        S      0:00 [ksoftirqd/11]\n",
-      "    80 ?        S<     0:00 [kworker/11:0H]\n",
-      "    81 ?        S      0:00 [cpuhp/12]\n",
-      "    82 ?        S      0:00 [watchdog/12]\n",
-      "    83 ?        S      0:02 [migration/12]\n",
-      "    84 ?        S      0:00 [ksoftirqd/12]\n",
-      "    86 ?        S<     0:00 [kworker/12:0H]\n",
-      "    87 ?        S      0:00 [cpuhp/13]\n",
-      "    88 ?        S      0:00 [watchdog/13]\n",
-      "    89 ?        S      0:02 [migration/13]\n",
-      "    90 ?        S      0:00 [ksoftirqd/13]\n",
-      "    92 ?        S<     0:00 [kworker/13:0H]\n",
-      "    93 ?        S      0:00 [cpuhp/14]\n",
-      "    94 ?        S      0:00 [watchdog/14]\n",
-      "    95 ?        S      0:02 [migration/14]\n",
-      "    96 ?        S      0:00 [ksoftirqd/14]\n",
-      "    98 ?        S<     0:00 [kworker/14:0H]\n",
-      "    99 ?        S      0:00 [cpuhp/15]\n",
-      "   100 ?        S      0:00 [watchdog/15]\n",
-      "   101 ?        S      0:02 [migration/15]\n",
-      "   102 ?        S      0:00 [ksoftirqd/15]\n",
-      "   104 ?        S<     0:00 [kworker/15:0H]\n",
-      "   105 ?        S      0:00 [cpuhp/16]\n",
-      "   106 ?        S      0:00 [watchdog/16]\n",
-      "   107 ?        S      0:02 [migration/16]\n",
-      "   108 ?        S      0:00 [ksoftirqd/16]\n",
-      "   110 ?        S<     0:00 [kworker/16:0H]\n",
-      "   111 ?        S      0:00 [cpuhp/17]\n",
-      "   112 ?        S      0:00 [watchdog/17]\n",
-      "   113 ?        S      0:02 [migration/17]\n",
-      "   114 ?        S      0:00 [ksoftirqd/17]\n",
-      "   116 ?        S<     0:00 [kworker/17:0H]\n",
-      "   117 ?        S      0:00 [cpuhp/18]\n",
-      "   118 ?        S      0:00 [watchdog/18]\n",
-      "   119 ?        S      0:02 [migration/18]\n",
-      "   120 ?        S      0:00 [ksoftirqd/18]\n",
-      "   122 ?        S<     0:00 [kworker/18:0H]\n",
-      "   123 ?        S      0:00 [cpuhp/19]\n",
-      "   124 ?        S      0:00 [watchdog/19]\n",
-      "   125 ?        S      0:02 [migration/19]\n",
-      "   126 ?        S      0:00 [ksoftirqd/19]\n",
-      "   128 ?        S<     0:00 [kworker/19:0H]\n",
-      "   129 ?        S      0:00 [cpuhp/20]\n",
-      "   130 ?        S      0:00 [watchdog/20]\n",
-      "   131 ?        S      0:02 [migration/20]\n",
-      "   132 ?        S      0:00 [ksoftirqd/20]\n",
-      "   134 ?        S<     0:00 [kworker/20:0H]\n",
-      "   135 ?        S      0:00 [cpuhp/21]\n",
-      "   136 ?        S      0:00 [watchdog/21]\n",
-      "   137 ?        S      0:02 [migration/21]\n",
-      "   138 ?        S      0:00 [ksoftirqd/21]\n",
-      "   140 ?        S<     0:00 [kworker/21:0H]\n",
-      "   141 ?        S      0:00 [cpuhp/22]\n",
-      "   142 ?        S      0:00 [watchdog/22]\n",
-      "   143 ?        S      0:02 [migration/22]\n",
-      "   144 ?        S      0:00 [ksoftirqd/22]\n",
-      "   147 ?        S      0:00 [cpuhp/23]\n",
-      "   148 ?        S      0:00 [watchdog/23]\n",
-      "   149 ?        S      0:02 [migration/23]\n",
-      "   150 ?        S      0:00 [ksoftirqd/23]\n",
-      "   152 ?        S<     0:00 [kworker/23:0H]\n",
-      "   153 ?        S      0:00 [cpuhp/24]\n",
-      "   154 ?        S      0:00 [watchdog/24]\n",
-      "   155 ?        S      0:02 [migration/24]\n",
-      "   156 ?        S      0:00 [ksoftirqd/24]\n",
-      "   158 ?        S<     0:00 [kworker/24:0H]\n",
-      "   159 ?        S      0:00 [cpuhp/25]\n",
-      "   160 ?        S      0:00 [watchdog/25]\n",
-      "   161 ?        S      0:02 [migration/25]\n",
-      "   162 ?        S      0:00 [ksoftirqd/25]\n",
-      "   164 ?        S<     0:00 [kworker/25:0H]\n",
-      "   165 ?        S      0:00 [cpuhp/26]\n",
-      "   166 ?        S      0:00 [watchdog/26]\n",
-      "   167 ?        S      0:02 [migration/26]\n",
-      "   168 ?        S      0:00 [ksoftirqd/26]\n",
-      "   170 ?        S<     0:00 [kworker/26:0H]\n",
-      "   171 ?        S      0:00 [cpuhp/27]\n",
-      "   172 ?        S      0:00 [watchdog/27]\n",
-      "   173 ?        S      0:02 [migration/27]\n",
-      "   174 ?        S      0:00 [ksoftirqd/27]\n",
-      "   176 ?        S<     0:00 [kworker/27:0H]\n",
-      "   177 ?        S      0:00 [cpuhp/28]\n",
-      "   178 ?        S      0:00 [watchdog/28]\n",
-      "   179 ?        S      0:02 [migration/28]\n",
-      "   180 ?        S      0:00 [ksoftirqd/28]\n",
-      "   182 ?        S<     0:00 [kworker/28:0H]\n",
-      "   183 ?        S      0:00 [cpuhp/29]\n",
-      "   184 ?        S      0:00 [watchdog/29]\n",
-      "   185 ?        S      0:02 [migration/29]\n",
-      "   186 ?        S      0:00 [ksoftirqd/29]\n",
-      "   188 ?        S<     0:00 [kworker/29:0H]\n",
-      "   189 ?        S      0:00 [cpuhp/30]\n",
-      "   190 ?        S      0:00 [watchdog/30]\n",
-      "   191 ?        S      0:02 [migration/30]\n",
-      "   192 ?        S      0:00 [ksoftirqd/30]\n",
-      "   193 ?        S      0:00 [kworker/30:0]\n",
-      "   194 ?        S<     0:00 [kworker/30:0H]\n",
-      "   195 ?        S      0:00 [cpuhp/31]\n",
-      "   196 ?        S      0:00 [watchdog/31]\n",
-      "   197 ?        S      0:02 [migration/31]\n",
-      "   198 ?        S      0:00 [ksoftirqd/31]\n",
-      "   200 ?        S<     0:00 [kworker/31:0H]\n",
-      "   201 ?        S      0:00 [cpuhp/32]\n",
-      "   202 ?        S      0:00 [watchdog/32]\n",
-      "   203 ?        S      0:00 [migration/32]\n",
-      "   204 ?        S      0:00 [ksoftirqd/32]\n",
-      "   206 ?        S<     0:00 [kworker/32:0H]\n",
-      "   207 ?        S      0:00 [cpuhp/33]\n",
-      "   208 ?        S      0:00 [watchdog/33]\n",
-      "   209 ?        S      0:00 [migration/33]\n",
-      "   210 ?        S      0:00 [ksoftirqd/33]\n",
-      "   211 ?        S      0:00 [kworker/33:0]\n",
-      "   212 ?        S<     0:00 [kworker/33:0H]\n",
-      "   213 ?        S      0:00 [cpuhp/34]\n",
-      "   214 ?        S      0:00 [watchdog/34]\n",
-      "   215 ?        S      0:00 [migration/34]\n",
-      "   216 ?        S      0:00 [ksoftirqd/34]\n",
-      "   217 ?        S      0:00 [kworker/34:0]\n",
-      "   218 ?        S<     0:00 [kworker/34:0H]\n",
-      "   219 ?        S      0:00 [cpuhp/35]\n",
-      "   220 ?        S      0:00 [watchdog/35]\n",
-      "   221 ?        S      0:00 [migration/35]\n",
-      "   222 ?        S      0:00 [ksoftirqd/35]\n",
-      "   224 ?        S<     0:00 [kworker/35:0H]\n",
-      "   225 ?        S      0:00 [cpuhp/36]\n",
-      "   226 ?        S      0:00 [watchdog/36]\n",
-      "   227 ?        S      0:00 [migration/36]\n",
-      "   228 ?        S      0:00 [ksoftirqd/36]\n",
-      "   229 ?        S      0:00 [kworker/36:0]\n",
-      "   230 ?        S<     0:00 [kworker/36:0H]\n",
-      "   231 ?        S      0:00 [cpuhp/37]\n",
-      "   232 ?        S      0:00 [watchdog/37]\n",
-      "   233 ?        S      0:00 [migration/37]\n",
-      "   234 ?        S      0:00 [ksoftirqd/37]\n",
-      "   236 ?        S<     0:00 [kworker/37:0H]\n",
-      "   237 ?        S      0:00 [cpuhp/38]\n",
-      "   238 ?        S      0:00 [watchdog/38]\n",
-      "   239 ?        S      0:00 [migration/38]\n",
-      "   240 ?        S      0:00 [ksoftirqd/38]\n",
-      "   241 ?        S      0:00 [kworker/38:0]\n",
-      "   242 ?        S<     0:00 [kworker/38:0H]\n",
-      "   243 ?        S      0:00 [cpuhp/39]\n",
-      "   244 ?        S      0:00 [watchdog/39]\n",
-      "   245 ?        S      0:00 [migration/39]\n",
-      "   246 ?        S      0:00 [ksoftirqd/39]\n",
-      "   248 ?        S<     0:00 [kworker/39:0H]\n",
-      "   249 ?        S      0:00 [cpuhp/40]\n",
-      "   250 ?        S      0:00 [watchdog/40]\n",
-      "   251 ?        S      0:00 [migration/40]\n",
-      "   252 ?        S      0:00 [ksoftirqd/40]\n",
-      "   253 ?        S      0:00 [kworker/40:0]\n",
-      "   254 ?        S<     0:00 [kworker/40:0H]\n",
-      "   255 ?        S      0:00 [cpuhp/41]\n",
-      "   256 ?        S      0:00 [watchdog/41]\n",
-      "   257 ?        S      0:00 [migration/41]\n",
-      "   258 ?        S      0:00 [ksoftirqd/41]\n",
-      "   259 ?        S      0:00 [kworker/41:0]\n",
-      "   260 ?        S<     0:00 [kworker/41:0H]\n",
-      "   261 ?        S      0:00 [cpuhp/42]\n",
-      "   262 ?        S      0:00 [watchdog/42]\n",
-      "   263 ?        S      0:00 [migration/42]\n",
-      "   264 ?        S      0:00 [ksoftirqd/42]\n",
-      "   265 ?        S      0:00 [kworker/42:0]\n",
-      "   266 ?        S<     0:00 [kworker/42:0H]\n",
-      "   267 ?        S      0:00 [cpuhp/43]\n",
-      "   268 ?        S      0:00 [watchdog/43]\n",
-      "   269 ?        S      0:00 [migration/43]\n",
-      "   270 ?        S      0:00 [ksoftirqd/43]\n",
-      "   272 ?        S<     0:00 [kworker/43:0H]\n",
-      "   273 ?        S      0:00 [cpuhp/44]\n",
-      "   274 ?        S      0:00 [watchdog/44]\n",
-      "   275 ?        S      0:00 [migration/44]\n",
-      "   276 ?        S      0:00 [ksoftirqd/44]\n",
-      "   277 ?        S      0:00 [kworker/44:0]\n",
-      "   278 ?        S<     0:00 [kworker/44:0H]\n",
-      "   279 ?        S      0:00 [cpuhp/45]\n",
-      "   280 ?        S      0:00 [watchdog/45]\n",
-      "   281 ?        S      0:00 [migration/45]\n",
-      "   282 ?        S      0:00 [ksoftirqd/45]\n",
-      "   284 ?        S<     0:00 [kworker/45:0H]\n",
-      "   285 ?        S      0:00 [cpuhp/46]\n",
-      "   286 ?        S      0:00 [watchdog/46]\n",
-      "   287 ?        S      0:00 [migration/46]\n",
-      "   288 ?        S      0:00 [ksoftirqd/46]\n",
-      "   289 ?        S      0:00 [kworker/46:0]\n",
-      "   290 ?        S<     0:00 [kworker/46:0H]\n",
-      "   291 ?        S      0:00 [cpuhp/47]\n",
-      "   292 ?        S      0:00 [watchdog/47]\n",
-      "   293 ?        S      0:00 [migration/47]\n",
-      "   294 ?        S      0:00 [ksoftirqd/47]\n",
-      "   296 ?        S<     0:00 [kworker/47:0H]\n",
-      "   297 ?        S      0:00 [cpuhp/48]\n",
-      "   298 ?        S      0:00 [watchdog/48]\n",
-      "   299 ?        S      0:00 [migration/48]\n",
-      "   300 ?        S      0:00 [ksoftirqd/48]\n",
-      "   302 ?        S<     0:00 [kworker/48:0H]\n",
-      "   303 ?        S      0:00 [cpuhp/49]\n",
-      "   304 ?        S      0:00 [watchdog/49]\n",
-      "   305 ?        S      0:01 [migration/49]\n",
-      "   306 ?        S      0:00 [ksoftirqd/49]\n",
-      "   308 ?        S<     0:00 [kworker/49:0H]\n",
-      "   309 ?        S      0:00 [cpuhp/50]\n",
-      "   310 ?        S      0:00 [watchdog/50]\n",
-      "   311 ?        S      0:01 [migration/50]\n",
-      "   312 ?        S      0:00 [ksoftirqd/50]\n",
-      "   313 ?        S      0:00 [kworker/50:0]\n",
-      "   314 ?        S<     0:00 [kworker/50:0H]\n",
-      "   315 ?        S      0:00 [cpuhp/51]\n",
-      "   316 ?        S      0:00 [watchdog/51]\n",
-      "   317 ?        S      0:01 [migration/51]\n",
-      "   318 ?        S      0:00 [ksoftirqd/51]\n",
-      "   320 ?        S<     0:00 [kworker/51:0H]\n",
-      "   321 ?        S      0:00 [cpuhp/52]\n",
-      "   322 ?        S      0:00 [watchdog/52]\n",
-      "   323 ?        S      0:01 [migration/52]\n",
-      "   324 ?        S      0:00 [ksoftirqd/52]\n",
-      "   325 ?        S      0:00 [kworker/52:0]\n",
-      "   326 ?        S<     0:00 [kworker/52:0H]\n",
-      "   327 ?        S      0:00 [cpuhp/53]\n",
-      "   328 ?        S      0:00 [watchdog/53]\n",
-      "   329 ?        S      0:01 [migration/53]\n",
-      "   330 ?        S      0:00 [ksoftirqd/53]\n",
-      "   331 ?        S      0:00 [kworker/53:0]\n",
-      "   332 ?        S<     0:00 [kworker/53:0H]\n",
-      "   333 ?        S      0:00 [cpuhp/54]\n",
-      "   334 ?        S      0:00 [watchdog/54]\n",
-      "   335 ?        S      0:01 [migration/54]\n",
-      "   336 ?        S      0:00 [ksoftirqd/54]\n",
-      "   338 ?        S<     0:00 [kworker/54:0H]\n",
-      "   339 ?        S      0:00 [cpuhp/55]\n",
-      "   340 ?        S      0:00 [watchdog/55]\n",
-      "   341 ?        S      0:01 [migration/55]\n",
-      "   342 ?        S      0:00 [ksoftirqd/55]\n",
-      "   344 ?        S<     0:00 [kworker/55:0H]\n",
-      "   345 ?        S      0:00 [cpuhp/56]\n",
-      "   346 ?        S      0:00 [watchdog/56]\n",
-      "   347 ?        S      0:01 [migration/56]\n",
-      "   348 ?        S      0:00 [ksoftirqd/56]\n",
-      "   349 ?        S      0:00 [kworker/56:0]\n",
-      "   350 ?        S<     0:00 [kworker/56:0H]\n",
-      "   351 ?        S      0:00 [cpuhp/57]\n",
-      "   352 ?        S      0:00 [watchdog/57]\n",
-      "   353 ?        S      0:01 [migration/57]\n",
-      "   354 ?        S      0:00 [ksoftirqd/57]\n",
-      "   355 ?        S      0:00 [kworker/57:0]\n",
-      "   356 ?        S<     0:00 [kworker/57:0H]\n",
-      "   357 ?        S      0:00 [cpuhp/58]\n",
-      "   358 ?        S      0:00 [watchdog/58]\n",
-      "   359 ?        S      0:01 [migration/58]\n",
-      "   360 ?        S      0:00 [ksoftirqd/58]\n",
-      "   361 ?        S      0:00 [kworker/58:0]\n",
-      "   362 ?        S<     0:00 [kworker/58:0H]\n",
-      "   363 ?        S      0:00 [cpuhp/59]\n",
-      "   364 ?        S      0:00 [watchdog/59]\n",
-      "   365 ?        S      0:01 [migration/59]\n",
-      "   366 ?        S      0:00 [ksoftirqd/59]\n",
-      "   368 ?        S<     0:00 [kworker/59:0H]\n",
-      "   369 ?        S      0:00 [cpuhp/60]\n",
-      "   370 ?        S      0:00 [watchdog/60]\n",
-      "   371 ?        S      0:02 [migration/60]\n",
-      "   372 ?        S      0:00 [ksoftirqd/60]\n",
-      "   373 ?        S      0:00 [kworker/60:0]\n",
-      "   374 ?        S<     0:00 [kworker/60:0H]\n",
-      "   375 ?        S      0:00 [cpuhp/61]\n",
-      "   376 ?        S      0:00 [watchdog/61]\n",
-      "   377 ?        S      0:02 [migration/61]\n",
-      "   378 ?        S      0:00 [ksoftirqd/61]\n",
-      "   379 ?        S      0:00 [kworker/61:0]\n",
-      "   380 ?        S<     0:00 [kworker/61:0H]\n",
-      "   381 ?        S      0:00 [cpuhp/62]\n",
-      "   382 ?        S      0:00 [watchdog/62]\n",
-      "   383 ?        S      0:02 [migration/62]\n",
-      "   384 ?        S      0:00 [ksoftirqd/62]\n",
-      "   385 ?        S      0:00 [kworker/62:0]\n",
-      "   386 ?        S<     0:00 [kworker/62:0H]\n",
-      "   387 ?        S      0:00 [cpuhp/63]\n",
-      "   388 ?        S      0:00 [watchdog/63]\n",
-      "   389 ?        S      0:02 [migration/63]\n",
-      "   390 ?        S      0:00 [ksoftirqd/63]\n",
-      "   391 ?        S      0:00 [kworker/63:0]\n",
-      "   392 ?        S<     0:00 [kworker/63:0H]\n",
-      "   393 ?        S      0:00 [kdevtmpfs]\n",
-      "   394 ?        S<     0:00 [netns]\n",
-      "   395 ?        S      0:00 [khungtaskd]\n",
-      "   396 ?        S      0:00 [oom_reaper]\n",
-      "   397 ?        S<     0:00 [writeback]\n",
-      "   398 ?        S      0:00 [kcompactd0]\n",
-      "   399 ?        S      0:00 [kcompactd1]\n",
-      "   401 ?        SN     0:00 [ksmd]\n",
-      "   402 ?        SN     0:01 [khugepaged]\n",
-      "   403 ?        S<     0:00 [crypto]\n",
-      "   404 ?        S<     0:00 [kintegrityd]\n",
-      "   405 ?        S<     0:00 [bioset]\n",
-      "   406 ?        S<     0:00 [kblockd]\n",
-      "   415 ?        S      0:00 [kworker/19:1]\n",
-      "   416 ?        S<     0:00 [devfreq_wq]\n",
-      "   417 ?        S<     0:00 [watchdogd]\n",
-      "   418 ?        S      0:00 [kworker/21:1]\n",
-      "   419 ?        S      0:00 [kswapd0]\n",
-      "   420 ?        S      0:00 [kswapd1]\n",
-      "   421 ?        S<     0:00 [vmstat]\n",
-      "   433 ?        S<     0:00 [kthrotld]\n",
-      "   435 ?        S      0:00 [kworker/33:1]\n",
-      "   436 ?        S      0:00 [kworker/63:1]\n",
-      "   437 ?        S<     0:00 [ipv6_addrconf]\n",
-      "   438 ?        S      0:00 [kworker/57:1]\n",
-      "   439 ?        S      0:00 [kworker/34:1]\n",
-      "   443 ?        S      0:00 [kworker/43:1]\n",
-      "   445 ?        S      0:00 [kworker/36:1]\n",
-      "   448 ?        S      0:00 [kworker/49:1]\n",
-      "   449 ?        S      0:00 [kworker/47:1]\n",
-      "   450 ?        S      0:00 [kworker/45:1]\n",
-      "   461 ?        S      0:00 [kworker/51:1]\n",
-      "   464 ?        S      0:00 [kworker/53:1]\n",
-      "   473 ?        S      0:00 [kworker/50:1]\n",
-      "   479 ?        S      0:00 [kworker/56:1]\n",
-      "   481 ?        S      0:00 [kworker/52:1]\n",
-      "   490 ?        S      0:03 [kworker/31:1]\n",
-      "   498 ?        S      0:00 [kworker/35:1]\n",
-      "   500 ?        S      0:00 [kworker/37:1]\n",
-      "   518 ?        S      0:00 [kworker/58:1]\n",
-      "   519 ?        S      0:00 [kworker/59:1]\n",
-      "   520 ?        S      0:00 [kworker/46:1]\n",
-      "   521 ?        S      0:00 [kworker/40:1]\n",
-      "   522 ?        S      0:00 [kworker/38:1]\n",
-      "   525 ?        S      0:00 [kworker/48:1]\n",
-      "   526 ?        S      0:00 [kworker/41:1]\n",
-      "   527 ?        S      0:00 [kworker/39:1]\n",
-      "   528 ?        S      0:00 [kworker/44:1]\n",
-      "   533 ?        S      0:00 [kworker/54:1]\n",
-      "   535 ?        S      0:00 [kworker/55:1]\n",
-      "   569 ?        S      0:00 [kworker/62:1]\n",
-      "   570 ?        S      0:00 [kworker/60:1]\n",
-      "   584 ?        S      0:00 [kworker/32:1]\n",
-      "   585 ?        S      0:00 [kworker/61:1]\n",
-      "   588 ?        S      0:00 [kworker/25:1]\n",
-      "   590 ?        S<     0:00 [i40e]\n",
-      "   599 ?        S<     0:00 [ata_sff]\n",
-      "   614 ?        S      0:00 [kworker/54:2]\n",
-      "   619 ?        S      0:00 [scsi_eh_0]\n",
-      "   620 ?        S<     0:00 [scsi_tmf_0]\n",
-      "   621 ?        S      0:00 [scsi_eh_1]\n",
-      "   622 ?        S<     0:00 [scsi_tmf_1]\n",
-      "   625 ?        S      0:00 [scsi_eh_2]\n",
-      "   626 ?        S<     0:00 [scsi_tmf_2]\n",
-      "   627 ?        S      0:00 [scsi_eh_3]\n",
-      "   628 ?        S<     0:00 [scsi_tmf_3]\n",
-      "   629 ?        S      0:00 [scsi_eh_4]\n",
-      "   630 ?        S<     0:00 [scsi_tmf_4]\n",
-      "   635 ?        S<     0:00 [bioset]\n",
-      "   636 ?        S<     0:00 [bioset]\n",
-      "   639 ?        S<     0:01 [kworker/12:1H]\n",
-      "   703 ?        S<     0:00 [kworker/61:1H]\n",
-      "   714 ?        S<     0:00 [kworker/u579:0]\n",
-      "   715 ?        S<     0:00 [kworker/u580:0]\n",
-      "   716 ?        S<     0:00 [kworker/u581:0]\n",
-      "   727 ?        S      0:00 [jbd2/sda2-8]\n",
-      "   728 ?        S<     0:00 [ext4-rsv-conver]\n",
-      "   733 ?        S<     0:00 [kworker/57:1H]\n",
-      "   737 ?        S<     0:00 [kworker/29:1H]\n",
-      "   741 ?        S<     0:00 [kworker/33:1H]\n",
-      "   745 ?        S<     0:00 [kworker/63:1H]\n",
-      "   746 ?        S      0:00 [jbd2/sda4-8]\n",
-      "   747 ?        S<     0:00 [ext4-rsv-conver]\n",
-      "   754 ?        S<     0:00 [kworker/39:1H]\n",
-      "   756 ?        S<     0:00 [kworker/41:1H]\n",
-      "   775 ?        S<     0:00 [kworker/53:1H]\n",
-      "   776 ?        S<     0:00 [kworker/18:1H]\n",
-      "   777 ?        S<     0:00 [kworker/2:1H]\n",
-      "   780 ?        S<     0:00 [rpciod]\n",
-      "   781 ?        S<     0:00 [xprtiod]\n",
-      "   789 ?        S<     0:09 [kworker/7:1H]\n",
-      "   796 ?        Ss     0:40 /lib/systemd/systemd-journald\n",
-      "   798 ?        S<     0:00 [kworker/35:1H]\n",
-      "   800 ?        S<     0:00 [kworker/37:1H]\n",
-      "   813 ?        S<     0:00 [kworker/43:1H]\n",
-      "   817 ?        S<     0:00 [kworker/45:1H]\n",
-      "   820 ?        S<     0:00 [kworker/17:1H]\n",
-      "   821 ?        S      0:00 [kworker/45:2]\n",
-      "   823 ?        S<     0:00 [bnx2x]\n",
-      "   824 ?        S<     0:00 [bnx2x_iov]\n",
-      "   825 ?        S      0:00 [kworker/37:2]\n",
-      "   827 ?        S<     0:00 [ib-comp-wq]\n",
-      "   828 ?        S<     0:00 [ib_addr]\n",
-      "   829 ?        S<     0:00 [ib_mcast]\n",
-      "   830 ?        S<     0:00 [ib_nl_sa_wq]\n",
-      "   831 ?        S<     0:00 [ib_cm]\n",
-      "   832 ?        S<     0:00 [iw_cm_wq]\n",
-      "   833 ?        S<     0:00 [rdma_cm]\n",
-      "   834 ?        S<     0:00 [ipoib_flush]\n",
-      "   835 ?        S<     0:00 [srp_remove]\n",
-      "   836 ?        S      0:00 [kworker/43:2]\n",
-      "   838 ?        S      0:00 [kauditd]\n",
-      "   841 ?        S<     0:00 [kworker/32:1H]\n",
-      "   843 ?        S      0:00 [kworker/32:2]\n",
-      "   851 ?        Ss     0:01 /lib/systemd/systemd-udevd\n",
-      "   852 ?        S<     0:00 [kworker/31:1H]\n",
-      "   955 ?        S<     0:00 [kworker/25:1H]\n",
-      "   956 ?        S<     0:03 [kworker/1:1H]\n",
-      "   992 ?        S<     0:00 [kworker/47:1H]\n",
-      "   998 ?        S<     0:00 [kworker/42:1H]\n",
-      "  1013 ?        S<     0:00 [kworker/40:1H]\n",
-      "  1020 ?        S<     0:00 [kworker/22:1H]\n",
-      "  1021 ?        S      0:00 [irq/217-mei_me]\n",
-      "  1022 ?        S<     0:00 [kworker/21:1H]\n",
-      "  1032 ?        S<     0:00 [ttm_swap]\n",
-      "  1037 ?        S      0:00 [irq/235-hfi1_0 ]\n",
-      "  1038 ?        S      0:00 [irq/236-hfi1_0 ]\n",
-      "  1039 ?        S      0:00 [irq/237-hfi1_0 ]\n",
-      "  1040 ?        S<     0:00 [kworker/27:1H]\n",
-      "  1053 ?        S<     0:00 [hfi1_update_cnt]\n",
-      "  1104 ?        S<     0:00 [kworker/54:1H]\n",
-      "  1111 ?        S      0:00 [jbd2/sda3-8]\n",
-      "  1112 ?        S<     0:00 [ext4-rsv-conver]\n",
-      "  1136 ?        S      0:00 [jbd2/sda5-8]\n",
-      "  1137 ?        S<     0:00 [ext4-rsv-conver]\n",
-      "  1141 ?        S<     0:00 [kworker/51:1H]\n",
-      "  1143 ?        S      0:00 [kworker/51:2]\n",
-      "  1147 ?        S      0:00 [kworker/21:2]\n",
-      "  1153 ?        S      0:00 [kworker/17:2]\n",
-      "  1156 ?        S<     0:00 [kworker/44:1H]\n",
-      "  1168 ?        Ss     0:00 /sbin/rpcbind -f -w\n",
-      "  1170 ?        S<     0:00 [kworker/49:1H]\n",
-      "  1172 ?        Ssl    0:09 /usr/sbin/rsyslogd -n\n",
-      "  1173 ?        S<     0:00 [kworker/19:1H]\n",
-      "  1177 ?        S<     0:00 [kworker/55:1H]\n",
-      "  1179 ?        Ss     0:00 /usr/sbin/rdma-ndd\n",
-      "  1181 ?        Ss     0:00 /usr/sbin/cron -f\n",
-      "  1182 ?        S<     0:00 [kworker/23:1H]\n",
-      "  1183 ?        Ss     0:21 /usr/sbin/irqbalance --foreground --hintpolicy=exact\n",
-      "  1186 ?        Ssl    0:00 /usr/sbin/nscd\n",
-      "  1188 ?        S<     0:00 [kworker/56:1H]\n",
-      "  1189 ?        S<     0:00 [kworker/46:1H]\n",
-      "  1200 ?        S      0:00 [nvidia-modeset]\n",
-      "  1213 ?        S      0:00 [kworker/48:2]\n",
-      "  1217 ?        S<     0:00 [hfi1_cq0]\n",
-      "  1218 ?        S<     0:00 [ib_mad1]\n",
-      "  1219 ?        S<     0:00 [ipoib_wq]\n",
-      "  1225 ?        S<     0:00 [edac-poller]\n",
-      "  1233 ?        S<     0:00 [kworker/50:1H]\n",
-      "  1310 ?        S      0:00 /usr/sbin/nullmailer-send --daemon\n",
-      "  1341 ?        S      0:00 [kworker/42:2]\n",
-      "  1404 ?        S      0:00 [kworker/49:2]\n",
-      "  1406 ?        S      0:00 [kworker/19:2]\n",
-      "  1412 ?        S      0:00 [kworker/47:2]\n",
-      "  1415 ?        S<     0:00 [kworker/59:1H]\n",
-      "  1478 ?        Ssl    0:00 /opt/beegfs/sbin/beegfs-helperd cfgFile=/etc/beegfs/\n",
-      "  1579 ?        Ss     0:00 /usr/sbin/sshd -D\n",
-      "  1585 ?        S<     0:00 [beegfs/flush]\n",
-      "  1587 ?        S<     0:00 [beegfs-rwPgWQ]\n",
-      "  1611 ?        S      0:00 [beegfs_DGramLis]\n",
-      "  1612 ?        S      0:00 [beegfs_XNodeSyn]\n",
-      "  1613 ?        S      0:00 [beegfs_AckMgr]\n",
-      "  1614 ?        S      0:00 [beegfs_Flusher]\n",
-      "  1642 ?        S      0:00 [kworker/25:2]\n",
-      "  1689 ?        S<     0:00 [nfsiod]\n",
-      "  1707 ?        Ss     0:00 /sbin/rpc.statd --no-notify\n",
-      "  1728 ?        S<     0:00 [kworker/48:1H]\n",
-      "  1730 ?        S      0:00 [kworker/35:2]\n",
-      "  1734 ?        S      0:00 [lockd]\n",
-      "  1741 ?        S<     0:00 [kworker/52:1H]\n",
-      "  1747 ?        S<     0:00 [kworker/60:1H]\n",
-      "  1763 ?        S<     0:00 [kworker/36:1H]\n",
-      "  1766 ?        S<     0:00 [kworker/28:1H]\n",
-      "  1773 ?        S<     0:01 [kworker/14:1H]\n",
-      "  1789 ?        S      0:00 [kworker/55:2]\n",
-      "  1804 ?        S      0:00 [kworker/39:2]\n",
-      "  1809 ?        S<     0:00 [kworker/34:1H]\n",
-      "  1818 ?        S<     0:00 [kworker/38:1H]\n",
-      "  1850 ttyS0    Ss+    0:00 /sbin/agetty --keep-baud 115200,38400,9600 ttyS0 vt2\n",
-      "  1871 tty6     Ss+    0:00 /sbin/agetty --noclear tty6 linux\n",
-      "  1872 tty2     Ss+    0:00 /sbin/agetty --noclear tty2 linux\n",
-      "  1873 ?        S<s    0:00 /usr/sbin/sshd -f /etc/oar/sshd_config -o PidFile=/v\n",
-      "  1883 tty5     Ss+    0:00 /sbin/agetty --noclear tty5 linux\n",
-      "  1889 tty4     Ss+    0:00 /sbin/agetty --noclear tty4 linux\n",
-      "  1890 ?        Ssl    0:01 /usr/sbin/ntpd -p /var/run/ntpd.pid -g -u 106:110\n",
-      "  1904 tty1     Ss+    0:00 /sbin/agetty --noclear tty1 linux\n",
-      "  1912 tty3     Ss+    0:00 /sbin/agetty --noclear tty3 linux\n",
-      "  2326 ?        S      0:00 [kworker/59:2]\n",
-      "  2367 ?        S<     0:00 [kworker/58:1H]\n",
-      "  2386 ?        S<     0:00 [kworker/62:1H]\n",
-      "  2421 ?        Ss     0:15 /bin/bash /usr/local/sbin/criu-daemon\n",
-      "  2451 ?        S      0:00 socat unix-listen:/var/lib/nix/socket,mode=666,fork \n",
-      "  2456 ?        Sl     1:39 /applis/site/colmet/bin/python3 /applis/site/colmet/\n",
-      "  2458 ?        S      0:00 [kworker/23:2]\n",
-      " 29475 ?        S      0:00 [UVM global queu]\n",
-      " 29476 ?        S      0:00 [UVM Tools Event]\n",
-      " 42677 ?        S<     0:00 [kworker/22:2H]\n",
-      " 43923 ?        S<     0:00 [kworker/9:2H]\n",
-      " 45250 ?        S<     0:01 [kworker/11:2H]\n",
-      " 45363 ?        S      0:00 [kworker/29:2]\n",
-      " 45364 ?        S      0:00 [kworker/23:1]\n",
-      " 45366 ?        S      0:03 [kworker/31:2]\n",
-      " 45367 ?        S      0:00 [kworker/27:2]\n",
-      " 45406 ?        S      0:00 [kworker/28:1]\n",
-      " 45407 ?        S      0:00 [kworker/22:1]\n",
-      " 45409 ?        S      0:00 [kworker/26:1]\n",
-      " 45415 ?        S<     0:00 [kworker/30:2H]\n",
-      " 45421 ?        S<     0:01 [kworker/13:2H]\n",
-      " 45433 ?        S<     0:00 [kworker/26:2H]\n",
-      " 48290 ?        S      0:00 [kworker/u577:0]\n",
-      " 49750 ?        S      0:00 [kworker/27:1]\n",
-      " 50595 ?        S      0:01 [kworker/16:0]\n",
-      " 50830 ?        S     14:16 [kworker/14:0]\n",
-      " 51005 ?        S<     0:01 [kworker/8:2H]\n",
-      " 51317 ?        S<     0:00 [kworker/9:1H]\n",
-      " 52395 ?        S      0:00 [kworker/17:1]\n",
-      " 52398 ?        S      0:00 [kworker/24:0]\n",
-      " 62504 ?        S<     0:04 [kworker/5:2H]\n",
-      " 63693 ?        S      0:00 [kworker/29:1]\n",
-      " 63913 ?        S      0:00 perl - 5293466 OAREXEC\n",
-      " 63914 ?        S<s    0:00 sshd: oar [priv]\n",
-      " 63916 ?        S      0:00 sshd: oar@pts/1\n",
-      " 63917 pts/1    Ss     0:00 bash --noprofile --norc -c if [ \"a$TERM\" == \"a\" ] ||\n",
-      " 63941 pts/1    S      0:00 -bash\n",
-      " 64374 pts/1    Sl+    0:12 /home/lguensar/.conda/envs/myDL/bin/python /home/lgu\n",
-      " 64375 ?        S      0:00 [kworker/11:0]\n",
-      " 64376 ?        S      0:00 [kworker/13:1]\n",
-      " 69093 ?        S<     0:04 [kworker/5:1H]\n",
-      " 73121 ?        Rsl  1428:14 /home/lguensar/.conda/envs/myDL/bin/python -m ipyke\n",
-      " 73158 ?        S      0:00 [kworker/15:2]\n",
-      " 73167 ?        S      0:00 [kworker/9:2]\n",
-      " 73179 ?        S      0:00 [kworker/8:0]\n",
-      " 73210 ?        S      0:00 /home/lguensar/.conda/envs/myDL/bin/python -c from m\n",
-      " 73392 ?        S<     0:03 [kworker/3:2H]\n",
-      " 73451 ?        S      0:00 [kworker/10:1]\n",
-      " 75137 ?        S      0:00 [kworker/12:0]\n",
-      " 75728 ?        S<     0:00 [kworker/1:2H]\n",
-      " 75832 ?        S<     0:01 [kworker/2:0H]\n",
-      " 75866 ?        S<     0:01 [kworker/4:2H]\n",
-      " 77318 ?        S      0:00 [kworker/u576:1]\n",
-      " 77909 ?        S      0:00 [kworker/28:0]\n",
-      " 77911 ?        S      0:00 [kworker/16:1]\n",
-      " 77912 ?        S      0:00 [kworker/30:2]\n",
-      " 77913 ?        S      0:00 [kworker/18:2]\n",
-      " 77915 ?        S      0:00 [kworker/20:1]\n",
-      " 77923 ?        S      0:00 [kworker/24:2]\n",
-      " 77924 ?        S      0:00 [kworker/14:1]\n",
-      " 77926 ?        S      0:00 [kworker/22:2]\n",
-      " 77935 ?        S<     0:00 [kworker/20:2H]\n",
-      " 77936 ?        S<     0:00 [kworker/16:2H]\n",
-      " 78042 ?        S<     0:00 [kworker/10:2H]\n",
-      " 78256 ?        S      0:00 [kworker/11:2]\n",
-      " 78257 ?        S      0:00 [kworker/15:1]\n",
-      " 78263 ?        S      0:00 [kworker/9:1]\n",
-      " 78264 ?        S<     0:00 [kworker/15:2H]\n",
-      " 78265 ?        S      0:00 [kworker/13:2]\n",
-      " 78272 ?        S      0:26 [irq/239-nvidia]\n",
-      " 78273 ?        S      0:00 [nvidia]\n",
-      " 78277 ?        S      0:00 [irq/240-nvidia]\n",
-      " 78278 ?        S      0:00 [nvidia]\n",
-      " 78280 ?        S      0:00 [irq/241-nvidia]\n",
-      " 78281 ?        S      0:00 [nvidia]\n",
-      " 78287 ?        S      0:00 [UVM GPU2 BH]\n",
-      " 78288 ?        S      0:00 [UVM GPU2 KC]\n",
-      " 78289 ?        S      0:00 [UVM GPU3 BH]\n",
-      " 78290 ?        S      0:00 [UVM GPU3 KC]\n",
-      " 78291 ?        S      0:00 [UVM GPU4 BH]\n",
-      " 78292 ?        S      0:00 [UVM GPU4 KC]\n",
-      " 78342 ?        S<     0:00 [kworker/24:2H]\n",
-      " 80780 ?        S      0:00 [kworker/5:0]\n",
-      " 81835 ?        S      0:00 [kworker/4:2]\n",
-      " 81837 ?        S      0:00 [kworker/0:1]\n",
-      " 81846 ?        S      0:00 [kworker/1:1]\n",
-      " 81853 ?        S<     0:00 [kworker/6:2H]\n",
-      " 81871 ?        S<     0:00 [kworker/0:1H]\n",
-      " 82295 ?        S      0:00 [kworker/u576:2]\n",
-      " 85555 ?        S      0:00 [kworker/10:2]\n",
-      " 86147 ?        S      0:00 [kworker/7:0]\n",
-      " 86158 ?        S      0:00 [kworker/2:2]\n",
-      " 86160 ?        S      0:00 [kworker/6:1]\n",
-      " 87421 ?        S      0:00 [kworker/20:0]\n",
-      " 88188 ?        S      0:00 [kworker/u578:1]\n",
-      " 88402 ?        S      0:00 [kworker/u577:1]\n",
-      " 88420 ?        S      0:00 [kworker/18:0]\n",
-      " 88427 ?        S      0:00 [kworker/3:2]\n",
-      " 89696 ?        S      0:00 perl - 5293628 OAREXEC\n",
-      " 89697 ?        S<s    0:00 sshd: oar [priv]\n",
-      " 89699 ?        S      0:00 sshd: oar@pts/0\n",
-      " 89700 pts/0    Ss     0:00 bash --noprofile --norc -c if [ \"a$TERM\" == \"a\" ] ||\n",
-      " 89724 pts/0    S      0:00 -bash\n",
-      " 89810 pts/0    S+     0:00 -bash\n",
-      " 89818 ?        S      0:00 [kworker/5:1]\n",
-      " 89840 pts/0    Sl+    0:05 /home/paroutyj/.conda/envs/deeplearning2/bin/python3\n",
-      " 89841 ?        S      0:00 [kworker/1:0]\n",
-      " 89847 ?        S      0:00 [kworker/3:0]\n",
-      " 89890 ?        Ssl    1:29 /home/paroutyj/.conda/envs/deeplearning2/bin/python \n",
-      " 89893 ?        Ssl    0:00 /home/paroutyj/.conda/envs/deeplearning2/bin/python \n",
-      " 89923 ?        S      0:00 [kworker/7:1]\n",
-      " 89994 ?        S      0:00 [kworker/0:2]\n",
-      " 90001 ?        S      0:00 [kworker/6:2]\n",
-      " 90002 ?        S      0:00 [kworker/2:0]\n",
-      " 90003 ?        S      0:00 [kworker/4:1]\n",
-      " 90089 ?        S      0:00 [irq/238-nvidia]\n",
-      " 90090 ?        S      0:00 [nvidia]\n",
-      " 90092 ?        S      0:00 [UVM GPU1 BH]\n",
-      " 90093 ?        S      0:00 [UVM GPU1 KC]\n",
-      " 93148 ?        S      0:00 [kworker/12:1]\n",
-      " 93570 ?        S      0:00 [kworker/8:1]\n",
-      " 94305 ?        S      0:00 [kworker/26:2]\n",
-      " 95107 ?        Sl     0:03 /home/paroutyj/.conda/envs/deeplearning2/bin/python3\n",
-      " 95230 pts/2    Ss+    0:00 /bin/sh -c ps ax\n",
-      " 95235 ?        S      0:00 sleep 2\n",
-      " 95236 pts/2    R+     0:00 ps ax\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "!ps ax"
+    "%tensorboard --host 0.0.0.0 --port 18529 --logdir ./run/logs"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,