From aefc9c1a4b9912cd8776ec5fb0cd206716db999e Mon Sep 17 00:00:00 2001
From: aaronspring <aaron.spring@mpimet.mpg.de>
Date: Thu, 26 Aug 2021 18:20:50 +0200
Subject: [PATCH] 1km in 2min

---
 notebooks/plotting_ICON_fast.ipynb | 116 +++++++++++++++++++++--------
 1 file changed, 86 insertions(+), 30 deletions(-)

diff --git a/notebooks/plotting_ICON_fast.ipynb b/notebooks/plotting_ICON_fast.ipynb
index a8fd675..7d1a352 100644
--- a/notebooks/plotting_ICON_fast.ipynb
+++ b/notebooks/plotting_ICON_fast.ipynb
@@ -4354,7 +4354,7 @@
        "                    position: absolute;\"> </div>\n",
        "                <div style=\"margin-left: 48px;\">\n",
        "                    <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ee1e908a-0687-11ec-98d4-0800383c91a9</p>\n",
+       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-24a4e387-0689-11ec-9a0e-0800383d2ca5</p>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                    \n",
        "                <tr>\n",
@@ -4385,7 +4385,7 @@
        "                    position: absolute;\"> </div>\n",
        "                <div style=\"margin-left: 48px;\">\n",
        "                    <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e473a11a</p>\n",
+       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">35ffd153</p>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                    \n",
        "            <tr>\n",
@@ -4426,10 +4426,10 @@
        "                    position: absolute;\"> </div>\n",
        "                <div style=\"margin-left: 48px;\">\n",
        "                    <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-6f487c7a-bd94-4a77-a6b8-efd068d7a5a2</p>\n",
+       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2cd87475-5fac-480c-980b-6ccf14ff2ec0</p>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm:</strong> inproc://10.50.40.215/6356/1</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm:</strong> inproc://10.50.39.250/6670/1</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Workers:</strong> 8</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
@@ -4472,13 +4472,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/4</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/4</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/45422/status\">http://localhost:8888/proxy/45422/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/38881/status\">http://localhost:8888/proxy/38881/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4492,7 +4492,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-aopqj__t\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-zograye9\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4516,13 +4516,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/5</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/3</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/37832/status\">http://localhost:8888/proxy/37832/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/33229/status\">http://localhost:8888/proxy/33229/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4536,7 +4536,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-divbz0sg\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-vguxmwn5\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4560,13 +4560,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/3</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/10</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/40536/status\">http://localhost:8888/proxy/40536/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/46611/status\">http://localhost:8888/proxy/46611/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4580,7 +4580,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-iggf3pjc\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-dr5truwk\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4604,13 +4604,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/10</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/9</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/44903/status\">http://localhost:8888/proxy/44903/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/33206/status\">http://localhost:8888/proxy/33206/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4624,7 +4624,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-2ubqkn0h\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-bj0pl6nn\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4648,13 +4648,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/6</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/8</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/44716/status\">http://localhost:8888/proxy/44716/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/45647/status\">http://localhost:8888/proxy/45647/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4668,7 +4668,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-bgj1eur_\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-93f0orue\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4692,13 +4692,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/9</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/7</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/37426/status\">http://localhost:8888/proxy/37426/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/35770/status\">http://localhost:8888/proxy/35770/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4712,7 +4712,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-dg7_bi88\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-hnglsyqz\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4736,13 +4736,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/8</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/6</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/35303/status\">http://localhost:8888/proxy/35303/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/43269/status\">http://localhost:8888/proxy/43269/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4756,7 +4756,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-ixn00kl6\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-amggp0fo\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4780,13 +4780,13 @@
        "                    </summary>\n",
        "                    <table style=\"width: 100%; text-align: left;\">\n",
        "                        <tr>\n",
-       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.40.215/6356/7</td>\n",
+       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://10.50.39.250/6670/5</td>\n",
        "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 6</td>\n",
        "                        </tr>\n",
        "                        <tr>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Dashboard: </strong>\n",
-       "                                <a href=\"http://localhost:8888/proxy/44973/status\">http://localhost:8888/proxy/44973/status</a>\n",
+       "                                <a href=\"http://localhost:8888/proxy/36689/status\">http://localhost:8888/proxy/36689/status</a>\n",
        "                            </td>\n",
        "                            <td style=\"text-align: left;\">\n",
        "                                <strong>Memory: </strong>\n",
@@ -4800,7 +4800,7 @@
        "                        <tr>\n",
        "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
        "                                <strong>Local directory: </strong>\n",
-       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-nwfkr_lu\n",
+       "                                /mnt/lustre01/pf/zmaw/m300524/pymistral/notebooks/dask-worker-space/worker-utu42l4v\n",
        "                            </td>\n",
        "                        </tr>\n",
        "                        \n",
@@ -4824,7 +4824,7 @@
        "        "
       ],
       "text/plain": [
-       "<Client: 'inproc://10.50.40.215/6356/1' processes=8 threads=48, memory=476.84 GiB>"
+       "<Client: 'inproc://10.50.39.250/6670/1' processes=8 threads=48, memory=476.84 GiB>"
       ]
      },
      "execution_count": 8,
@@ -4912,7 +4912,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -4921,6 +4921,62 @@
      "text": [
       "vertices: 711950439 triangles: 237316813\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 47.70 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 70% memory usage. Resuming worker. Process memory: 42.11 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 47.69 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 48.59 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 48.88 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 47.54 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 47.70 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 47.70 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 48.62 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 48.94 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 49.26 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 83% memory usage. Pausing worker.  Process memory: 49.57 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n",
+      "distributed.worker - WARNING - Worker is at 37% memory usage. Resuming worker. Process memory: 22.35 GiB -- Worker memory limit: 59.60 GiB\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 2min 25s, sys: 3min 45s, total: 6min 10s\n",
+      "Wall time: 2min 37s\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x2add5408f610>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-- 
GitLab