diff --git a/README.md b/README.md index de9b1e0..4d6b86c 100644 --- a/README.md +++ b/README.md @@ -1,17 +1,49 @@ # benchmarks -## simple network latency +## `rpc-amplification.R` -You need R, R development headers, python3, pip3, wget, iproute2 and maybe some other dependencies. +This benchmark tests how RPC between nodes having +non negligible latency will impact the final S3 request latency. -run with: +The idea is that multiple communications must be done over the network +between nodes of the cluster to answer an S3 request, and some of them +are even sequentials. Depending of the chosen algorithms and implementations, +the final S3 request latency will vary. + +You need to install first R, R development headers, python3, pip3, wget, iproute2 and maybe some other dependencies. +Then run: ``` -sudo ./garage-latency-simple.R +sudo ./rpc-amplification.R ``` -you can set a different topology: +you can test a different topology with: ``` -MKNET_DC=./mknet/with-vdsl.yml sudo ./garage-latency-simple.R +MKNET_DC=./mknet/with-vdsl.yml sudo ./rpc-amplification.R ``` + +![Generated plot for RPC amplification](./png/rpc-amplification.png) + +*This benchmark should be fully automated.* + +## `rpc-complexity.R` + +This benchmark validates that the time to complete RPC for a +given S3 request is stable when the number of node change. +This is not always the case: some distributed protocols send a quadratic number +of messages according to the number of nodes. + +You need an access to [Grid5000](https://grid5000.fr). +Then import `jupyter/rpc-complexity.ipynb` in a [Grid5000 Jupyter Notebook](https://intranet.grid5000.fr/). + +Download all the `.csv` files in this `csv/` folder. +And finally run: + +``` +./rpc-complexity.R +``` + +![Generated plot for RPC complexity](./png/rpc-complexity.png) + +*This benchmark is not fully automated.* diff --git a/csv/rpc-complexity.csv b/csv/rpc-complexity.csv new file mode 100644 index 0000000..973ef3b --- /dev/null +++ b/csv/rpc-complexity.csv @@ -0,0 +1,976 @@ +endpoint,aggregation,time,cluster_size +getobject,Mean,7.93812654,6 +listbuckets,Mean,0.5356363299999999,6 +listobjects,Mean,9.91764255,6 +putobject,Mean,10.49837125,6 +removeobject,Mean,13.62761122,6 +getobject,Max,88.19215399999999,6 +listbuckets,Max,1.118099,6 +listobjects,Max,52.99405599999999,6 +putobject,Max,45.943678999999996,6 +removeobject,Max,102.09538099999999,6 +getobject,Min,2.284838,6 +listbuckets,Min,0.395101,6 +listobjects,Min,7.074897,6 +putobject,Min,2.544841,6 +removeobject,Min,4.276571,6 +getobject,Mean,7.805106950000001,12 +listbuckets,Mean,0.41495384,12 +listobjects,Mean,11.50247491,12 +putobject,Mean,10.026353929999999,12 +removeobject,Mean,15.81581153,12 +getobject,Max,47.858623,12 +listbuckets,Max,0.9563550000000001,12 +listobjects,Max,52.859155,12 +putobject,Max,48.366113,12 +removeobject,Max,91.442415,12 +getobject,Min,2.3427029999999998,12 +listbuckets,Min,0.311245,12 +listobjects,Min,6.966418,12 +putobject,Min,2.4171489999999998,12 +removeobject,Min,4.292072,12 +getobject,Mean,7.50791421,18 +listbuckets,Mean,0.49828659999999997,18 +listobjects,Mean,9.75107534,18 +putobject,Mean,6.78921201,18 +removeobject,Mean,13.09239322,18 +getobject,Max,49.965438999999996,18 +listbuckets,Max,1.229564,18 +listobjects,Max,52.036136,18 +putobject,Max,48.394661,18 +removeobject,Max,69.45378699999999,18 +getobject,Min,2.278174,18 +listbuckets,Min,0.319341,18 +listobjects,Min,7.041339,18 +putobject,Min,2.4966709999999996,18 +removeobject,Min,4.4428909999999995,18 +getobject,Mean,8.68492644,24 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+putobject,Min,2.3118279999999998,390 +removeobject,Min,4.018563,390 diff --git a/jupyter/rpc-complexity.ipynb b/jupyter/rpc-complexity.ipynb new file mode 100644 index 0000000..0cb4f8c --- /dev/null +++ b/jupyter/rpc-complexity.ipynb @@ -0,0 +1,23401 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "65f25f2d-1e7e-47b5-a61b-1cefb0761a73", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: enoslib==8.0.0a17 in /home/qudufour/.local/lib/python3.9/site-packages (8.0.0a17)\n", + "Requirement already satisfied: execo<2.7,>=2.6.2 in /home/qudufour/.local/lib/python3.9/site-packages (from enoslib==8.0.0a17) (2.6.8)\n", + "Requirement already satisfied: netaddr~=0.8.0 in /home/qudufour/.local/lib/python3.9/site-packages (from enoslib==8.0.0a17) (0.8.0)\n", + "Requirement already satisfied: rich[jupyter]~=11.0.0 in /home/qudufour/.local/lib/python3.9/site-packages (from enoslib==8.0.0a17) 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satisfied: PySocks!=1.5.7,>=1.5.6 in /home/qudufour/.local/lib/python3.9/site-packages (from requests[socks]->enoslib==8.0.0a17) (1.7.1)\n", + "Requirement already satisfied: asttokens in /home/qudufour/.local/lib/python3.9/site-packages (from stack-data->ipython->python-grid5000~=1.1.0->enoslib==8.0.0a17) (2.0.5)\n", + "Requirement already satisfied: pure-eval in /home/qudufour/.local/lib/python3.9/site-packages (from stack-data->ipython->python-grid5000~=1.1.0->enoslib==8.0.0a17) (0.2.2)\n", + "Requirement already satisfied: executing in /home/qudufour/.local/lib/python3.9/site-packages (from stack-data->ipython->python-grid5000~=1.1.0->enoslib==8.0.0a17) (0.9.1)\n" + ] + } + ], + "source": [ + "#!pip install --user --pre 'git+https://gitlab.inria.fr/discovery/enoslib#enoslib'\n", + "# TODO: use a stable version\n", + "#!pip install --user 'enoslib>=8.0,<9'\n", + "!pip install --user --pre 'enoslib==8.0.0a17'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3f567c20-d80a-4d88-abe1-dd22e2495d27", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on Grid'5000 notebooks, applying workaround for https://intranet.grid5000.fr/bugzilla/show_bug.cgi?id=13606\n", + "Before: ['/home/qudufour/garage', '/usr/lib/python39.zip', '/usr/lib/python3.9', '/usr/lib/python3.9/lib-dynload', '', '/opt/g5k-jupyterlab/lib/python3.9/site-packages', '/home/qudufour/.local/lib/python3.9/site-packages', '/usr/local/lib/python3.9/dist-packages', '/usr/lib/python3/dist-packages', '/usr/lib/python3.9/dist-packages', '/opt/g5k-jupyterlab/lib/python3.9/site-packages/IPython/extensions', '/home/qudufour/.ipython']\n", + "After: ['/home/qudufour/garage', '/home/qudufour/.local/lib/python3.9/site-packages', '/usr/lib/python39.zip', '/usr/lib/python3.9', '/usr/lib/python3.9/lib-dynload', '', '/opt/g5k-jupyterlab/lib/python3.9/site-packages', '/home/qudufour/.local/lib/python3.9/site-packages', '/usr/local/lib/python3.9/dist-packages', '/usr/lib/python3/dist-packages', '/usr/lib/python3.9/dist-packages', '/opt/g5k-jupyterlab/lib/python3.9/site-packages/IPython/extensions', '/home/qudufour/.ipython']\n" + ] + } + ], + "source": [ + "import sys\n", + "import os\n", + "\n", + "if any(['g5k-jupyterlab' in path for path in sys.path]):\n", + " print(\"Running on Grid'5000 notebooks, applying workaround for https://intranet.grid5000.fr/bugzilla/show_bug.cgi?id=13606\")\n", + " print(\"Before:\", sys.path)\n", + " sys.path.insert(1, os.environ['HOME'] + '/.local/lib/python3.9/site-packages')\n", + " print(\"After:\", sys.path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "15a223ea-c50b-4274-bf99-4f5ec4d65dcb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The Vagrant executable cannot be found. Please check if it is in the system path.\n" + ] + } + ], + "source": [ + "import enoslib as en" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "fd47c697-a70f-473e-945a-bfc63da78322", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hello\n", + "Conf@0x7f0169814bb0\n", + "{\n", + " \"dhcp\": true,\n", + " \"force_deploy\": false,\n", + " \"env_name\": \"debian11-x64-nfs\",\n", + " \"job_name\": \"garage\",\n", + " \"job_type\": \"allow_classic_ssh\",\n", + " \"key\": \"/home/qudufour/.ssh/id_rsa.pub\",\n", + " \"queue\": \"default\",\n", + " \"walltime\": \"01:00:00\",\n", + " \"resources\": {\n", + " \"machines\": [\n", + " {\n", + " \"roles\": [\n", + " \"garage\",\n", + " \"zone-rennes\"\n", + " ],\n", + " \"primary_network\": \"ac004231-0176-4c30-9fee-5a1a55df3734\",\n", + " \"secondary_networks\": [],\n", + " \"cluster\": \"paravance\",\n", + " \"nodes\": 2\n", + " },\n", + " {\n", + " \"roles\": [\n", + " \"garage\",\n", + " \"zone-lyon\"\n", + " ],\n", + " \"primary_network\": \"65c7ef45-4b5c-46a2-8aa0-f6c9a83c36bf\",\n", + " \"secondary_networks\": [],\n", + " \"cluster\": \"nova\",\n", + " \"nodes\": 2\n", + " },\n", + " {\n", + " \"roles\": [\n", + " \"garage\",\n", + " \"zone-nantes\"\n", + " ],\n", + " \"primary_network\": \"f9355b99-44a2-418b-980c-dc39e10b2257\",\n", + " \"secondary_networks\": [],\n", + " \"cluster\": \"econome\",\n", + " \"nodes\": 2\n", + " }\n", + " ],\n", + " \"networks\": [\n", + " {\n", + " \"id\": \"ac004231-0176-4c30-9fee-5a1a55df3734\",\n", + " \"type\": \"prod\",\n", + " \"roles\": [\n", + " \"my_network\"\n", + " ],\n", + " \"site\": \"rennes\"\n", + " },\n", + " {\n", + " \"id\": \"65c7ef45-4b5c-46a2-8aa0-f6c9a83c36bf\",\n", + " \"type\": \"prod\",\n", + " \"roles\": [\n", + " \"my_network\"\n", + " ],\n", + " \"site\": \"lyon\"\n", + " },\n", + " {\n", + " \"id\": \"f9355b99-44a2-418b-980c-dc39e10b2257\",\n", + " \"type\": \"prod\",\n", + " \"roles\": [\n", + " \"my_network\"\n", + " ],\n", + " \"site\": \"nantes\"\n", + " }\n", + " ]\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "_ = en.init_logging()\n", + "\n", + "print(\"hello\")\n", + "rennes_network = en.G5kNetworkConf(type=\"prod\", roles=[\"my_network\"], site=\"rennes\")\n", + "lyon_network = en.G5kNetworkConf(type=\"prod\", roles=[\"my_network\"], site=\"lyon\")\n", + "nantes_network = en.G5kNetworkConf(type=\"prod\", roles=[\"my_network\"], site=\"nantes\")\n", + "\n", + "conf = (\n", + " en.G5kConf.from_settings(job_type=\"allow_classic_ssh\", walltime=\"01:00:00\", job_name=\"garage\")\n", + " .add_network_conf(rennes_network)\n", + " .add_network_conf(lyon_network)\n", + " .add_network_conf(nantes_network)\n", + " .add_machine(\n", + " roles=[\"garage\", \"zone-rennes\"],\n", + " cluster=\"paravance\",\n", + " nodes=2,\n", + " primary_network=rennes_network,\n", + " )\n", + " .add_machine(\n", + " roles=[\"garage\", \"zone-lyon\"],\n", + " cluster=\"nova\",\n", + " nodes=2,\n", + " primary_network=lyon_network,\n", + " )\n", + " .add_machine(\n", + " roles=[\"garage\", \"zone-nantes\"],\n", + " cluster=\"econome\",\n", + " nodes=2,\n", + " primary_network=nantes_network,\n", + " )\n", + " .finalize()\n", + ")\n", + "print(conf)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "07fb48e3-9214-4048-94c3-c24bc3fcd54a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
INFO     Reservation_date=2022-08-05 15:28:17 ({<Site uid:lyon>, <Site   g5k_api_utils.py:700\n",
+       "         uid:rennes>, <Site uid:nantes>})                                                    \n",
+       "
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INFO     Submitting {'name': 'garage', 'types': ['allow_classic_ssh'],   g5k_api_utils.py:302\n",
+       "         'resources': \"{cluster='paravance'}/nodes=2,walltime=01:00:00\",                     \n",
+       "         'command': 'sleep 31536000', 'queue': 'default', 'reservation':                     \n",
+       "         '2022-08-05 15:28:17'} on rennes                                                    \n",
+       "
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INFO     Submitting {'name': 'garage', 'types': ['allow_classic_ssh'],   g5k_api_utils.py:302\n",
+       "         'resources': \"{cluster='nova'}/nodes=2,walltime=01:00:00\",                          \n",
+       "         'command': 'sleep 31536000', 'queue': 'default', 'reservation':                     \n",
+       "         '2022-08-05 15:28:17'} on lyon                                                      \n",
+       "
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INFO     Submitting {'name': 'garage', 'types': ['allow_classic_ssh'],   g5k_api_utils.py:302\n",
+       "         'resources': \"{cluster='econome'}/nodes=2,walltime=01:00:00\",                       \n",
+       "         'command': 'sleep 31536000', 'queue': 'default', 'reservation':                     \n",
+       "         '2022-08-05 15:28:17'} on nantes                                                    \n",
+       "
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+       "
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+       "information in a file,utils : Create the fake interfaces)\n",
+       "
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+   ],
+   "source": [
+    "provider = en.G5k(conf)\n",
+    "\n",
+    "roles, networks = provider.init()\n",
+    "roles = en.sync_info(roles, networks)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "00aa0781-ed2b-47ee-8976-9ec7c90bd4f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        
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+       "        
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+       "            
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+       "                <class 'enoslib.objects.Roles'>@0x7f0169814af0\n",
+       "            
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+       "            \n",
+       "                
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+       "        
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+       "{'garage': [Host(address='paravance-12.rennes.grid5000.fr', alias='paravance-12.rennes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.96.12/20')), IPAddress(network=None, ip=IPv6Interface('fe80::eef4:bbff:fed1:20/64'))}, bridged=['eno1']), NetDevice(name='eno4', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='eno1', addresses=set())}, _Host__original_extra={}), Host(address='paravance-13.rennes.grid5000.fr', alias='paravance-13.rennes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno4', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.96.13/20')), IPAddress(network=None, ip=IPv6Interface('fe80::eef4:bbff:fed0:f760/64'))}, bridged=['eno1'])}, _Host__original_extra={}), Host(address='nova-13.lyon.grid5000.fr', alias='nova-13.lyon.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno1', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno4', addresses=set()), NetDevice(name='enp5s0f0', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fed2:c2b0/64')), IPAddress(network=, ip=IPv4Interface('172.16.52.13/20'))}, bridged=['enp5s0f0']), NetDevice(name='enp5s0f1', addresses=set())}, _Host__original_extra={}), Host(address='nova-14.lyon.grid5000.fr', alias='nova-14.lyon.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno1', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno4', addresses=set()), NetDevice(name='enp5s0f0', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.52.14/20')), IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fed2:c654/64'))}, bridged=['enp5s0f0']), NetDevice(name='enp5s0f1', addresses=set())}, _Host__original_extra={}), Host(address='econome-17.nantes.grid5000.fr', alias='econome-17.nantes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='enp3s0f0', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='enp3s0f1', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.192.17/20')), IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fe0e:a264/64'))}, bridged=['enp3s0f0'])}, _Host__original_extra={}), Host(address='econome-18.nantes.grid5000.fr', alias='econome-18.nantes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='enp3s0f0', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='enp3s0f1', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fe0e:36a0/64')), IPAddress(network=, ip=IPv4Interface('172.16.192.18/20'))}, bridged=['enp3s0f0'])}, _Host__original_extra={})], 'zone-rennes': [Host(address='paravance-12.rennes.grid5000.fr', alias='paravance-12.rennes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.96.12/20')), IPAddress(network=None, ip=IPv6Interface('fe80::eef4:bbff:fed1:20/64'))}, bridged=['eno1']), NetDevice(name='eno4', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='eno1', addresses=set())}, _Host__original_extra={}), Host(address='paravance-13.rennes.grid5000.fr', alias='paravance-13.rennes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno4', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.96.13/20')), IPAddress(network=None, ip=IPv6Interface('fe80::eef4:bbff:fed0:f760/64'))}, bridged=['eno1'])}, _Host__original_extra={})], 'zone-lyon': [Host(address='nova-13.lyon.grid5000.fr', alias='nova-13.lyon.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno1', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno4', addresses=set()), NetDevice(name='enp5s0f0', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fed2:c2b0/64')), IPAddress(network=, ip=IPv4Interface('172.16.52.13/20'))}, bridged=['enp5s0f0']), NetDevice(name='enp5s0f1', addresses=set())}, _Host__original_extra={}), Host(address='nova-14.lyon.grid5000.fr', alias='nova-14.lyon.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='eno1', addresses=set()), NetDevice(name='eno2', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='eno3', addresses=set()), NetDevice(name='eno4', addresses=set()), NetDevice(name='enp5s0f0', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.52.14/20')), IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fed2:c654/64'))}, bridged=['enp5s0f0']), NetDevice(name='enp5s0f1', addresses=set())}, _Host__original_extra={})], 'zone-nantes': [Host(address='econome-17.nantes.grid5000.fr', alias='econome-17.nantes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='enp3s0f0', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='enp3s0f1', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=, ip=IPv4Interface('172.16.192.17/20')), IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fe0e:a264/64'))}, bridged=['enp3s0f0'])}, _Host__original_extra={}), Host(address='econome-18.nantes.grid5000.fr', alias='econome-18.nantes.grid5000.fr', user='root', keyfile=None, port=None, extra={}, net_devices={NetDevice(name='enp3s0f0', addresses=set()), NetDevice(name='eno1', addresses=set()), NetDevice(name='lo', addresses={IPAddress(network=None, ip=IPv4Interface('127.0.0.1/8')), IPAddress(network=None, ip=IPv6Interface('::1/128'))}), NetDevice(name='enp3s0f1', addresses=set()), NetDevice(name='eno2', addresses=set()), BridgeDevice(name='br0', addresses={IPAddress(network=None, ip=IPv6Interface('fe80::a236:9fff:fe0e:36a0/64')), IPAddress(network=, ip=IPv4Interface('172.16.192.18/20'))}, bridged=['enp3s0f0'])}, _Host__original_extra={})]}"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "roles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "5813889a-5df8-461d-9acf-28d03f8b9bb5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
WARNING  gateway is not yet implemented for <class                             objects.py:728\n",
+       "         'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'> on the G5k side               \n",
+       "
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+       "
WARNING  gateway is not yet implemented for <class                             objects.py:728\n",
+       "         'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'> on the G5k side               \n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[31mWARNING \u001b[0m gateway is not yet implemented for \u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m                            \u001b]8;id=766965;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/objects.py\u001b\\\u001b[2mobjects.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=677707;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/objects.py#728\u001b\\\u001b[2m728\u001b[0m\u001b]8;;\u001b\\\n",
+       "         \u001b[32m'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'\u001b[0m\u001b[1m>\u001b[0m on the G5k side \u001b[2m              \u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
WARNING  gateway is not yet implemented for <class                             objects.py:728\n",
+       "         'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'> on the G5k side               \n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[31mWARNING \u001b[0m gateway is not yet implemented for \u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m                            \u001b]8;id=389277;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/objects.py\u001b\\\u001b[2mobjects.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=417961;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/objects.py#728\u001b\\\u001b[2m728\u001b[0m\u001b]8;;\u001b\\\n",
+       "         \u001b[32m'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'\u001b[0m\u001b[1m>\u001b[0m on the G5k side \u001b[2m              \u001b[0m\n"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
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+      "text/html": [
+       "\n",
+       "        \n",
+       "        
\n",
+       "        
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+       "            
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+       "                <class 'enoslib.objects.Networks'>@0x7f2000076940\n",
+       "            
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+       "            
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+       "                \n",
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+       "                <class 'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'>@0x7f1fdaf3b250\n",
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+       "        \n",
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+       "        None\n",
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+       "                <class 'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'>@0x7f1fdaf3b130\n",
+       "            
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+       "        None\n",
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+       "        \n",
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+       "        None\n",
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+       "                    
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+       "                \n",
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+       "                \n",
+       "            
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+       "                
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+       "                    
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+       "                
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+       "                \n",
+       "                
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+       "                    \n",
+       "                    \n",
+       "                    
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+       "                        
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+       "            
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+       "                <class 'enoslib.infra.enos_g5k.objects.G5kEnosProd4Network'>@0x7f1fdaed28e0\n",
+       "            
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+       "            
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+       "                \n",
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+       "        \n",
+       "        \n",
+       "        172.16.192.0/20\n",
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+       "        \n",
+       "        \n",
+       "        172.16.207.254\n",
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+       "                \n",
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+       "            
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+       "                    
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+       "                    \n",
+       "                    \n",
+       "                    
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+       "                        
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+       "            
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+       "                <class 'enoslib.infra.enos_g5k.objects.G5kEnosProd6Network'>@0x7f1fdaed2ca0\n",
+       "            
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+       "            
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+       "                \n",
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+       "        \n",
+       "        \n",
+       "        2001:660:4406:600::/64\n",
+       "        
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+       "        None\n",
+       "        
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+       "        \n",
+       "        \n",
+       "        None\n",
+       "        
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+       "                
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+       "                    \n",
+       "                    \n",
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+       "                    
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+       "                
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+       "                \n",
+       "                
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+       "                    \n",
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+       "                    
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+       "                        \n",
+       "                    
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+       "            
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+       "                
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+       "                    
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+       "                
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+       "                    
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+       "                
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+       "                \n",
+       "            
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+       "                
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+       "        
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+       "    "
+      ],
+      "text/plain": [
+       "{'my_network': [, , , , , ]}"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "networks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83e9de30-0c8e-4c56-8734-35737b2e5468",
+   "metadata": {},
+   "source": [
+    "# Destroy nodes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "1e3eb4b1-0433-4bdc-8d49-f9b87ed56811",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Reloading 1359369 from lyon                                     g5k_api_utils.py:182\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Reloading \u001b[1;36m1359369\u001b[0m from lyon                                     \u001b]8;id=560640;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=896272;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#182\u001b\\\u001b[2m182\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Reloading 232874 from nantes                                    g5k_api_utils.py:182\n",
+       "
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+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Reloading \u001b[1;36m232874\u001b[0m from nantes                                    \u001b]8;id=390322;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=547851;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#182\u001b\\\u001b[2m182\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Reloading 1901900 from rennes                                   g5k_api_utils.py:182\n",
+       "
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+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Reloading \u001b[1;36m1901900\u001b[0m from rennes                                   \u001b]8;id=41089;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=244026;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#182\u001b\\\u001b[2m182\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Killing the job (lyon, 1359369)                                 g5k_api_utils.py:274\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Killing the job \u001b[1m(\u001b[0mlyon, \u001b[1;36m1359369\u001b[0m\u001b[1m)\u001b[0m                                 \u001b]8;id=164500;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=318500;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#274\u001b\\\u001b[2m274\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Killing the job (nantes, 232874)                                g5k_api_utils.py:274\n",
+       "
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+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Killing the job \u001b[1m(\u001b[0mnantes, \u001b[1;36m232874\u001b[0m\u001b[1m)\u001b[0m                                \u001b]8;id=472353;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=654700;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#274\u001b\\\u001b[2m274\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
INFO     Killing the job (rennes, 1901900)                               g5k_api_utils.py:274\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[34mINFO    \u001b[0m Killing the job \u001b[1m(\u001b[0mrennes, \u001b[1;36m1901900\u001b[0m\u001b[1m)\u001b[0m                               \u001b]8;id=182174;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py\u001b\\\u001b[2mg5k_api_utils.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=477256;file:///home/qudufour/.local/lib/python3.9/site-packages/enoslib/infra/enos_g5k/g5k_api_utils.py#274\u001b\\\u001b[2m274\u001b[0m\u001b]8;;\u001b\\\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "provider.destroy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "13f725ca-402f-4887-afee-d315a265153d",
+   "metadata": {},
+   "source": [
+    "# Download and configure garage"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "003cc19a-827f-4188-a0b1-2ceefcef0851",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "GARAGE_VERSION = \"0.7.2.1\"\n",
+    "RPC_SECRET = \"5262cb0c8c1db1ddd3b8b910d95125fc22453cc092fc89539511faa7dea8dcf3\"\n",
+    "ADMIN_TOKEN = \"d86b5714b2b2f279cf6cf2c01d88218e124deec8fc553b85e53ac50cbc81c02d\"\n",
+    "\n",
+    "garage_config = f\"\"\"\n",
+    "metadata_dir = \"/dev/shm/meta\"\n",
+    "data_dir = \"/tmp/data\"\n",
+    "\n",
+    "replication_mode = \"3\"\n",
+    "\n",
+    "rpc_bind_addr = \"[::]:3901\"\n",
+    "rpc_public_addr = \"{{{{ ansible_default_ipv4.address }}}}:3901\"\n",
+    "rpc_secret = \"{RPC_SECRET}\"\n",
+    "\n",
+    "bootstrap_peers = []\n",
+    "\n",
+    "[s3_api]\n",
+    "s3_region = \"garage\"\n",
+    "api_bind_addr = \"[::]:3900\"\n",
+    "root_domain = \".s3.garage.localhost\"\n",
+    "\n",
+    "[s3_web]\n",
+    "bind_addr = \"[::]:3902\"\n",
+    "root_domain = \".web.garage.localhost\"\n",
+    "index = \"index.html\"\n",
+    "\n",
+    "[admin]\n",
+    "api_bind_addr = \"[::]:3903\"\n",
+    "admin_token = \"{ADMIN_TOKEN}\"\n",
+    "\"\"\"\n",
+    "\n",
+    "import tempfile\n",
+    "with tempfile.NamedTemporaryFile(mode=\"w\", delete=False) as tmp:\n",
+    "    config_template = tmp.name\n",
+    "    print(garage_config, file=tmp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "5a308176-d027-46e4-ae0e-0491fb4cbbbe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 6 tasks (Gather facts,Downloading garage,Creating config,Kill garage if already \n",
+       "running,Run garage in the background,Get node ID)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m6\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mGather facts,Downloading garage,Creating config,Kill garage if already \u001b[0m\n",
+       "\u001b[3mrunning,Run garage in the background,Get node ID\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"], gather_facts=True) as p:\n",
+    "    p.get_url(\n",
+    "        url=f\"https://garagehq.deuxfleurs.fr/_releases/v{GARAGE_VERSION}/x86_64-unknown-linux-musl/garage\",\n",
+    "        dest=\"/tmp/garage\",\n",
+    "        mode=\"755\",\n",
+    "        task_name=\"Downloading garage\"\n",
+    "    )\n",
+    "    p.template(\n",
+    "        task_name=\"Creating config\",\n",
+    "        src=config_template,\n",
+    "        dest=\"/tmp/garage.toml\"\n",
+    "    )\n",
+    "    p.command(\n",
+    "        task_name=\"Kill garage if already running\",\n",
+    "        cmd=\"killall garage\",\n",
+    "        ignore_errors=True,\n",
+    "    )\n",
+    "    p.command(\n",
+    "        task_name=\"Run garage in the background\",\n",
+    "        cmd=\"/tmp/garage -c /tmp/garage.toml server\",\n",
+    "        asynch=3600 * 24 * 365,\n",
+    "        poll=0\n",
+    "    )\n",
+    "    p.command(\n",
+    "        task_name=\"Get node ID\",\n",
+    "        cmd=\"/tmp/garage -c /tmp/garage.toml node id -q\",\n",
+    "    )\n",
+    "    results = p.results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "868207f3-5fb6-4d73-84ce-e7c54fb9aa4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'paravance-12.rennes.grid5000.fr': '3cbe18fb0cc78d50529ca038f485b5c2a75306207649ae2b7145ef786cc30ccd@172.16.96.12:3901',\n",
+       " 'paravance-13.rennes.grid5000.fr': '30f079470db22c68c7cd448ef990ee9c97e1ea98a92ff53360a0fdcf0fcbd396@172.16.96.13:3901',\n",
+       " 'nova-13.lyon.grid5000.fr': '0cebd47d84d8fc7a21a8c4d171c3904f3d603ff24f7c9e9171b6a7ee3c793110@172.16.52.13:3901',\n",
+       " 'econome-17.nantes.grid5000.fr': '8a5f72a3d69d7bca9a71b1644be44e82aeb8d32bc147c1727c00dd3f19b24374@172.16.192.17:3901',\n",
+       " 'nova-14.lyon.grid5000.fr': '18a26a160e1b6e10a24f240fe031658fbe943f00e5a269ada4ec9614117ab9ff@172.16.52.14:3901',\n",
+       " 'econome-18.nantes.grid5000.fr': '4ef4dd1cff04b712222908d48375cdb044aca5a5e567acdb4edfa7cf157dc601@172.16.192.18:3901'}"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nodes_id = {r.host: r.stdout for r in results.filter(task=\"Get node ID\")}\n",
+    "nodes_id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "1dc5bd4a-e70c-4776-b408-c90d8e7ba2a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 6 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
+       "node paravance-13.rennes.grid5000.fr,Connect to remote node nova-13.lyon.grid5000.fr,Connect \n",
+       "to remote node econome-17.nantes.grid5000.fr,Connect to remote node \n",
+       "nova-14.lyon.grid5000.fr,Connect to remote node econome-18.nantes.grid5000.fr)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m6\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mConnect to remote node paravance-\u001b[0m\u001b[1;3;36m12.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote \u001b[0m\n",
+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
+       "\u001b[3mto remote node econome-\u001b[0m\u001b[1;3;36m17.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node \u001b[0m\n",
+       "\u001b[3mnova-\u001b[0m\u001b[1;3;36m14.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect to remote node econome-\u001b[0m\u001b[1;3;36m18.\u001b[0m\u001b[3mnantes.grid5000.fr\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    for remote_node, remote_id in nodes_id.items():\n",
+    "        p.command(\n",
+    "            task_name=f\"Connect to remote node {remote_node}\",\n",
+    "            cmd=f\"/tmp/garage -c /tmp/garage.toml node connect {remote_id}\",\n",
+    "        )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f967a9f9-00c0-4839-b856-228880d9782b",
+   "metadata": {},
+   "source": [
+    "# Check that nodes are connected"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "349b73e0-6ad6-4eca-9b54-9cfd8153ba39",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (command)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mcommand\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags              Zone  Capacity\n",
+      "30f079470db22c68  paravance-13.rennes.grid5000.fr  172.16.96.13:3901   NO ROLE ASSIGNED\n",
+      "3cbe18fb0cc78d50  paravance-12.rennes.grid5000.fr  172.16.96.12:3901   NO ROLE ASSIGNED\n",
+      "8a5f72a3d69d7bca  econome-17.nantes.grid5000.fr    172.16.192.17:3901  NO ROLE ASSIGNED\n",
+      "18a26a160e1b6e10  nova-14.lyon.grid5000.fr         172.16.52.14:3901   NO ROLE ASSIGNED\n",
+      "0cebd47d84d8fc7a  nova-13.lyon.grid5000.fr         172.16.52.13:3901   NO ROLE ASSIGNED\n",
+      "4ef4dd1cff04b712  econome-18.nantes.grid5000.fr    172.16.192.18:3901  NO ROLE ASSIGNED\n"
+     ]
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "  p.command(cmd=f\"/tmp/garage -c /tmp/garage.toml status\")\n",
+    "  res = p.results\n",
+    "    \n",
+    "for r in res:\n",
+    "  print(r.stdout)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4534a690-3370-44fb-8376-65e8d50ca303",
+   "metadata": {},
+   "source": [
+    "# Configure Layout"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "be4f7c13-5880-4c0a-94b9-903f67f9aee1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 4 tasks (Configure zone of nodes in rennes,Configure zone of nodes in lyon,Configure\n",
+       "zone of nodes in nantes,Get current layout version)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m4\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mConfigure zone of nodes in rennes,Configure zone of nodes in lyon,Configure\u001b[0m\n",
+       "\u001b[3mzone of nodes in nantes,Get current layout version\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Only run on a single node\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    # Iterate on all roles starting with \"zone-\"\n",
+    "    for role, hosts in roles.items():\n",
+    "        if not role.startswith(\"zone-\"):\n",
+    "            continue\n",
+    "        zone = role.removeprefix(\"zone-\")\n",
+    "        ids = [nodes_id[host.address][:16] for host in hosts]\n",
+    "        # TODO: use the admin API to configure all zones at once\n",
+    "        p.command(\n",
+    "            task_name=f\"Configure zone of nodes in {zone}\",\n",
+    "            cmd=f\"/tmp/garage -c /tmp/garage.toml layout assign -c 1 -z {zone} {' '.join(ids)}\",\n",
+    "        )\n",
+    "    p.uri(\n",
+    "        task_name=\"Get current layout version\",\n",
+    "        url=\"http://localhost:3903/v0/layout\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"GET\",\n",
+    "    )\n",
+    "    results = p.results\n",
+    "    \n",
+    "layout_version = results.filter(task=\"Get current layout version\")[0].payload['json']['version']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "b99f5283-a6a4-4766-9140-93d9cb975a6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Apply next layout version)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mApply next layout version\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Only run on a single node\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.uri(\n",
+    "        task_name=\"Apply next layout version\",\n",
+    "        url=\"http://localhost:3903/v0/layout/apply\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"POST\",\n",
+    "        body_format=\"json\",\n",
+    "        body={\"version\": layout_version + 1}\n",
+    "    )\n",
+    "    results = p.results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "26e868f6-8483-4100-9e4b-b66e59f2396b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (command)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mcommand\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "30f079470db22c68  paravance-13.rennes.grid5000.fr  172.16.96.13:3901   []    rennes  1\n",
+      "3cbe18fb0cc78d50  paravance-12.rennes.grid5000.fr  172.16.96.12:3901   []    rennes  1\n",
+      "8a5f72a3d69d7bca  econome-17.nantes.grid5000.fr    172.16.192.17:3901  []    nantes  1\n",
+      "18a26a160e1b6e10  nova-14.lyon.grid5000.fr         172.16.52.14:3901   []    lyon    1\n",
+      "0cebd47d84d8fc7a  nova-13.lyon.grid5000.fr         172.16.52.13:3901   []    lyon    1\n",
+      "4ef4dd1cff04b712  econome-18.nantes.grid5000.fr    172.16.192.18:3901  []    nantes  1\n"
+     ]
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.command(cmd=f\"/tmp/garage -c /tmp/garage.toml status\")\n",
+    "    results = p.results\n",
+    "print(results[0].stdout)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9386f148-95b7-4253-a7e0-2a4e640aaf63",
+   "metadata": {},
+   "source": [
+    "# Create an API KEY"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "027eb404-814d-486e-a442-babc14b00cc3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Create API key)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mCreate API key\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Only run on a single node\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.uri(\n",
+    "        task_name=\"Create API key\",\n",
+    "        url=\"http://localhost:3903/v0/key\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"POST\",\n",
+    "        body_format=\"json\",\n",
+    "        body={\"name\": \"enoslib-key\"}\n",
+    "    )\n",
+    "    results = p.results\n",
+    "\n",
+    "api_key = results[0].payload['json']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "4a2e5ae4-c388-47a9-960c-158c3e5372d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'name': 'enoslib-key', 'accessKeyId': 'GK8a33341ff4dfc974b9b6d106', 'secretAccessKey': '7102ec3bedb4b4e322bceb36b402052be7effb9fa947a5f6ee0579722d48b01b', 'permissions': {'createBucket': False}, 'buckets': []}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(api_key)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d077201-b67e-4ff6-8d0b-7025cf368f6e",
+   "metadata": {},
+   "source": [
+    "# Create a Bucket"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f222ef7f-9512-410d-a6bb-9206a9f0c5d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 2 tasks (Create bucket,Get bucket)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m2\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mCreate bucket,Get bucket\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Allow API key on bucket)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mAllow API key on bucket\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Only run on a single node\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.uri(\n",
+    "        task_name=\"Create bucket\",\n",
+    "        url=\"http://localhost:3903/v0/bucket\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"POST\",\n",
+    "        body_format=\"json\",\n",
+    "        body={\"globalAlias\": \"enoslib-bucket\"},\n",
+    "        status_code=[200, 409],\n",
+    "    )\n",
+    "    p.uri(\n",
+    "        task_name=\"Get bucket\",\n",
+    "        url=\"http://localhost:3903/v0/bucket?globalAlias=enoslib-bucket\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"GET\",\n",
+    "    )\n",
+    "    results = p.results\n",
+    "\n",
+    "bucket = results.filter(task=\"Get bucket\")[0].payload['json']\n",
+    "\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.uri(\n",
+    "        task_name=\"Allow API key on bucket\",\n",
+    "        url=\"http://localhost:3903/v0/bucket/allow\",\n",
+    "        headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "        method=\"POST\",\n",
+    "        body_format=\"json\",\n",
+    "        body={\"bucketId\": bucket[\"id\"],\n",
+    "              \"accessKeyId\": api_key[\"accessKeyId\"],\n",
+    "              \"permissions\": {\"read\": True, \"write\": True, \"owner\": True}\n",
+    "             },\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ffbbe5d-1718-40e4-9908-5196b3c71124",
+   "metadata": {},
+   "source": [
+    "# Play with the bucket"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "c3faf48a-4f36-4183-8b9d-8452c3e4cf07",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'AWS_ACCESS_KEY_ID': 'GK8a33341ff4dfc974b9b6d106',\n",
+       " 'AWS_SECRET_ACCESS_KEY': '7102ec3bedb4b4e322bceb36b402052be7effb9fa947a5f6ee0579722d48b01b',\n",
+       " 'AWS_DEFAULT_REGION': 'garage',\n",
+       " 'S3_ENDPOINT': 'http://localhost:3900'}"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Typical environment variables used by clients\n",
+    "garage_config_env = {\n",
+    "    \"AWS_ACCESS_KEY_ID\": api_key['accessKeyId'],\n",
+    "    \"AWS_SECRET_ACCESS_KEY\": api_key['secretAccessKey'],\n",
+    "    \"AWS_DEFAULT_REGION\": 'garage',\n",
+    "    \"S3_ENDPOINT\": \"http://localhost:3900\",\n",
+    "}\n",
+    "garage_config_env"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f44e117a-a172-424d-a337-281ba38192f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This is just an example (it won't work)\n",
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.command(\n",
+    "        cmd=f\"my_s3_client s3://{bucket['id']}/directory\",\n",
+    "        chdir=\"/tmp\",\n",
+    "        environment=garage_config_env,\n",
+    "        task_name=\"Example command using Garage-specific env variables\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6a2e8b5-0cad-461a-820e-32e9fdd57c69",
+   "metadata": {},
+   "source": [
+    "# S3Lat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "a72629b5-f56e-411d-bea6-0eb802f805a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Downloading s3lat)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mDownloading s3lat\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.get_url(\n",
+    "        url=f\"https://quentin.dufour.io/dl/s3lat\",\n",
+    "        dest=\"/tmp/s3lat\",\n",
+    "        mode=\"755\",\n",
+    "        task_name=\"Downloading s3lat\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "de9e926f-946d-4c9b-bd65-4b6b9385ee17",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "garage_config_env = {\n",
+    "    \"AWS_ACCESS_KEY_ID\": api_key['accessKeyId'],\n",
+    "    \"AWS_SECRET_ACCESS_KEY\": api_key['secretAccessKey'],\n",
+    "    \"REGION\": 'garage',\n",
+    "    \"ENDPOINT\": \"localhost:3900\",\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "edad6746-0c4b-4b4b-8935-e0a7d41eabeb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Run a benchmark)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mRun a benchmark\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "    p.command(\n",
+    "        cmd=f\"/tmp/s3lat\",\n",
+    "        environment=garage_config_env,\n",
+    "        task_name=\"Run a benchmark\"\n",
+    "    )\n",
+    "    results = p.results\n",
+    "    \n",
+    "with open(\"clust-shift-no.csv\", \"w\") as f:\n",
+    "    f.write(results[0].stdout)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "f8979788-5d14-4f79-92e1-3f290bbbe42f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[['listbuckets', 688844],\n",
+       " ['listbuckets', 759381],\n",
+       " ['listbuckets', 566845],\n",
+       " ['listbuckets', 516788],\n",
+       " ['listbuckets', 524559],\n",
+       " ['listbuckets', 487930],\n",
+       " ['listbuckets', 519337],\n",
+       " ['listbuckets', 542657],\n",
+       " ['listbuckets', 547300],\n",
+       " ['listbuckets', 531825]]"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = [[cmd, int(dur)] for cmd, dur in [l.split(',') for l in results[0].stdout.split('\\n')[1:]]]\n",
+    "data[:10]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03245e90-4f67-4c9b-a8b0-23d334e8bc0a",
+   "metadata": {},
+   "source": [
+    "# Add nodes step by step"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "cb55e344-517f-40a0-ae01-d78852004184",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import tempfile\n",
+    "\n",
+    "def build_conf(shift):\n",
+    "    base_port = 3910 + shift * 10\n",
+    "    rpc_port = base_port + 1\n",
+    "    s3_port = base_port\n",
+    "    web_port = base_port + 2\n",
+    "    admin_port = base_port + 3\n",
+    "\n",
+    "    garage_config = f\"\"\"\n",
+    "metadata_dir = \"/dev/shm/meta{shift}\"\n",
+    "data_dir = \"/tmp/data{shift}\"\n",
+    "\n",
+    "replication_mode = \"3\"\n",
+    "\n",
+    "rpc_bind_addr = \"[::]:{rpc_port}\"\n",
+    "rpc_public_addr = \"{{{{ ansible_default_ipv4.address }}}}:{rpc_port}\"\n",
+    "rpc_secret = \"{RPC_SECRET}\"\n",
+    "\n",
+    "bootstrap_peers = []\n",
+    "\n",
+    "[s3_api]\n",
+    "s3_region = \"garage\"\n",
+    "api_bind_addr = \"[::]:{s3_port}\"\n",
+    "root_domain = \".s3.garage.localhost\"\n",
+    "\n",
+    "[s3_web]\n",
+    "bind_addr = \"[::]:{web_port}\"\n",
+    "root_domain = \".web.garage.localhost\"\n",
+    "index = \"index.html\"\n",
+    "\n",
+    "[admin]\n",
+    "api_bind_addr = \"[::]:{admin_port}\"\n",
+    "admin_token = \"{ADMIN_TOKEN}\"\n",
+    "\"\"\"\n",
+    "\n",
+    "    with tempfile.NamedTemporaryFile(mode=\"w\", delete=False) as tmp:\n",
+    "        print(garage_config, file=tmp)\n",
+    "        return tmp.name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "ea86aab1-543b-4b74-b2a7-d236d18768cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def add_layer(shift):\n",
+    "    #! Launch 3 new nodes\n",
+    "    with en.actions(roles=roles[\"garage\"], gather_facts=True) as p:\n",
+    "        p.template(\n",
+    "            task_name=\"Creating config\",\n",
+    "            src=build_conf(shift),\n",
+    "            dest=f\"/tmp/garage{shift}.toml\"\n",
+    "        )\n",
+    "        p.command(\n",
+    "            task_name=\"Run garage in the background\",\n",
+    "            cmd=f\"/tmp/garage -c /tmp/garage{shift}.toml server\",\n",
+    "            asynch=3600 * 24 * 365,\n",
+    "            poll=0\n",
+    "        )\n",
+    "        p.command(\n",
+    "            task_name=\"Get node ID\",\n",
+    "            cmd=f\"/tmp/garage -c /tmp/garage{shift}.toml node id -q\",\n",
+    "        )\n",
+    "        results = p.results\n",
+    "    nodes_id = {r.host: r.stdout for r in results.filter(task=\"Get node ID\")}\n",
+    "    \n",
+    "    with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "        #! Adopt them from node 1\n",
+    "        for remote_node, remote_id in nodes_id.items():\n",
+    "            p.command(\n",
+    "                task_name=f\"Connect to remote node {remote_node}\",\n",
+    "                cmd=f\"/tmp/garage -c /tmp/garage.toml node connect {remote_id}\",\n",
+    "            )\n",
+    "    \n",
+    "        #! Configure new nodes\n",
+    "        # Iterate on all roles starting with \"zone-\"\n",
+    "        for role, hosts in roles.items():\n",
+    "            if not role.startswith(\"zone-\"):\n",
+    "                continue\n",
+    "            zone = role.removeprefix(\"zone-\")\n",
+    "            ids = [nodes_id[host.address][:16] for host in hosts]\n",
+    "            # TODO: use the admin API to configure all zones at once\n",
+    "            p.command(\n",
+    "                task_name=f\"Configure zone of nodes in {zone}\",\n",
+    "                cmd=f\"/tmp/garage -c /tmp/garage.toml layout assign -c 1 -z {zone} {' '.join(ids)}\",\n",
+    "            )\n",
+    "            \n",
+    "    with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "        p.uri(\n",
+    "            task_name=\"Get current layout version\",\n",
+    "            url=\"http://localhost:3903/v0/layout\",\n",
+    "            headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "            method=\"GET\",\n",
+    "        )\n",
+    "        results = p.results\n",
+    "        \n",
+    "    layout_version = results.filter(task=\"Get current layout version\")[0].payload['json']['version']\n",
+    "    with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "        p.uri(\n",
+    "            task_name=\"Apply next layout version\",\n",
+    "            url=\"http://localhost:3903/v0/layout/apply\",\n",
+    "            headers={\"Authorization\": f\"Bearer {ADMIN_TOKEN}\"},\n",
+    "            method=\"POST\",\n",
+    "            body_format=\"json\",\n",
+    "            body={\"version\": layout_version + 1}\n",
+    "        )\n",
+    "        results = p.results\n",
+    "        \n",
+    "        p.command(cmd=f\"/tmp/garage -c /tmp/garage.toml status\")\n",
+    "        results = p.results\n",
+    "    print(results[-1].stdout)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fe2f3dd6-2b42-410a-b1dd-6d66e8325910",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "add_layer(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "890eb9cf-2268-4cbe-96a3-e7769a14adcf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m4\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mGather facts,Creating config,Run garage in the background,Get node ID\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                        Address            Tags  Zone    Capacity\n",
+      "e117786af8322513  paravance-8.rennes.grid5000.fr  172.16.96.8:3901   []    rennes  1\n",
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+      "5c664e901cb258ca  nova-15.lyon.grid5000.fr        172.16.52.15:3971  []    lyon    1\n",
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+     ]
+    }
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+   "execution_count": 69,
+   "id": "fa01f4ce-26d4-4d4f-8123-87d9b91cc69d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_xp(shift):\n",
+    "    with en.actions(roles=roles[\"garage\"][0], gather_facts=False) as p:\n",
+    "        p.command(\n",
+    "            cmd=f\"/tmp/s3lat\",\n",
+    "            environment=garage_config_env,\n",
+    "            task_name=\"Run a benchmark\"\n",
+    "        )\n",
+    "        results = p.results\n",
+    "    with open(f\"clust-shift-{shift}.csv\", \"w\") as f:\n",
+    "        f.write(results[0].stdout)\n"
+   ]
+  },
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Finished 1 tasks (Run a benchmark)\n",
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+   "id": "d30d322d-2c86-47d8-9ab8-ccb5981c59ba",
+   "metadata": {},
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "start xp with shift=39\n"
+     ]
+    },
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+     "metadata": {},
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+     "output_type": "stream",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
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+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
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+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
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+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
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+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
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+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
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+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
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+      "e9a0d608aef8c411  econome-17.nantes.grid5000.fr    172.16.192.17:3921  []    nantes  1\n",
+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
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+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
+      "af3e25900304384f  econome-17.nantes.grid5000.fr    172.16.192.17:4141  []    nantes  1\n",
+      "e9a0d608aef8c411  econome-17.nantes.grid5000.fr    172.16.192.17:3921  []    nantes  1\n",
+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
+      "513a461f0aeaa708  paravance-13.rennes.grid5000.fr  172.16.96.13:3991   []    rennes  1\n",
+      "a067426abf3c638d  econome-18.nantes.grid5000.fr    172.16.192.18:4071  []    nantes  1\n",
+      "cd2a69ce16be23d2  econome-18.nantes.grid5000.fr    172.16.192.18:4281  []    nantes  1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
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+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
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+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
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+      "e9a0d608aef8c411  econome-17.nantes.grid5000.fr    172.16.192.17:3921  []    nantes  1\n",
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+      "\n",
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+       "nova-14.lyon.grid5000.fr,Configure zone of nodes in rennes,Configure zone of nodes in \n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
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+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
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+      "\n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
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Finished 2 tasks (Apply next layout version,command)\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1518s ago\n",
+      "cluster configured, run s3lat\n"
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Finished 1 tasks (Run a benchmark)\n",
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+      "iter done\n",
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+       "to remote node econome-17.nantes.grid5000.fr,Connect to remote node \n",
+       "nova-14.lyon.grid5000.fr,Connect to remote node econome-18.nantes.grid5000.fr,Configure zone \n",
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+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
+       "\u001b[3mto remote node econome-\u001b[0m\u001b[1;3;36m17.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node \u001b[0m\n",
+       "\u001b[3mnova-\u001b[0m\u001b[1;3;36m14.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect to remote node econome-\u001b[0m\u001b[1;3;36m18.\u001b[0m\u001b[3mnantes.grid5000.fr,Configure zone \u001b[0m\n",
+       "\u001b[3mof nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes\u001b[0m\u001b[1;3m)\u001b[0m\n"
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Finished 1 tasks (Get current layout version)\n",
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─────────────────────────────────────────────────────────────────────────────────────────────\n",
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Finished 2 tasks (Apply next layout version,command)\n",
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+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1554s ago\n",
+      "cluster configured, run s3lat\n"
+     ]
+    },
+    {
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+       "model_id": "",
+       "version_major": 2,
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+      "start xp with shift=48\n"
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
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+    {
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+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
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+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
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+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "b747d4d2697e7563  econome-17.nantes.grid5000.fr    172.16.192.17:4361  []    nantes  1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1598s ago\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
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+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
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+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
+      "b747d4d2697e7563  econome-17.nantes.grid5000.fr    172.16.192.17:4361  []    nantes  1\n",
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+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
+      "513a461f0aeaa708  paravance-13.rennes.grid5000.fr  172.16.96.13:3991   []    rennes  1\n",
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+      "cd2a69ce16be23d2  econome-18.nantes.grid5000.fr    172.16.192.18:4281  []    nantes  1\n",
+      "6aca68c2c9029115  nova-13.lyon.grid5000.fr         172.16.52.13:3941   []    lyon    1\n",
+      "ddb742b93b9391f5  econome-18.nantes.grid5000.fr    172.16.192.18:4081  []    nantes  1\n",
+      "41b6e78e2a4dae53  nova-13.lyon.grid5000.fr         172.16.52.13:4011   []    lyon    1\n",
+      "75b00ec3f06f137c  paravance-12.rennes.grid5000.fr  172.16.96.12:4211   []    rennes  1\n",
+      "56731010d59085e9  econome-17.nantes.grid5000.fr    172.16.192.17:4381  []    nantes  1\n",
+      "e8fb01d33381be4c  nova-14.lyon.grid5000.fr         172.16.52.14:4071   []    lyon    1\n",
+      "1fd5e3d97481f469  nova-13.lyon.grid5000.fr         172.16.52.13:4161   []    lyon    1\n",
+      "e231a10f38f69450  paravance-13.rennes.grid5000.fr  172.16.96.13:4161   []    rennes  1\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1695s ago\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
+       "node paravance-13.rennes.grid5000.fr,Connect to remote node nova-13.lyon.grid5000.fr,Connect \n",
+       "to remote node econome-17.nantes.grid5000.fr,Connect to remote node \n",
+       "econome-18.nantes.grid5000.fr,Connect to remote node nova-14.lyon.grid5000.fr,Configure zone \n",
+       "of nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes)\n",
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\n"
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+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m9\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mConnect to remote node paravance-\u001b[0m\u001b[1;3;36m12.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote \u001b[0m\n",
+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
+       "\u001b[3mto remote node econome-\u001b[0m\u001b[1;3;36m17.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node \u001b[0m\n",
+       "\u001b[3meconome-\u001b[0m\u001b[1;3;36m18.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m14.\u001b[0m\u001b[3mlyon.grid5000.fr,Configure zone \u001b[0m\n",
+       "\u001b[3mof nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes\u001b[0m\u001b[1;3m)\u001b[0m\n"
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+       "
Finished 1 tasks (Get current layout version)\n",
+       "
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+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+    {
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+       "
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+    {
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+       "
Finished 2 tasks (Apply next layout version,command)\n",
+       "
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+      ]
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+     "metadata": {},
+     "output_type": "display_data"
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+    {
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+       "
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+       "
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+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
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+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
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+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
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+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
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+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
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+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
+      "513a461f0aeaa708  paravance-13.rennes.grid5000.fr  172.16.96.13:3991   []    rennes  1\n",
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+      "5aec49742d9703a3  nova-13.lyon.grid5000.fr         172.16.52.13:4421   []    lyon    1\n",
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+      "7cb9253ab6dbfa58  paravance-13.rennes.grid5000.fr  172.16.96.13:4291   []    rennes  1\n",
+      "52846a5b6accf14a  paravance-12.rennes.grid5000.fr  172.16.96.12:4001   []    rennes  1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1745s ago\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1800s ago\n",
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Finished 9 tasks (Connect to remote node paravance-13.rennes.grid5000.fr,Connect to remote \n",
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+       "
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+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+     "metadata": {},
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+    {
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+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1849s ago\n",
+      "cluster configured, run s3lat\n"
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+     "text": [
+      "iter done\n",
+      "start xp with shift=54\n"
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
+       "node paravance-13.rennes.grid5000.fr,Connect to remote node nova-13.lyon.grid5000.fr,Connect \n",
+       "to remote node nova-14.lyon.grid5000.fr,Connect to remote node \n",
+       "econome-17.nantes.grid5000.fr,Connect to remote node econome-18.nantes.grid5000.fr,Configure \n",
+       "zone of nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes)\n",
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+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m9\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mConnect to remote node paravance-\u001b[0m\u001b[1;3;36m12.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote \u001b[0m\n",
+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
+       "\u001b[3mto remote node nova-\u001b[0m\u001b[1;3;36m14.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect to remote node \u001b[0m\n",
+       "\u001b[3meconome-\u001b[0m\u001b[1;3;36m17.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node econome-\u001b[0m\u001b[1;3;36m18.\u001b[0m\u001b[3mnantes.grid5000.fr,Configure \u001b[0m\n",
+       "\u001b[3mzone of nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes\u001b[0m\u001b[1;3m)\u001b[0m\n"
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+       "
Finished 1 tasks (Get current layout version)\n",
+       "
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+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+       "
Finished 2 tasks (Apply next layout version,command)\n",
+       "
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+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m2\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mApply next layout version,command\u001b[0m\u001b[1;3m)\u001b[0m\n"
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+     "output_type": "display_data"
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+    {
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+      "text/html": [
+       "
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+       "
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+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
+      "b747d4d2697e7563  econome-17.nantes.grid5000.fr    172.16.192.17:4361  []    nantes  1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
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+      "e9a0d608aef8c411  econome-17.nantes.grid5000.fr    172.16.192.17:3921  []    nantes  1\n",
+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
+      "513a461f0aeaa708  paravance-13.rennes.grid5000.fr  172.16.96.13:3991   []    rennes  1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         1960s ago\n",
+      "cluster configured, run s3lat\n"
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Finished 1 tasks (Run a benchmark)\n",
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+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mRun a benchmark\u001b[0m\u001b[1;3m)\u001b[0m\n"
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─────────────────────────────────────────────────────────────────────────────────────────────\n",
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+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+     "text": [
+      "iter done\n",
+      "start xp with shift=56\n"
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+       "econome-17.nantes.grid5000.fr,Connect to remote node nova-13.lyon.grid5000.fr,Connect to \n",
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+       "nova-14.lyon.grid5000.fr,Configure zone of nodes in rennes,Configure zone of nodes in \n",
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+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node \u001b[0m\n",
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Finished 1 tasks (Get current layout version)\n",
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Finished 2 tasks (Apply next layout version,command)\n",
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+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+     },
+     "metadata": {},
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
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+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
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+      "08b0f9e269584759  paravance-12.rennes.grid5000.fr  172.16.96.12:4471   []    rennes  1\n",
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+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
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+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
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+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
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+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         2021s ago\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
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+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
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+      "af2c5b7393792c8c  nova-13.lyon.grid5000.fr         172.16.52.13:4281   []    lyon    1\n",
+      "7e2ab704b37ca519  nova-14.lyon.grid5000.fr         172.16.52.14:4291   []    lyon    1\n",
+      "134da853acf3b24a  paravance-12.rennes.grid5000.fr  172.16.96.12:4421   []    rennes  1\n",
+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         2079s ago\n",
+      "cluster configured, run s3lat\n"
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Finished 1 tasks (Run a benchmark)\n",
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+       "nova-14.lyon.grid5000.fr,Configure zone of nodes in rennes,Configure zone of nodes in \n",
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+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node \u001b[0m\n",
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Finished 1 tasks (Get current layout version)\n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
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+      "a8a0098fece66560  econome-17.nantes.grid5000.fr    172.16.192.17:4301  []    nantes  1\n",
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+      "3214c98cd03941ad  econome-18.nantes.grid5000.fr    172.16.192.18:4031  []    nantes  1\n",
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+      "729f11dcb3297723  econome-18.nantes.grid5000.fr    172.16.192.18:3921  []    nantes  1\n",
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+      "035b8266267aa344  econome-17.nantes.grid5000.fr    172.16.192.17:4281  []    nantes  1\n",
+      "cc96c22a521be8fa  nova-13.lyon.grid5000.fr         172.16.52.13:4031   []    lyon    1\n",
+      "7cb9253ab6dbfa58  paravance-13.rennes.grid5000.fr  172.16.96.13:4291   []    rennes  1\n",
+      "52846a5b6accf14a  paravance-12.rennes.grid5000.fr  172.16.96.12:4001   []    rennes  1\n",
+      "233113e4845d7241  econome-18.nantes.grid5000.fr    172.16.192.18:4301  []    nantes  1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
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+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         2201s ago\n",
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
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+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
+      "a6072f39274a1606  nova-13.lyon.grid5000.fr         172.16.52.13:4501   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "dd36430ebd64ed12  nova-14.lyon.grid5000.fr         172.16.52.14:4511   []    lyon    1\n",
+      "08b0f9e269584759  paravance-12.rennes.grid5000.fr  172.16.96.12:4471   []    rennes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
+      "b747d4d2697e7563  econome-17.nantes.grid5000.fr    172.16.192.17:4361  []    nantes  1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
+      "af3e25900304384f  econome-17.nantes.grid5000.fr    172.16.192.17:4141  []    nantes  1\n",
+      "be335297f05062dd  paravance-13.rennes.grid5000.fr  172.16.96.13:4441   []    rennes  1\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?         172.16.52.14:3951  []    lyon  1         2266s ago\n",
+      "cluster configured, run s3lat\n"
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+      "iter done\n",
+      "start xp with shift=61\n"
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Finished 4 tasks (Gather facts,Creating config,Run garage in the background,Get node ID)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
+       "node paravance-13.rennes.grid5000.fr,Connect to remote node nova-13.lyon.grid5000.fr,Connect \n",
+       "to remote node econome-17.nantes.grid5000.fr,Connect to remote node \n",
+       "nova-14.lyon.grid5000.fr,Connect to remote node econome-18.nantes.grid5000.fr,Configure zone \n",
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+       "\u001b[3mnode paravance-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mrennes.grid5000.fr,Connect to remote node nova-\u001b[0m\u001b[1;3;36m13.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect \u001b[0m\n",
+       "\u001b[3mto remote node econome-\u001b[0m\u001b[1;3;36m17.\u001b[0m\u001b[3mnantes.grid5000.fr,Connect to remote node \u001b[0m\n",
+       "\u001b[3mnova-\u001b[0m\u001b[1;3;36m14.\u001b[0m\u001b[3mlyon.grid5000.fr,Connect to remote node econome-\u001b[0m\u001b[1;3;36m18.\u001b[0m\u001b[3mnantes.grid5000.fr,Configure zone \u001b[0m\n",
+       "\u001b[3mof nodes in rennes,Configure zone of nodes in lyon,Configure zone of nodes in nantes\u001b[0m\u001b[1;3m)\u001b[0m\n"
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+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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Finished 2 tasks (Apply next layout version,command)\n",
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+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
+      "a6072f39274a1606  nova-13.lyon.grid5000.fr         172.16.52.13:4501   []    lyon    1\n",
+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "02b9c0f851fbc60e  paravance-12.rennes.grid5000.fr  172.16.96.12:4521   []    rennes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "dd36430ebd64ed12  nova-14.lyon.grid5000.fr         172.16.52.14:4511   []    lyon    1\n",
+      "08b0f9e269584759  paravance-12.rennes.grid5000.fr  172.16.96.12:4471   []    rennes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
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+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
+      "0e6efef038f719e9  nova-13.lyon.grid5000.fr         172.16.52.13:4111   []    lyon    1\n",
+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
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+      "be335297f05062dd  paravance-13.rennes.grid5000.fr  172.16.96.13:4441   []    rennes  1\n",
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+      "\n",
+      "==== FAILED NODES ====\n",
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+      "==== HEALTHY NODES ====\n",
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+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
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+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
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+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
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+      "9c39aa7e0995b1e2  econome-17.nantes.grid5000.fr    172.16.192.17:4231  []    nantes  1\n",
+      "a8a0098fece66560  econome-17.nantes.grid5000.fr    172.16.192.17:4301  []    nantes  1\n",
+      "0ff12fd568d8e9e9  paravance-12.rennes.grid5000.fr  172.16.96.12:4151   []    rennes  1\n",
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+      "cbd635e381129198  nova-13.lyon.grid5000.fr         172.16.52.13:3981   []    lyon    1\n",
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+      "d7d2bdbd4671be75  econome-18.nantes.grid5000.fr    172.16.192.18:4381  []    nantes  1\n",
+      "035b8266267aa344  econome-17.nantes.grid5000.fr    172.16.192.17:4281  []    nantes  1\n",
+      "cc96c22a521be8fa  nova-13.lyon.grid5000.fr         172.16.52.13:4031   []    lyon    1\n",
+      "7cb9253ab6dbfa58  paravance-13.rennes.grid5000.fr  172.16.96.13:4291   []    rennes  1\n",
+      "52846a5b6accf14a  paravance-12.rennes.grid5000.fr  172.16.96.12:4001   []    rennes  1\n",
+      "233113e4845d7241  econome-18.nantes.grid5000.fr    172.16.192.18:4301  []    nantes  1\n",
+      "af2c5b7393792c8c  nova-13.lyon.grid5000.fr         172.16.52.13:4281   []    lyon    1\n",
+      "7e2ab704b37ca519  nova-14.lyon.grid5000.fr         172.16.52.14:4291   []    lyon    1\n",
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+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname                  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?                         172.16.52.14:3951  []    lyon  1         2476s ago\n",
+      "c60b713cf56bb0f5  nova-13.lyon.grid5000.fr  172.16.52.13:4261  []    lyon  1         44s ago\n",
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Finished 1 tasks (Run a benchmark)\n",
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Finished 9 tasks (Connect to remote node paravance-12.rennes.grid5000.fr,Connect to remote \n",
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+     "text": [
+      "==== HEALTHY NODES ====\n",
+      "ID                Hostname                         Address             Tags  Zone    Capacity\n",
+      "eaa097d3415e3d5a  paravance-13.rennes.grid5000.fr  172.16.96.13:3981   []    rennes  1\n",
+      "98d186fb60615451  paravance-13.rennes.grid5000.fr  172.16.96.13:4211   []    rennes  1\n",
+      "a40deb4760e3bcb2  nova-14.lyon.grid5000.fr         172.16.52.14:4061   []    lyon    1\n",
+      "85dc02640a3a55e0  econome-18.nantes.grid5000.fr    172.16.192.18:4391  []    nantes  1\n",
+      "59c43dba182ddb9f  nova-13.lyon.grid5000.fr         172.16.52.13:4431   []    lyon    1\n",
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+      "9b8f9a8d5386c341  econome-17.nantes.grid5000.fr    172.16.192.17:4001  []    nantes  1\n",
+      "02b9c0f851fbc60e  paravance-12.rennes.grid5000.fr  172.16.96.12:4521   []    rennes  1\n",
+      "803f9d9a349cc6e8  econome-17.nantes.grid5000.fr    172.16.192.17:4541  []    nantes  1\n",
+      "2ed152c4d56999db  paravance-12.rennes.grid5000.fr  172.16.96.12:4431   []    rennes  1\n",
+      "40df63b1ffe8a81e  nova-13.lyon.grid5000.fr         172.16.52.13:3991   []    lyon    1\n",
+      "bc058fd609330802  paravance-12.rennes.grid5000.fr  172.16.96.12:4121   []    rennes  1\n",
+      "3632af02c1ff5c2a  paravance-12.rennes.grid5000.fr  172.16.96.12:4271   []    rennes  1\n",
+      "6380c1e013be0fc9  paravance-13.rennes.grid5000.fr  172.16.96.13:4191   []    rennes  1\n",
+      "636b16449acc9ff4  nova-14.lyon.grid5000.fr         172.16.52.14:4091   []    lyon    1\n",
+      "0fca699f81ac60e8  nova-13.lyon.grid5000.fr         172.16.52.13:3971   []    lyon    1\n",
+      "4d13978864262bc4  nova-14.lyon.grid5000.fr         172.16.52.14:4321   []    lyon    1\n",
+      "98f8f5ec085536c0  nova-13.lyon.grid5000.fr         172.16.52.13:4301   []    lyon    1\n",
+      "3dbf35632c1aa05f  paravance-12.rennes.grid5000.fr  172.16.96.12:3951   []    rennes  1\n",
+      "dbf2eafa6f2b4520  econome-18.nantes.grid5000.fr    172.16.192.18:4311  []    nantes  1\n",
+      "dd36430ebd64ed12  nova-14.lyon.grid5000.fr         172.16.52.14:4511   []    lyon    1\n",
+      "29441904a8649c51  nova-14.lyon.grid5000.fr         172.16.52.14:4551   []    lyon    1\n",
+      "08b0f9e269584759  paravance-12.rennes.grid5000.fr  172.16.96.12:4471   []    rennes  1\n",
+      "4de2df6587fc4a93  nova-14.lyon.grid5000.fr         172.16.52.14:4261   []    lyon    1\n",
+      "d0daf92956b9b8d2  econome-18.nantes.grid5000.fr    172.16.192.18:4131  []    nantes  1\n",
+      "8f495c105cc09a1f  paravance-13.rennes.grid5000.fr  172.16.96.13:4381   []    rennes  1\n",
+      "927599f6c3b13e50  nova-13.lyon.grid5000.fr         172.16.52.13:4191   []    lyon    1\n",
+      "4af677d854688910  paravance-13.rennes.grid5000.fr  172.16.96.13:4201   []    rennes  1\n",
+      "f04515fa8d47607b  paravance-12.rennes.grid5000.fr  172.16.96.12:4061   []    rennes  1\n",
+      "151552bf13266023  paravance-12.rennes.grid5000.fr  172.16.96.12:4291   []    rennes  1\n",
+      "ff03282c3097f2fb  econome-18.nantes.grid5000.fr    172.16.192.18:4551  []    nantes  1\n",
+      "b28e155d9afdc4f3  econome-17.nantes.grid5000.fr    172.16.192.17:4191  []    nantes  1\n",
+      "dec60da74d3e9f0f  nova-14.lyon.grid5000.fr         172.16.52.14:4231   []    lyon    1\n",
+      "c7fa828f2ec8c2d5  econome-18.nantes.grid5000.fr    172.16.192.18:4541  []    nantes  1\n",
+      "78c953f0a956fff7  nova-14.lyon.grid5000.fr         172.16.52.14:4241   []    lyon    1\n",
+      "a0d2e8c577cae504  nova-14.lyon.grid5000.fr         172.16.52.14:4001   []    lyon    1\n",
+      "1b3d982afa4bf69c  paravance-12.rennes.grid5000.fr  172.16.96.12:4301   []    rennes  1\n",
+      "72c5c27448fb30ee  econome-17.nantes.grid5000.fr    172.16.192.17:4031  []    nantes  1\n",
+      "cf45bff8128fab2f  nova-13.lyon.grid5000.fr         172.16.52.13:4171   []    lyon    1\n",
+      "e5c462a15cfccb84  econome-17.nantes.grid5000.fr    172.16.192.17:3991  []    nantes  1\n",
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+      "a7366ad460b34375  nova-14.lyon.grid5000.fr         172.16.52.14:4201   []    lyon    1\n",
+      "444f3882d8c95db7  nova-13.lyon.grid5000.fr         172.16.52.13:4401   []    lyon    1\n",
+      "5aa0598374e23574  econome-18.nantes.grid5000.fr    172.16.192.18:4531  []    nantes  1\n",
+      "b747d4d2697e7563  econome-17.nantes.grid5000.fr    172.16.192.17:4361  []    nantes  1\n",
+      "acd9ecc626147c11  econome-17.nantes.grid5000.fr    172.16.192.17:4151  []    nantes  1\n",
+      "c272ab4afad9569b  paravance-12.rennes.grid5000.fr  172.16.96.12:4281   []    rennes  1\n",
+      "af3e25900304384f  econome-17.nantes.grid5000.fr    172.16.192.17:4141  []    nantes  1\n",
+      "be335297f05062dd  paravance-13.rennes.grid5000.fr  172.16.96.13:4441   []    rennes  1\n",
+      "e9a0d608aef8c411  econome-17.nantes.grid5000.fr    172.16.192.17:3921  []    nantes  1\n",
+      "b394c61efd535d1c  econome-18.nantes.grid5000.fr    172.16.192.18:4521  []    nantes  1\n",
+      "5dc224683b20a305  nova-13.lyon.grid5000.fr         172.16.52.13:3931   []    lyon    1\n",
+      "513a461f0aeaa708  paravance-13.rennes.grid5000.fr  172.16.96.13:3991   []    rennes  1\n",
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+      "7cb9253ab6dbfa58  paravance-13.rennes.grid5000.fr  172.16.96.13:4291   []    rennes  1\n",
+      "52846a5b6accf14a  paravance-12.rennes.grid5000.fr  172.16.96.12:4001   []    rennes  1\n",
+      "233113e4845d7241  econome-18.nantes.grid5000.fr    172.16.192.18:4301  []    nantes  1\n",
+      "af2c5b7393792c8c  nova-13.lyon.grid5000.fr         172.16.52.13:4281   []    lyon    1\n",
+      "7e2ab704b37ca519  nova-14.lyon.grid5000.fr         172.16.52.14:4291   []    lyon    1\n",
+      "134da853acf3b24a  paravance-12.rennes.grid5000.fr  172.16.96.12:4421   []    rennes  1\n",
+      "d97bc837778c82b5  paravance-13.rennes.grid5000.fr  172.16.96.13:4091   []    rennes  1\n",
+      "\n",
+      "==== FAILED NODES ====\n",
+      "ID                Hostname                  Address            Tags  Zone  Capacity  Last seen\n",
+      "1ac57994b8b4ebc5  ?                         172.16.52.14:3951  []    lyon  1         2556s ago\n",
+      "dd9fb7be61b8f886  nova-14.lyon.grid5000.fr  172.16.52.14:4361  []    lyon  1         38s ago\n",
+      "cluster configured, run s3lat\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Finished 1 tasks (Run a benchmark)\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;34mFinished \u001b[0m\u001b[1;34m1\u001b[0m\u001b[1;34m tasks\u001b[0m \u001b[1;3m(\u001b[0m\u001b[3mRun a benchmark\u001b[0m\u001b[1;3m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
─────────────────────────────────────────────────────────────────────────────────────────────\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[92m─────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "iter done\n",
+      "start xp with shift=65\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "608a6a66ee2548869d98cdce642c913d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Exception ignored in: <function _releaseLock at 0x7f01a613c3a0>\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Exception ignored in: \n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Traceback (most recent call last):\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Traceback (most recent call last):\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
  File \"/usr/lib/python3.9/logging/__init__.py\", line 223, in _releaseLock\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "  File \"/usr/lib/python3.9/logging/__init__.py\", line 223, in _releaseLock\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
    def _releaseLock():\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "    def _releaseLock():\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
KeyboardInterrupt: \n",
+       "
\n"
+      ],
+      "text/plain": [
+       "KeyboardInterrupt: \n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "AnsibleError",
+     "evalue": "A worker was found in a dead state",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAnsibleError\u001b[0m                              Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_1909708/3341335390.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mshift\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m39\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"start xp with shift={shift}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0madd_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshift\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"cluster configured, run s3lat\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mrun_xp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshift\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/tmp/ipykernel_1909708/1200335303.py\u001b[0m in \u001b[0;36madd_layer\u001b[0;34m(shift)\u001b[0m\n\u001b[1;32m     17\u001b[0m             \u001b[0mcmd\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"/tmp/garage -c /tmp/garage{shift}.toml node id -q\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m         )\n\u001b[0;32m---> 19\u001b[0;31m         \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m     \u001b[0mnodes_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhost\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstdout\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtask\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Get node ID\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/enoslib/api.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    738\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    739\u001b[0m         \u001b[0;31m# run it\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 740\u001b[0;31m         results = run_play(\n\u001b[0m\u001b[1;32m    741\u001b[0m             \u001b[0mplay_source\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    742\u001b[0m             \u001b[0minventory_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minventory_path\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/enoslib/api.py\u001b[0m in \u001b[0;36mrun_play\u001b[0;34m(play_source, inventory_path, roles, extra_vars, on_error_continue)\u001b[0m\n\u001b[1;32m    571\u001b[0m         \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Generating playbook in %s \"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplay_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    572\u001b[0m         \u001b[0mplay_path\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mplay_source\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 573\u001b[0;31m         return run_ansible(\n\u001b[0m\u001b[1;32m    574\u001b[0m             \u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mplay_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    575\u001b[0m             \u001b[0minventory_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minventory_path\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/enoslib/api.py\u001b[0m in \u001b[0;36mrun_ansible\u001b[0;34m(playbooks, inventory_path, roles, tags, on_error_continue, basedir, extra_vars)\u001b[0m\n\u001b[1;32m   1118\u001b[0m             \u001b[0;31m# let the ansible.cfg governs this\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1119\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1120\u001b[0;31m         \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpbex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1121\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1122\u001b[0m         \u001b[0mresults\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0m_results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/ansible/executor/playbook_executor.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    188\u001b[0m                             \u001b[0;31m# and run it...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    189\u001b[0m                             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 190\u001b[0;31m                                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tqm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mplay\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplay\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    191\u001b[0m                             \u001b[0;32mexcept\u001b[0m \u001b[0mAnsibleEndPlay\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    192\u001b[0m                                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/ansible/executor/task_queue_manager.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, play)\u001b[0m\n\u001b[1;32m    319\u001b[0m         \u001b[0;31m# and run the play using the strategy and cleanup on way out\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    320\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 321\u001b[0;31m             \u001b[0mplay_return\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstrategy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplay_context\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    322\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    323\u001b[0m             \u001b[0mstrategy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcleanup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/ansible/plugins/strategy/linear.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, iterator, play_context)\u001b[0m\n\u001b[1;32m    328\u001b[0m                 \u001b[0mdisplay\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"done queuing things up, now waiting for results queue to drain\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    329\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pending_results\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 330\u001b[0;31m                     \u001b[0mresults\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_on_pending_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    332\u001b[0m                 \u001b[0mhost_results\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/ansible/plugins/strategy/__init__.py\u001b[0m in \u001b[0;36m_wait_on_pending_results\u001b[0;34m(self, iterator)\u001b[0m\n\u001b[1;32m    814\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    815\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tqm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhas_dead_workers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 816\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mAnsibleError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"A worker was found in a dead state\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    817\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    818\u001b[0m             \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_pending_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAnsibleError\u001b[0m: A worker was found in a dead state"
+     ]
+    }
+   ],
+   "source": [
+    "for shift in range(39,90):\n",
+    "    print(f\"start xp with shift={shift}\")\n",
+    "    add_layer(shift)\n",
+    "    print(f\"cluster configured, run s3lat\")\n",
+    "    run_xp(shift)\n",
+    "    print(\"iter done\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/png/rpc-amplification.png b/png/rpc-amplification.png
new file mode 100644
index 0000000..741539a
Binary files /dev/null and b/png/rpc-amplification.png differ
diff --git a/png/rpc-complexity.png b/png/rpc-complexity.png
new file mode 100644
index 0000000..aec49e0
Binary files /dev/null and b/png/rpc-complexity.png differ
diff --git a/garage-latency-simple.R b/rpc-amplification.R
similarity index 98%
rename from garage-latency-simple.R
rename to rpc-amplification.R
index 9b9889e..41d6c5d 100755
--- a/garage-latency-simple.R
+++ b/rpc-amplification.R
@@ -94,4 +94,4 @@ ggplot(c, aes(x=endpoint,y=time_mean,fill=daemon,ymin=time_min,ymax=time_max)) +
       theme_classic() + 
       theme(legend.position = c(.8, .3))
 
-ggsave("endpoint-latency.png", width=200, height=110, units="mm")
+ggsave("png/rpc-amplification.png", width=200, height=110, units="mm")
diff --git a/rpc-complexity.R b/rpc-complexity.R
new file mode 100755
index 0000000..dbc210a
--- /dev/null
+++ b/rpc-complexity.R
@@ -0,0 +1,51 @@
+#!/usr/bin/env Rscript
+
+require(tidyverse)
+
+if (!file.exists("csv/rpc-complexity.csv")) {
+  read_csv("csv/clust-shift-no.csv") %>% 
+    group_by(endpoint) %>% 
+    summarise(
+      Mean = mean(nanoseconds) / 1000 / 1000,
+      Max = max(nanoseconds) / 1000 / 1000,
+      Min = min(nanoseconds) / 1000 / 1000,
+    ) %>% 
+    gather(aggregation, time, Mean, Max, Min) %>%
+    add_column(cluster_size=6) -> clust
+  
+  for (i in 1:64) {
+    print(paste("loading file",i))
+    clustsize <- i * 6 + 6
+      
+    read_csv(paste("csv/clust-shift-", i, ".csv", sep = "")) %>% 
+      group_by(endpoint) %>% 
+      summarise(
+        Mean = mean(nanoseconds) / 1000 / 1000,
+        Max = max(nanoseconds) / 1000 / 1000,
+        Min = min(nanoseconds) / 1000 / 1000,
+      ) %>% 
+      gather(aggregation, time, Mean, Max, Min) %>%
+      add_column(cluster_size=clustsize) -> tmp
+    
+    bind_rows(clust, tmp) -> clust
+  }
+  write_csv(clust, "csv/rpc-complexity.csv")
+}
+read_csv("csv/rpc-complexity.csv") -> clust
+
+
+ggplot(clust, aes(x=cluster_size,y=time,fill=aggregation)) +
+  geom_area() +
+  scale_y_continuous(expand=c(0,0))+
+  labs(
+    x="Number of nodes in the cluster", 
+    y="Latency (ms)",
+    fill="Aggregation",
+    caption="Get the code to reproduce this graph at https://git.deuxfleurs.fr/quentin/benchmarks",
+    title="Garage response time on common S3 endpoints with various cluster size",
+    subtitle="ran on 6 physical nodes on Grid5000 with multiple instances on each node\nspread on 3 zones: Lyon (nova), Rennes (paravance) and Nantes (econome)\nfew contention, latency is mainly due to RPC communications except on biggest values") +
+  facet_wrap(~endpoint) +
+  theme_classic() +
+  theme(legend.position = c(.8, .3))
+
+ggsave("png/rpc-complexity.png", width=200, height=110, units="mm")