diff --git a/doc/source/test_results/container_cluster_systems/etcd/configs/node1.tar.gz b/doc/source/test_results/container_cluster_systems/etcd/configs/node1.tar.gz new file mode 100644 index 0000000..ba36a1a Binary files /dev/null and b/doc/source/test_results/container_cluster_systems/etcd/configs/node1.tar.gz differ diff --git a/doc/source/test_results/container_cluster_systems/etcd/data/pods_vs_etcd_29_03.csv b/doc/source/test_results/container_cluster_systems/etcd/data/pods_vs_etcd_29_03.csv new file mode 100644 index 0000000..695551d --- /dev/null +++ b/doc/source/test_results/container_cluster_systems/etcd/data/pods_vs_etcd_29_03.csv @@ -0,0 +1,3602 @@ +k8s_pods_total,process_resident_memory_bytes,etcd_debugging_snap_save_total_duration_seconds_bucket,etcd_disk_backend_commit_duration_seconds_bucket,etcd_http_failed_total,etcd_network_peer_received_bytes_total,etcd_network_peer_sent_bytes_total,etcd_server_proposals_pending 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b/doc/source/test_results/container_cluster_systems/etcd/images/pl/svc/snap.png new file mode 100644 index 0000000..28362f3 Binary files /dev/null and b/doc/source/test_results/container_cluster_systems/etcd/images/pl/svc/snap.png differ diff --git a/doc/source/test_results/container_cluster_systems/etcd/index.rst b/doc/source/test_results/container_cluster_systems/etcd/index.rst new file mode 100644 index 0000000..2729309 --- /dev/null +++ b/doc/source/test_results/container_cluster_systems/etcd/index.rst @@ -0,0 +1,419 @@ + +.. _Results_of_the_ETCD_health_tests: + +******************************** +Results of the ETCD health tests +******************************** + +:Abstract: + + This piece of art includes the results of the ETCD tests made + basing on the _ETCD_health_tests plan. + Our goal was to research how many Kubernetes items (pods and services) + could be spawned in terms of ETCD. We figured out which ETCD metrics + are crucial and collected them under appropriate (pods or services) + load. Corresponding dependency plots were made based on this data. + + +Environment description +======================= + +Hardware configuration of each server +------------------------------------- + +.. table:: Description of servers hardware + + +-------+----------------+------------------------+------------------------+ + |server |name |node-{1..430} |node-{1..430} | + | +----------------+------------------------+------------------------+ + | |role |kubernetes cluster | kubernetes cluster | + | +----------------+------------------------+------------------------+ + | |vendor,model |Dell, R630 |Lenovo, RD550-1U | + | +----------------+------------------------+------------------------+ + | |operating_system| | 4.4.0-36-generic | | 4.4.0-36-generic | + | | | | Ubuntu-xenial | | Ubuntu-xenial | + | | | | x86_64 | | x86_64 | + +-------+----------------+------------------------+------------------------+ + |CPU |vendor,model |Intel, E5-2680v3 |Intel, E5-2680 v3 | + | +----------------+------------------------+------------------------+ + | |processor_count |2 |2 | + | +----------------+------------------------+------------------------+ + | |core_count |12 |12 | + | +----------------+------------------------+------------------------+ + | |frequency_MHz |2500 |2500 | + +-------+----------------+------------------------+------------------------+ + |RAM |vendor,model |Hynix HMA42GR7MFR4N-TF |Samsung M393A2G40DB0-CPB| + | +----------------+------------------------+------------------------+ + | |amount_MB |262144 |262144 | + +-------+----------------+------------------------+------------------------+ + |NETWORK|interface_name |bond0 |bond0 | + | +----------------+------------------------+------------------------+ + | |vendor,model |Intel, X710 Dual Port |Intel, X710 Dual Port | + | +----------------+------------------------+------------------------+ + | |interfaces_count|2 |2 | + | +----------------+------------------------+------------------------+ + | |bandwidth |10G |10G | + +-------+----------------+------------------------+------------------------+ + |STORAGE|dev_name |/dev/sda |/dev/sda | + | +----------------+------------------------+------------------------+ + | |vendor,model | | raid1 PERC H730P Mini| | raid1 MegaRAID 3108 | + | | | | 2 disks Intel S3610 | | 2 disks Intel S3610 | + | +----------------+------------------------+------------------------+ + | |SSD/HDD |SSD |SSD | + | +----------------+------------------------+------------------------+ + | |size | 800GB | 800GB | + +-------+----------------+------------------------+------------------------+ + +Network scheme and part of configuration of hardware network switches +--------------------------------------------------------------------- +Network scheme of the environment: + +.. image:: images/Network_Scheme.png + :alt: Network Scheme of the environment + :scale: 80 + +Here is the piece of switch configuration for each switch port which is a part of +bond0 interface of a server: + +.. code:: bash + +show run int et1 +interface Ethernet1 + description - r02r13c33 + switchport trunk native vlan 4 + switchport trunk allowed vlan 4 + switchport mode trunk + channel-group 133 mode active + lacp port-priority 16384 + spanning-tree portfast + +show run int po1 +interface Port-Channel1 + description osscr02r13c21 + switchport trunk native vlan 131 + switchport trunk allowed vlan 130-159 + switchport mode trunk + port-channel lacp fallback static + port-channel lacp fallback timeout 30 + mlag 1 + +Software configuration +----------------------------------------- +Setting up Kubernetes cluster: +^^^^^^^^^^^^^^^^^^^^^^^^ + +Kubernetes installation was made with `Kargo`_ and `Fuel-CCP-Installer`_ wrapper +on top of the 430 nodes with preinstalled Ubuntu Xenial. +You can download the content of the /etc directory of a typical K8S node here: +:download:`etc_tarball ` + +This is how Kargo sets up Kubernetes cluster: + + - nodes[1-3]: ETCD nodes + - nodes[4-5]: K8S masters + - nodes[6-430]: K8S nodes (minions) + +Kargo was lanched with the following parameters: + +.. code:: bash + + cluster_id: "1.0.0.1" + docker_options: "--insecure-registry 10.3.60.54:5000 -D" + #upstream_dns_servers: [10.3.60.52] + upstream_dns_servers: [8.8.8.8, 8.8.4.4] + nameservers: [8.8.8.8, 8.8.4.4] + kube_service_addresses: 10.224.0.0/12 + kube_pods_subnet: 10.240.0.0/12 + kube_network_node_prefix: 22 + kube_apiserver_insecure_bind_address: "0.0.0.0" + dns_replicas: 3 + dns_cpu_limit: "100m" + dns_memory_limit: "512Mi" + dns_cpu_requests: "70m" + dns_memory_requests: "70Mi" + deploy_netchecker: false + download_run_once: false + download_localhost: false + +See the versions of the used software below: + +.. table:: + + +--------------------+-----------------------------------------+ + |Software |Version | + +--------------------+-----------------------------------------+ + |Ubuntu | Ubuntu 16.04.1 LTS | + +--------------------+-----------------------------------------+ + |Fuel-CCP-Installer | 6b26170f70e523fb04bda8d6f15077d461fba9de| + +--------------------+-----------------------------------------+ + |Kargo | 016b7893c64fede07269c01cac31e96c8ee0d257| + +--------------------+-----------------------------------------+ + |Kubernetes | v1.5.3 | + +--------------------+-----------------------------------------+ + |ETCD | v3.1.0 (API version 2) | + +--------------------+-----------------------------------------+ + +Test tools +^^^^^^^^^^ +We did not use any specific tools to collect required metrics during ETCD load tests. +`Prometheus`_ monitoring with `Telegraf`_ agent and `Grafana`_ visualization were +utilized for these purposes as a part of our `Monitoring_methodology`_ for +containerized systems. The only well-known tools that we brought into play were: + - `curl`_: to fetch metrics for specific range of time out of Prometheus + - `jq`_: to parse resulted json objects and strip off extra data + - `paste`_: to combine obtained results into csv file for further analysis + +Load tests were conducted with the following benchmarking tools for Kubernetes: + - `MMM`_: suit to spawn desired number of pods on each node of the cluster + - `Hoseproxy`_: tool that takes one pod (e.g. nginx) and spawns desired number of service endpoints for this pod + +Testing process +=============== + +In the first scenario with `MMM`_ we had been using "200 pods per each node" setting +and, thus, spawned huge amounts of pods. Snap from the `prepare-minion.py`_ of the `MMM`_ suit: + +.. code:: python + + # pods per node: + PODS = 200 + def main(): + # nodes range: + nodes = ["node{}".format(x+1) for x in xrange(10, 430)] + +In the second scenario with `Hoseproxy`_ we launched lots of services (100 services per step +in 100 parallel threads): + +.. code:: bash + + ./hoseproxy -ns minions -src master -master http://localhost:8080 -nparallel 100 -nservices 100 -nsteps 10000 + +For both scenarios we were following next algorithm: + +1. +Launch a load test and wait until ETCD performance starts to significantly +degrade or Kubernetes will not be able to spawn any more of pods or services +(for the certain case). + +2. +Collect data series for each required ETCD metric and K8S pods/services +counters within time range of the test. Save it in a text file. +All resulted text files must have the same number of lines as we set +the same parameter for each fetched metric data series. + +.. code:: bash + + # collecting data for a metric "etcd_server_proposals_pending": + curl -q 'http:///api/v1/query_range?query=etcd_server_proposals_pending&start=&end=&step=1s' \ + | jq '.data.result[] | select(.metric.instance == "") | .values[] | .[1]' | tr -d '"' > etcd_server_proposals_pending.txt + +3. +As the all necessary metrics are withdrawn - join all text files into a +single csv file by interleaving metric values from each text file with `paste`_. + +.. code:: bash + + paste -d',' k8s_services_number_of_services_total.txt process_resident_memory_bytes.txt \ + etcd_debugging_snap_save_total_duration_seconds_bucket.txt etcd_disk_backend_commit_duration_seconds_bucket.txt \ + etcd_http_failed_total.txt etcd_network_peer_received_bytes_total.txt etcd_network_peer_sent_bytes_total.txt \ + etcd_server_proposals_pending.txt > svc_vs_etcd_29_03.csv + +4. +Plot resulted data in the terms of "PODS vs metrics" and "Services vs metrics" +dependency. + + +Results +======= + +After all the tests were successfully conducted, following data was acquired: + +:download:`METRICS(ETCD_vs_PODS) ` + +:download:`METRICS(ETCD_vs_SERVICES) ` + +Case 1: "ETCD vs PODS" +---------------------- + +During this case ETCD cluster resulted in significant performance +degradation. We were able to collect ETCD metrics up to ~ 40K pods and +ETCD cluster nodes started to log messages like: + +:: + + 2017-03-29 15:50:15.586058 W | etcdserver: apply entries took too long [106.743668ms for 1 entries] + 2017-03-29 15:50:15.586080 W | etcdserver: avoid queries with large range/delete range! + +After that we lost ability to collect metrics (due too big API timeouts +for both ETCD and K8S). When pods number reached ~80K point one of the ETCD +cluster member died out with last log entries like: + +:: + + 2017-03-29 19:17:20.325368 E | etcdserver: publish error: etcdserver: request timed out + 2017-03-29 19:17:26.850195 E | rafthttp: failed to decode raft message (rafthttp: error limit exceeded) + +ETCD session leader logs for the same time: + +:: + + 2017-03-29 19:17:02.013860 W | rafthttp: database snapshot [index: 617915518, to: d0b191dfe9d8dd31] failed to be sent out + 2017-03-29 19:17:02.669013 W | etcdserver: failed to send out heartbeat on time (exceeded the 250ms timeout for 724.9550 + 2017-03-29 19:17:02.669050 W | etcdserver: server is likely overloaded + +It is worth to mention that ETCD instances had been running with no limitation settings +on the consumption of system resources. + +Grafana plots showing ETCD performance during this test: + +ETCD performance(time series graphs) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/pods/memory.png |.. image:: images/gr/pods/disk.png | +| :alt: memory | :alt: disk_sync | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/pods/io.png |.. image:: images/gr/pods/peer.png | +| :alt: read_write_latency | :alt: peer_traffic | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/pods/http.png |.. image:: images/gr/pods/raft.png | +| :alt: http_method | :alt: raft_proporsals | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/pods/snapshot.png |.. image:: images/gr/pods/proposal.png | +| :alt: snapshot_latency | :alt: proporsals_pending | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ + +Custom plots showing "metric vs pods number" dependency: + +ETCD performance(number of pods dependency) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/pods/memory.png |.. image:: images/pl/pods/disk.png | +| :alt: memory | :alt: disk_sync_latency | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/pods/http_failed.png |.. image:: images/pl/pods/proposal.png | +| :alt: http_failed | :alt: proposal | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/pods/snap.png |.. image:: images/pl/pods/peer-out.png | +| :alt: http_method | :alt: raft_proporsals | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ + + +Case 2: "ETCD vs SERVICES" +-------------------------- + +Testing process for this case resulted in K8S stuck on the point +of ~ 10K services and each new endpoint spawn took bigger and bigger +amount of time. Some of the ETCD nodes reported increased latencies for +their operations: + +:: + + 2017-03-27 14:00:55.787485 W | etcdserver: apply entries took too long [160.769033ms for 1 entries] + 2017-03-27 14:00:55.787515 W | etcdserver: avoid queries with large range/delete range! + +But overall ETCD performance seemed to be stable. + +ETCD performance(time series graphs) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/svc/memory.png |.. image:: images/gr/svc/disk.png | +| :alt: memory | :alt: disk_sync | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/svc/io.png |.. image:: images/gr/svc/peer.png | +| :alt: read_write_latency | :alt: peer_traffic | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/svc/http.png |.. image:: images/gr/svc/raft.png | +| :alt: http_method | :alt: raft_proporsals | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/gr/svc/snapshot.png |.. image:: images/gr/svc/proposal.png | +| :alt: snapshot_latency | :alt: proporsals_pending | +| :scale: 32 | :scale: 32 | ++--------------------------------------------+--------------------------------------------+ + +ETCD performance(number of services dependency) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/svc/memory.png |.. image:: images/pl/svc/disk.png | +| :alt: memory | :alt: disk_sync_latency | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/svc/http_failed.png |.. image:: images/pl/svc/proposal.png | +| :alt: http_failed | :alt: proposal | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ +|.. image:: images/pl/svc/snap.png |.. image:: images/pl/svc/peer-out.png | +| :alt: http_method | :alt: raft_proporsals | +| :scale: 27 | :scale: 27 | ++--------------------------------------------+--------------------------------------------+ + + +Analysis +-------- + +Case 1 (ETCD vs PODS) +^^^^^^^^^^^^^^^^^^^^^ + +As we can determine from the graphs, increase of pods number heavily affects: + +1. *RAM consumption* + +Resident memory usage grew from 2GB up to 40GB during the test ( **process_resident_memory_bytes** ) + +2. *DISK IO operations* + +With the more requests for a change (`proposal`_) are coming, the bigger is +a queue/latency for sync operations like: + - snapshot save ( **etcd_debugging_snap_save_total_duration_seconds_bucket** ) + - disk sync ( **etcd_disk_wal_fsync_duration_seconds_bucket**, **etcd_disk_backend_commit_duration_seconds_bucket** ) + - proposal commit ( **etcd_server_proposals_pending** ) +Also we can see an arisen number of http errors for GET queries +( **etcd_http_failed_total** ) + +Case 2 (ETCD vs SERVICES) +^^^^^^^^^^^^^^^^^^^^^^^^^ + +For this case we can infer the same dependency between +ETCD and # of services, but impact is much lesser than in the case number 1. +The only thing that differ this case from the previous is slightly bigger +amount of peer network traffic ( **etcd_network_peer_sent_bytes_total** ). + + +Applications +============ + +prepare-minion.py +----------------- + +.. literalinclude:: scripts/prepare-minion.py + :language: python + + + +.. references: + +.. _Fuel-CCP-Installer: https://github.com/openstack/fuel-ccp-installer +.. _Kargo: https://github.com/kubernetes-incubator/kargo.git +.. _Prometheus: https://prometheus.io/ +.. _Grafana: http://grafana.org/ +.. _Telegraf: https://www.influxdata.com/time-series-platform/telegraf/ +.. _Monitoring_methodology: https://docs.openstack.org/developer/performance-docs/methodologies/monitoring/index.html +.. _curl: https://curl.haxx.se/ +.. _jq: https://stedolan.github.io/jq/ +.. _paste: https://linux.die.net/man/1/paste +.. _MMM: https://github.com/AleksandrNull/MMM +.. _Hoseproxy: https://github.com/ivan4th/hoseproxy +.. _proposal: https://coreos.com/etcd/docs/latest/v2/glossary.html#proposal diff --git a/doc/source/test_results/container_cluster_systems/etcd/scripts/prepare-minion.py b/doc/source/test_results/container_cluster_systems/etcd/scripts/prepare-minion.py new file mode 100644 index 0000000..6c1f416 --- /dev/null +++ b/doc/source/test_results/container_cluster_systems/etcd/scripts/prepare-minion.py @@ -0,0 +1,56 @@ +import os +import shlex +import subprocess + +import jinja2 + +PODS = 200 + + +def render(tpl_path, context): + path, filename = os.path.split(tpl_path) + return jinja2.Environment( + loader=jinja2.FileSystemLoader(path or './') + ).get_template(filename).render(context) + + +def create(node): + service_name = "minion-rc-{}".format(node) + file_name = "{}.yaml".format(service_name) + + # Create YAML file for new service + template = render("minion-rc.yaml", {"node": node, "replicas": PODS}) + f = open(file_name, "w") + f.write(template) + f.close() + + f = open("nodes.txt", 'a') + f.write("minion-{}\n".format(node)) + f.close() + + cmd = "kubectl create -f {}".format(file_name) + args = shlex.split(cmd) + + proc = subprocess.Popen(args, stdout=subprocess.PIPE) + (out, err) = proc.communicate() + + # Delete YAML file + os.remove(file_name) + + +def main(): + # List nodes + nodes = ["node{}".format(x+1) for x in xrange(20, 430)] + broken_nodes = ['node16', 'node170', 'node357'] + for n in broken_nodes: + try: + nodes.remove(n) + except ValueError: + pass + + for n in nodes: + create(n) + + +if __name__ == '__main__': + main() diff --git a/doc/source/test_results/container_cluster_systems/index.rst b/doc/source/test_results/container_cluster_systems/index.rst index 811bdae..923a3f0 100644 --- a/doc/source/test_results/container_cluster_systems/index.rst +++ b/doc/source/test_results/container_cluster_systems/index.rst @@ -8,3 +8,4 @@ Container cluster systems performance mesos-marathon/mesos-marathon kubernetes/index kubernetes/deployment/index + etcd/index