diff options
author | Parth Yadav <parth.yadav@ramanujan.du.ac.in> | 2020-01-15 12:51:25 +0530 |
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committer | Parth Yadav <parth.yadav@ramanujan.du.ac.in> | 2020-02-19 16:06:36 +0530 |
commit | fcc0d3cb73add2e48f2919db6b51d47c2983bb0c (patch) | |
tree | 4b49627f40f7e3218296034bea676bcea989507b | |
parent | a94395daf8d3312659b56a306ea64960a2cdd64a (diff) |
Support: Container Metrics collection and Visualization
A. Collector: Add cAdvisor Collector
This patch adds supports for Container Metrics
collection using cAdvisor. The collector:
1. Pushes metrics to InfluxDB storage
2. Stores metrics locally in Result Dir
3. Implements print_results() for metric summary
4. Is configurable from 05_collector.conf
B. Docker: Grafana Dashboard
This patch also adds JSON file for Grafana Dashboard for
Container Metrics
Signed-off-by: Parth Yadav <parth.yadav@ramanujan.du.ac.in>
Change-Id: I7c39d4e1a7a46d3a499a241e618bd0da7eed53a8
-rw-r--r-- | conf/05_collector.conf | 14 | ||||
-rwxr-xr-x | tools/collectors/cadvisor/__init__.py | 17 | ||||
-rw-r--r-- | tools/collectors/cadvisor/cadvisor.py | 218 | ||||
-rw-r--r-- | tools/docker/results/grafana/dashboards/container_metrics_dashboard.json | 1291 |
4 files changed, 1540 insertions, 0 deletions
diff --git a/conf/05_collector.conf b/conf/05_collector.conf index b9974037..882ef414 100644 --- a/conf/05_collector.conf +++ b/conf/05_collector.conf @@ -66,3 +66,17 @@ MC_PROX_CMD = './runrapid.py' MC_PROX_OUT = 'RUNirq.irq.log' MC_CRON_OUT = '/tmp/ovs-cores.log' MC_BEAT_CFILE = '/etc/filebeat/filebeat.yml' + +############################################### +# Cadvisor Specific configuration +############################################### + +LOG_FILE_CADVISOR = 'cadvisor' +CADVISOR_STORAGE_DRIVER = 'stdout,influxdb' +# ip:port of influxdb +CADVISOR_STORAGE_HOST = '10.10.120.22:8086' +CADVISOR_DRIVER_DB = '_internal' +# names of all containers to calcualte results +#CADVISOR_CONTAINERS = ['container1name','container2name'] +CADVISOR_CONTAINERS = [] + diff --git a/tools/collectors/cadvisor/__init__.py b/tools/collectors/cadvisor/__init__.py new file mode 100755 index 00000000..235ab875 --- /dev/null +++ b/tools/collectors/cadvisor/__init__.py @@ -0,0 +1,17 @@ +# Copyright 2020 University Of Delhi. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Wrapper for cAdvisor as a collector +""" diff --git a/tools/collectors/cadvisor/cadvisor.py b/tools/collectors/cadvisor/cadvisor.py new file mode 100644 index 00000000..de48cecd --- /dev/null +++ b/tools/collectors/cadvisor/cadvisor.py @@ -0,0 +1,218 @@ +# Copyright 2020 University Of Delhi. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Collects container metrics from cAdvisor. +Sends metrics to influxDB and also stores results locally. +""" + +import subprocess +import logging +import os +from collections import OrderedDict + +from tools.collectors.collector import collector +from tools import tasks +from conf import settings + + + +# inherit from collector.Icollector. +class Cadvisor(collector.ICollector): + """A collector of container metrics based on cAdvisor + + It starts cadvisor and collects metrics. + """ + + def __init__(self, results_dir, test_name): + """ + Initialize collection of statistics + """ + self._logger = logging.getLogger(__name__) + self.resultsdir = results_dir + self.testname = test_name + self._pid = 0 + self._results = OrderedDict() + self._log = os.path.join(results_dir, + settings.getValue('LOG_FILE_CADVISOR') + + '_' + test_name + '.log') + self._logfile = 0 + + + def start(self): + """ + Starts collection of statistics by cAdvisor and stores them + into- + 1. The file in directory with test results + 2. InfluxDB result container + """ + + # CMD options for cAdvisor + cmd = ['sudo', '/opt/cadvisor/cadvisor', + '-storage_driver='+settings.getValue('CADVISOR_STORAGE_DRIVER'), + '-storage_driver_host='+settings.getValue('CADVISOR_STORAGE_HOST'), + '-storage_driver_db='+settings.getValue('CADVISOR_DRIVER_DB'), + '-housekeeping_interval=0.5s', + '-storage_driver_buffer_duration=1s' + ] + + self._logfile = open(self._log, 'a') + + self._pid = subprocess.Popen(map(os.path.expanduser, cmd), stdout=self._logfile, bufsize=0) + self._logger.info('Starting cAdvisor') + + + + def stop(self): + """ + Stops collection of metrics by cAdvisor and stores statistic + summary for each monitored container into self._results dictionary + """ + try: + subprocess.check_output(["pidof", "cadvisor"]) + tasks.run_task(['sudo', 'pkill', '--signal', '2', 'cadvisor'], + self._logger, 'Stopping cAdvisor', True) + except subprocess.CalledProcessError: + self._logger.error('Failed to stop cAdvisor, maybe process does not exist') + + + self._logfile.close() + self._logger.info('cAdvisor log available at %s', self._log) + + containers = settings.getValue('CADVISOR_CONTAINERS') + self._results = cadvisor_log_result(self._log, containers) + + + def get_results(self): + """Returns collected statistics. + """ + return self._results + + def print_results(self): + """Logs collected statistics. + """ + for cnt in self._results: + logging.info("Container: %s", cnt) + for (key, value) in self._results[cnt].items(): + + postfix = '' + + if key == 'cpu_cumulative_usage': + key = 'CPU_usage' + value = round(float(value) / 1000000000, 4) + postfix = '%' + + if key in ['memory_usage', 'memory_working_set']: + value = round(float(value) / 1024 / 1024, 4) + postfix = 'MB' + + if key in ['rx_bytes', 'tx_bytes']: + value = round(float(value) / 1024 / 1024, 4) + postfix = 'mBps' + + logging.info(" Statistic: %s Value: %s %s", + str(key), str(value), postfix) + + +def cadvisor_log_result(filename, containers): + """ + Processes cAdvisor logfile and returns average results + + :param filename: Name of cadvisor logfile + :param containers: List of container names + + :returns: Result as average stats of Containers + """ + result = OrderedDict() + previous = OrderedDict() + logfile = open(filename, 'r') + with logfile: + # for every line + for _, line in enumerate(logfile): + # skip lines having root '/' metrics + if line[0:7] == 'cName=/': + continue + + # parse line into OrderedDict + tmp_res = parse_line(line) + + cnt = tmp_res['cName'] + + # skip if cnt is not in container list + if cnt not in containers: + continue + + # add metrics to result + if cnt not in result: + result[cnt] = tmp_res + previous[cnt] = tmp_res + result[cnt]['count'] = 1 + else: + for field in tmp_res: + + if field in ['rx_errors', 'tx_errors', 'memory_usage', 'memory_working_set']: + val = float(tmp_res[field]) + elif field in ['cpu_cumulative_usage', 'rx_bytes', 'tx_bytes']: + val = float(tmp_res[field]) - float(previous[cnt][field]) + else: + # discard remaining fields + try: + result[cnt].pop(field) + except KeyError: + continue + continue + + result[cnt][field] = float(result[cnt][field]) + val + + result[cnt]['count'] += 1 + previous[cnt] = tmp_res + + # calculate average results for containers + result = calculate_average(result) + return result + + +def calculate_average(results): + """ + Calculates average for container stats + """ + for cnt in results: + for field in results[cnt]: + if field != 'count': + val = float(results[cnt][field])/results[cnt]['count'] + results[cnt][field] = '{0:.2f}'.format(val) + + results[cnt].pop('count') + #sort results + results[cnt] = OrderedDict(sorted(results[cnt].items())) + + return results + + +def parse_line(line): + """ + Reads single line from cAdvisor logfile + + :param line: single line as str + + :returns: OrderedDict of line read + """ + tmp_res = OrderedDict() + # split line into array of "key=value" metrics + metrics = line.split() + for metric in metrics: + key, value = metric.split('=') + tmp_res[key] = value + + return tmp_res diff --git a/tools/docker/results/grafana/dashboards/container_metrics_dashboard.json b/tools/docker/results/grafana/dashboards/container_metrics_dashboard.json new file mode 100644 index 00000000..ef0b32a1 --- /dev/null +++ b/tools/docker/results/grafana/dashboards/container_metrics_dashboard.json @@ -0,0 +1,1291 @@ +{ + "annotations": { + "list": [ + { + "builtIn": 1, + "datasource": "-- Grafana --", + "enable": true, + "hide": true, + "iconColor": "rgba(0, 211, 255, 1)", + "name": "Annotations & Alerts", + "type": "dashboard" + } + ] + }, + "editable": true, + "gnetId": null, + "graphTooltip": 0, + "hideControls": false, + "id": 3, + "links": [], + "refresh": "5s", + "rows": [ + { + "collapse": false, + "height": 234, + "panels": [ + { + "aliasColors": {}, + "bars": false, + "dashLength": 10, + "dashes": false, + "datasource": "influxdb", + "description": "Total CPU usage of container", + "fill": 0, + "height": "", + "hideTimeOverride": false, + "id": 1, + "interval": "", + "legend": { + "alignAsTable": true, + "avg": true, + "current": true, + "hideEmpty": false, + "hideZero": false, + "max": true, + "min": true, + "rightSide": true, + "show": true, + "total": false, + "values": true + }, + "lines": true, + "linewidth": 2, + "links": [], + "minSpan": null, + "nullPointMode": "null", + "percentage": false, + "pointradius": 5, + "points": false, + "renderer": "flot", + "repeat": null, + "seriesOverrides": [], + "spaceLength": 10, + "span": 12, + "stack": false, + "steppedLine": false, + "targets": [ + { + "alias": "Total", + "dsType": "influxdb", + "groupBy": [], + "hide": false, + "measurement": "cpu_usage_total", + "orderByTime": "ASC", + "policy": "monitor", + "refId": "A", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1000000000" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + } + ], + "thresholds": [], + "timeFrom": "1m", + "timeShift": null, + "title": "Total Usage", + "tooltip": { + "shared": true, + "sort": 0, + "value_type": "individual" + }, + "transparent": false, + "type": "graph", + "xaxis": { + "buckets": null, + "mode": "time", + "name": null, + "show": true, + "values": [] + }, + "yaxes": [ + { + "decimals": null, + "format": "short", + "label": "Cores", + "logBase": 1, + "max": null, + "min": null, + "show": true + }, + { + "decimals": null, + "format": "short", + "label": "", + "logBase": 1, + "max": null, + "min": null, + "show": false + } + ] + }, + { + "aliasColors": { + "Core 0": "#0a50a1", + "Core 1": "#890f02", + "Core 2": "#f9934e", + "Core 3": "#3f6833" + }, + "bars": false, + "dashLength": 10, + "dashes": false, + "datasource": "influxdb", + "description": "CPU usage per core", + "fill": 0, + "height": "", + "hideTimeOverride": false, + "id": 2, + "interval": "", + "legend": { + "alignAsTable": true, + "avg": true, + "current": true, + "hideEmpty": false, + "hideZero": false, + "max": true, + "min": true, + "rightSide": true, + "show": true, + "total": false, + "values": true + }, + "lines": true, + "linewidth": 2, + "links": [], + "minSpan": null, + "nullPointMode": "null", + "percentage": false, + "pointradius": 5, + "points": false, + "renderer": "flot", + "repeat": null, + "scopedVars": { + "core": { + "selected": false, + "text": "0", + "value": "0" + } + }, + "seriesOverrides": [], + "spaceLength": 10, + "span": 12, + "stack": false, + "steppedLine": false, + "targets": [ + { + "alias": "Core $tag_instance", + "dsType": "influxdb", + "groupBy": [ + { + "params": [ + "instance" + ], + "type": "tag" + } + ], + "measurement": "cpu_usage_per_cpu", + "orderByTime": "ASC", + "policy": "default", + "query": "SELECT difference(\"value\") / 1000000000 FROM \"monitor\".\"cpu_usage_per_cpu\" WHERE (\"container_name\" =~ /^$container$/) AND $timeFilter GROUP BY \"instance\"", + "rawQuery": false, + "refId": "A", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1000000000" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + } + ], + "thresholds": [], + "timeFrom": "1m", + "timeShift": null, + "title": "Usage per Core", + "tooltip": { + "shared": false, + "sort": 1, + "value_type": "individual" + }, + "transparent": false, + "type": "graph", + "xaxis": { + "buckets": null, + "mode": "time", + "name": null, + "show": true, + "values": [] + }, + "yaxes": [ + { + "decimals": null, + "format": "short", + "label": "Cores", + "logBase": 1, + "max": null, + "min": null, + "show": true + }, + { + "decimals": null, + "format": "short", + "label": "", + "logBase": 1, + "max": null, + "min": null, + "show": false + } + ] + }, + { + "aliasColors": { + "Kernel": "#890f02", + "User": "#0a50a1" + }, + "bars": false, + "dashLength": 10, + "dashes": false, + "datasource": "influxdb", + "description": "CPU usage per User/Kernel", + "fill": 0, + "height": "", + "hideTimeOverride": false, + "id": 3, + "interval": "", + "legend": { + "alignAsTable": true, + "avg": true, + "current": true, + "hideEmpty": false, + "hideZero": false, + "max": true, + "min": true, + "rightSide": true, + "show": true, + "total": false, + "values": true + }, + "lines": true, + "linewidth": 2, + "links": [], + "minSpan": null, + "nullPointMode": "null", + "percentage": false, + "pointradius": 5, + "points": false, + "renderer": "flot", + "seriesOverrides": [], + "spaceLength": 10, + "span": 12, + "stack": false, + "steppedLine": false, + "targets": [ + { + "alias": "User", + "dsType": "influxdb", + "groupBy": [], + "hide": false, + "measurement": "cpu_usage_user", + "orderByTime": "ASC", + "policy": "monitor", + "refId": "A", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1000000000" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + }, + { + "alias": "Kernel", + "dsType": "influxdb", + "groupBy": [], + "measurement": "cpu_usage_system", + "orderByTime": "ASC", + "policy": "default", + "refId": "B", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1000000000" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + } + ], + "thresholds": [], + "timeFrom": "1m", + "timeShift": null, + "title": "Usage Breakdown", + "tooltip": { + "shared": true, + "sort": 0, + "value_type": "individual" + }, + "transparent": false, + "type": "graph", + "xaxis": { + "buckets": null, + "mode": "time", + "name": null, + "show": true, + "values": [] + }, + "yaxes": [ + { + "decimals": null, + "format": "short", + "label": "Cores", + "logBase": 1, + "max": null, + "min": null, + "show": true + }, + { + "decimals": null, + "format": "short", + "label": "", + "logBase": 1, + "max": null, + "min": null, + "show": false + } + ] + } + ], + "repeat": null, + "repeatIteration": null, + "repeatRowId": null, + "showTitle": true, + "title": "CPU", + "titleSize": "h3" + }, + { + "collapse": false, + "height": 250, + "panels": [ + { + "aliasColors": { + "Hot": "#890f02", + "Total": "#0a50a1" + }, + "bars": false, + "dashLength": 10, + "dashes": false, + "datasource": null, + "description": "Memory Usage", + "fill": 1, + "height": "", + "id": 4, + "legend": { + "alignAsTable": true, + "avg": true, + "current": true, + "hideEmpty": false, + "hideZero": false, + "max": true, + "min": true, + "rightSide": true, + "show": true, + "sideWidth": 250, + "total": false, + "values": true + }, + "lines": true, + "linewidth": 2, + "links": [], + "nullPointMode": "null", + "percentage": false, + "pointradius": 5, + "points": false, + "renderer": "flot", + "seriesOverrides": [], + "spaceLength": 10, + "span": 12, + "stack": false, + "steppedLine": false, + "targets": [ + { + "alias": "Total", + "dsType": "influxdb", + "groupBy": [], + "measurement": "memory_usage", + "orderByTime": "ASC", + "policy": "default", + "refId": "A", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [ + " / 1024/1024" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + }, + { + "alias": "Hot", + "dsType": "influxdb", + "groupBy": [], + "measurement": "memory_working_set", + "orderByTime": "ASC", + "policy": "default", + "refId": "B", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [ + " / 1024/1024" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + } + ], + "thresholds": [], + "timeFrom": "1m", + "timeShift": null, + "title": "Memory", + "tooltip": { + "shared": true, + "sort": 0, + "value_type": "individual" + }, + "type": "graph", + "xaxis": { + "buckets": null, + "mode": "time", + "name": null, + "show": true, + "values": [] + }, + "yaxes": [ + { + "format": "decmbytes", + "label": "Megabytes", + "logBase": 1, + "max": null, + "min": null, + "show": true + }, + { + "format": "short", + "label": null, + "logBase": 1, + "max": null, + "min": null, + "show": false + } + ] + } + ], + "repeat": null, + "repeatIteration": null, + "repeatRowId": null, + "showTitle": true, + "title": "Memory", + "titleSize": "h3" + }, + { + "collapse": false, + "height": 250, + "panels": [ + { + "aliasColors": { + "rx_bytes": "#890f02", + "tx_bytes": "#0a50a1" + }, + "bars": false, + "dashLength": 10, + "dashes": false, + "datasource": null, + "description": "Rx/Tx", + "fill": 0, + "height": "", + "id": 5, + "legend": { + "alignAsTable": true, + "avg": true, + "current": true, + "max": true, + "min": true, + "rightSide": true, + "show": true, + "total": false, + "values": true + }, + "lines": true, + "linewidth": 2, + "links": [], + "nullPointMode": "null", + "percentage": false, + "pointradius": 5, + "points": false, + "renderer": "flot", + "seriesOverrides": [], + "spaceLength": 10, + "span": 12, + "stack": false, + "steppedLine": false, + "targets": [ + { + "alias": "rx_bytes", + "dsType": "influxdb", + "groupBy": [], + "measurement": "rx_bytes", + "orderByTime": "ASC", + "policy": "default", + "refId": "A", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1024" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + }, + { + "alias": "tx_bytes", + "dsType": "influxdb", + "groupBy": [], + "measurement": "tx_bytes", + "orderByTime": "ASC", + "policy": "default", + "refId": "B", + "resultFormat": "time_series", + "select": [ + [ + { + "params": [ + "value" + ], + "type": "field" + }, + { + "params": [], + "type": "difference" + }, + { + "params": [ + " / 1024" + ], + "type": "math" + } + ] + ], + "tags": [ + { + "key": "container_name", + "operator": "=~", + "value": "/^$container$/" + } + ] + } + ], + "thresholds": [], + "timeFrom": "1m", + "timeShift": null, + "title": "Throughput", + "tooltip": { + "shared": true, + "sort": 0, + "value_type": "individual" + }, + "type": "graph", + "xaxis": { + "buckets": null, + "mode": "time", + "name": null, + "show": true, + "values": [] + }, + "yaxes": [ + { + "format": "KBs", + 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