Replace explicit query string with function in TimescaleDB
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1 changed files with 10 additions and 28 deletions
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@ -141,33 +141,16 @@ class Power:
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class MonitoringDB:
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QUERY_STRING_HAWK = """
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with _job as (
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select job_id, starttime, endtime, nodes from job where job_id='{jobid}.hawk-pbs5'
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),
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node_series as(
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select n.name, scmcavg.id as series_id from node n
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inner join (select * from label where key='node') l on n.id = l.value::int
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inner join series_cmc_power_racktraynodepoweravg scmcavg on l.id = scmcavg.labels[(
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select pos from label_key_position
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where metric_category= 'cmc_power'
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and metric_name = 'RackTrayNodePowerAvg'
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and key = 'node'
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)]
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where n.id = any((select nodes from _job)::int[])
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-- For description of get_job_data(), see https://kb.hlrs.de/monitoring/index.php/TimescaleDB_-_Query_Guidelines#Function:_get_job_data_and_get_ai_job_data
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select * from get_job_data(
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'{jobid}.hawk-pbs5',
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'cmc_power_racktraynodepoweravg', -- power data source
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'{interval} seconds',
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array['avg'], -- aggregation: average across samples in bucket
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array['time','node'] -- sort by time first than node (ascending)
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)
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select a.time, ns.name, a.value from (
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select
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time_bucket(extract ('epoch' from '{interval} seconds'::interval)::int*1000, cmcavg.ts) as time,
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cmcavg.series_id::varchar,
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avg(cmcavg.val) AS value
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from cmc_power_racktraynodepoweravg cmcavg
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where
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ts <= (select endtime from _job)
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and ts >= (select starttime from _job)
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and series_id = Any(select series_id from node_series)
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group by time, cmcavg.series_id order by time desc) a
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inner join node_series ns on a.series_id::int = ns.series_id;
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"""
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as t(time bigint, name varchar, avg double precision);
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"""
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def __init__(self, verbose):
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self.connection = self.init_db(verbose)
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@ -185,7 +168,6 @@ inner join node_series ns on a.series_id::int = ns.series_id;
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@classmethod
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def build_query(cls, jobid, interval):
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"""Query taken from https://kb.hlrs.de/monitoring/index.php/TimescaleDB_-_Query_Guidelines#Power_by_Job_Query"""
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import sqlalchemy as db
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query_string = cls.QUERY_STRING_HAWK
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return db.text(query_string.format(jobid=jobid, interval=interval))
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