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2 changed files with 49 additions and 23 deletions
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@ -23,3 +23,9 @@ Requirements:
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Created file detailed_power.2335001.hawk-pbs5.100000-1000004.csv
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Created file detailed_power.7678069.hawk-pbs5.2432345-423423.csv
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```
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Querrying Hawk-AI nodes requires the option `--hawk-ai`.
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The time resolution can be set with the option `--interval`.
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Note, that small intervals will lead to data gaps. In particular, not all nodes will report power values for a given time stamp. Multiple values within an interval are averaged arithmetically. This migth make it difficult to use the output of this script to calculate total energy used by a job.
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@ -25,41 +25,61 @@ def parse_jobid(s):
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import re
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hawkpbs = r'.hawk-pbs5'
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jobid = re.sub(hawkpbs, '', s)
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if not jobid.isdigit():
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not_allowed = r'[^0-9\[\]]' # Jobid can be more complex than just digits, eg 2444420[201]
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if re.search(not_allowed, jobid):
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raise argparse.ArgumentTypeError(f'invalid job ID "{s}"')
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return jobid
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class Power:
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def __init__(self, nodes, interval=-1):
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def __init__(self, nodes):
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self.nodes = nodes
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self.epochs = OrderedDict()
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self.first_ts = None
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self.last_ts = None
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self.interval = interval
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self.warnings = ""
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@classmethod
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def from_list(cls, data):
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"""Assumes data is a list of tuples (timestamp, node, value)"""
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idx_ts = 0; idx_node = 1; idx_value = 2
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nodes = list(set([line[idx_node] for line in data]))
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cls = Power(nodes)
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"""
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Returns a Power instance from a list of tuples (timestamp, node, value).
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Assumptions:
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- data is sorted by timestamp ascending
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- for each timestamp, there is the same set of nodes and in the same order
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"""
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idx_ts = 0; idx_node = 1; idx_value = 2
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nodes = list(OrderedDict.fromkeys([line[idx_node] for line in data])) # preserves order of nodes
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power = Power(nodes)
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# for now ignore order to nodes
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values = {}
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for l in data:
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ts = l[idx_ts]
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if ts not in values:
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values[ts] = []
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# node = l[1]
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power = l[idx_value]
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values[ts].append(power)
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value = l[idx_value]
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values[ts].append(value)
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epochs = sorted(values.keys())
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epochs = values.keys()
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for epoch in epochs:
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cls.insert_epoch(epoch, values[epoch])
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power.insert_epoch(epoch, values[epoch])
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return cls
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# check implicit assumptions: 1) ts/epochs are sorted
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e = list(epochs)
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k = list(values.keys())
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if not e == k:
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power.warnings += "# Warning: Unexpected unsorted timestamps.\n"
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# check implicit assumptions: 2) each line has #nodes values
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nnodes = len(nodes)
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for epoch in epochs:
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actual = len(values[epoch])
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if actual != nnodes:
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power.warnings += "# Warning: Unexpected number of nodes ({actual}/{expected})\n".format(actual=actual, expected=nnodes)
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break
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return power
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@classmethod
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def from_db(cls, db, jobid, interval, hawk_ai):
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@ -68,7 +88,6 @@ class Power:
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raise RuntimeError
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power = cls.from_list(all_list)
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power.set_interval(interval*1000) # milliseconds
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return power
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@ -79,6 +98,7 @@ class Power:
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print("Error: cowardly refusing to overwrite file ", fname)
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return None
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header += self.warnings
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try:
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with open(fname, "w+") as f:
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f.write(header + self.header())
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@ -89,9 +109,6 @@ class Power:
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return fname
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def set_interval(self, interval):
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self.interval = interval
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def insert_epoch(self, ts, values):
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self.epochs[ts] = values
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if not self.first_ts:
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@ -101,9 +118,10 @@ class Power:
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def header(self):
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hd = "# all timestamp have unit miliseconds since unix epoch\n"
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hd += "# all power values have unit Watt\n"
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hd += "timestamp,delta_t,head_node_power,avg_node_power,median_node_power,min_node_power,max_node_power,std_dev_node_power"
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hd += "timestamp,RESERVED,head_node_power,avg_node_power,median_node_power,min_node_power,max_node_power,std_dev_node_power"
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# add node names here instead
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hd += ",NO_NODE_NAMES_YET\n"
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hd += "," + ",".join(self.nodes)
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hd += "\n"
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return hd
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def body(self):
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@ -113,7 +131,7 @@ class Power:
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return _body
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def summarize_time(self, ts):
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return ts, self.interval
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return ts, ""
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@staticmethod
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def summarize_values(val):
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@ -127,8 +145,8 @@ class Power:
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def summarize_epoch(self, epoch):
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ts, values = epoch
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return self.summarize_time(ts) \
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+ self.summarize_values(values)
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# + values
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+ self.summarize_values(values) \
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+ tuple(values)
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@staticmethod
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def pretty_print(args):
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@ -232,6 +250,8 @@ class App:
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fn = power.to_file(jobid, header)
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if fn:
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print('Created file {fn}'.format(fn=fn))
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if power.warnings:
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print(power.warnings)
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if __name__ == "__main__":
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