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"""
Copyright 2012 NetApp, Inc. All Rights Reserved,
contribution by Weston Andros Adamson <dros@netapp.com>
This program is free software; you can redistribute it and/or modify it under
the terms of the GNU General Public License as published by the Free Software
Foundation; either version 2 of the License, or (at your option) any later
version.
This program is distributed in the hope that it will be useful, but WITHOUT
ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
"""
import os
import numpy as np
from subprocess import call
#import six
from .config import *
from .selector import Selector
from . import parse
from .trace import TraceAttrs
class Stat:
"""
Object that stores values for a parsed statistic across multiple
traces.
"""
def __init__(self, name, values=None, filename=None, tracedirs=None):
"""
name - <str> globally unique name of statistic
values - <list of floats> value for each parsed run
filename - <str> parsed tracedir file
tracedirs - <list of strs> tracedir for each parsed run
'values' and 'tracedirs' must be the same length
"""
self.name = name
self._values = []
if values:
self._values.extend(values)
self._filename = None
if filename:
self._filename = filename
self._tracedirs = []
if tracedirs:
self._tracedirs.extend(tracedirs)
assert len(self._values) == len(self._tracedirs)
self._clear_cached()
def _clear_cached(self):
""" clear cached values, should be called when self._values changes
"""
self._mean = None
self._std = None
self._empty = None
self._max = None
def __repr__(self):
return "Stat(name=%r, values=%r, tracedirs=%r)" % \
(self.name, self._values, self._tracedirs)
def __bool__(self):
return not self.empty()
def num_runs(self):
""" return the number of runs parsed """
return len(self._values)
def run_value(self, tracedir, *args):
""" return the value for the run associated with tracedir """
try:
run = self._tracedirs.index(tracedir)
except ValueError as e:
if args:
assert len(args) == 1
return args[0]
raise e
try:
return self._values[run]
except IndexError as e:
if args:
assert len(args) == 1
return args[0]
raise e
def add_value(self, value, filename, tracedir):
"""
add a value
filename - <str> filename this stat came from - must be the same
for all values in the Stat.
tracedir - <str> tracedir this stat value came from
"""
self._clear_cached()
self._values.append(value)
if not self._filename:
self._filename = filename
else:
assert self._filename == filename
self._tracedirs.append(tracedir)
def mean(self):
""" returns <float> mean of values """
if self._mean == None:
self._mean = np.mean(self._values)
return self._mean
def std(self):
""" returns <float> standard deviation of values """
if self._std == None:
self._std = np.std(self._values)
return self._std
def empty(self):
""" returns true if empty """
if self._empty == None:
self._empty = not any(self._values)
return self._empty
def max(self):
""" returns max of values """
if self._max == None:
self._max = max(self._values)
return self._max
def values(self):
""" returns tuple of all values in this Stat """
return tuple(self._values)
def filename(self):
""" returns <str> filename of file that the values were sourced from
"""
return self._filename
def tracedirs(self):
""" returns tuple of <str> tracedirs that the values were sourced from
"""
return tuple(self._tracedirs)
class Bucket:
""" A collection of Stat objects that are related - in the same bucket """
def __init__(self, name, stats=None):
self.name = name
self._stats = []
self._tracedirs = []
self._filename = None
self._sum_by_tracedir = {}
self._clear_cached()
def _clear_cached(self):
self._sorted = False
self._mean = None
self._std = None
self._max = None
self._empty = None
self._num_runs = None
def __bool__(self):
return not self.empty()
def _sort(self):
if not self._sorted:
self._stats.sort(key=lambda x: x.mean(), reverse=True)
self._sorted = True
def foreach(self):
self._sort()
for s in self._stats:
yield s
def num_runs(self):
return len(self._tracedirs)
def run_total(self, tracedir):
return self._sum_by_tracedir[tracedir]
def mean(self):
if self._mean == None:
self._mean = np.mean(list(self._sum_by_tracedir.values()))
return self._mean
def std(self):
if self._std == None:
self._std = np.std(list(self._sum_by_tracedir.values()))
return self._std
def max(self):
if self._max == None:
self._max = max(self._sum_by_tracedir.values())
return self._max
def filename(self):
return self._filename
def tracedirs(self):
return self._tracedirs
def empty(self):
if not self._empty:
self._empty = all([ x.empty() for x in self._stats])
return self._empty
def add_stat_to_bucket(self, stat):
self._clear_cached()
self._stats.append(stat)
if not self._filename:
self._filename = stat.filename()
else:
assert self._filename == stat.filename()
vals = stat.values()
dirs = stat.tracedirs()
assert len(vals) == len(dirs)
for i, d in enumerate(dirs):
if not d in self._tracedirs:
self._tracedirs.append(d)
if d not in self._sum_by_tracedir:
self._sum_by_tracedir[d] = 0.0
self._sum_by_tracedir[d] += vals[i]
def __repr__(self):
return "Bucket(%r, stats=%r)" % (self.name, tuple(self._stats),)
class TraceStats:
""" a collection of Stat and Bucket objects """
def __init__(self, collection):
self.collection = collection
self._attrs = {}
self._values = {}
self._num_runs = None
def add_attr(self, name, value):
if name not in self._attrs:
self._attrs[name] = set([value])
else:
self._attrs[name].add(value)
def get_attr(self, name):
return self._attrs[name]
def has_attr(self, name):
return name in self._attrs
def merge_attrs(self, new):
str_attrs = ['workload_command', 'workload_description']
for name in str_attrs:
self.add_attr(name, new[name])
float_attrs = ['starttime', 'stoptime']
for name in float_attrs:
self.add_attr(name, float(new[name]))
def add_stat(self, key, value, units,
key_desc, key_better, bucket_def, filename, tracedir):
""" add a value for the key. should be called once on each key for
every workload result directory """
if key not in self._values:
self._values[key] = Stat(key)
self._values[key].add_value(float(value), filename, tracedir)
info = {'units': units, 'descr': key_desc, 'better': key_better}
self.collection.set_stat_info(key, info)
if bucket_def:
if isinstance(bucket_def, (list, tuple)) and \
isinstance(bucket_def[0], (list, tuple)):
defs = bucket_def
else:
defs = [ bucket_def ]
for x in defs:
d = x[0]
bucket_name = x[1]
if len(x) > 2:
display = x[2]
else:
display = None
d.add_key(bucket_name, key, display)
def add_bucket(self, bucket_name, stat, descr):
""" add a value for the bucket. should be called once on each key for
every workload result directory """
assert isinstance(stat, Stat), repr(stat)
if bucket_name not in self._values:
self._values[bucket_name] = Bucket(bucket_name)
self._values[bucket_name].add_stat_to_bucket(stat)
units = self.collection.stat_units(stat.name)
better = self.collection.stat_better(stat.name)
info = {'units': units, 'descr': descr, 'better': better}
self.collection.set_stat_info(self._values[bucket_name].name, info)
def get_stat(self, key):
return self._values.get(key, None)
def num_runs(self):
return max([ x.num_runs() for x in self._values.values() ])
class TraceCollection:
""" A collection of TraceStats objects """
def __init__(self, resultsdir):
assert os.path.isdir(resultsdir)
self.resultsdir = resultsdir
self._tracestats = {}
self._stat_info = {}
# map tracedir -> warning messages
self._warnings = {}
cwd = os.getcwd()
os.chdir(self.resultsdir)
for ent in os.listdir('.'):
try:
# old
if ent.startswith('test-') and os.path.isdir(ent):
self.load_tracedir(ent)
# also old
elif ent.startswith('nfstest-') and os.path.isdir(ent):
self.load_tracedir(ent)
# new
elif ent.startswith(TRACE_DIR_PREFIX) and os.path.isdir(ent):
self.load_tracedir(ent)
except IOError as e:
self.warn(ent, str(e))
os.chdir(cwd)
workloads = set()
kernels = set()
mountopts = set()
detects = set()
tags = set()
clients = set()
servers = set()
paths = set()
for sel, tracestat in self._tracestats.items():
parse.gather_buckets(self, tracestat)
workloads.add(sel.workload)
kernels.add(sel.kernel)
mountopts.add(sel.mountopt)
detects.add(sel.detect)
tags.add(sel.tag)
clients.add(sel.client)
servers.add(sel.server)
paths.add(sel.path)
# get sorting out of the way now
workloads = list(workloads)
workloads.sort()
kernels = list(kernels)
kernels.sort()
mountopts = list(mountopts)
mountopts.sort()
detects = list(detects)
detects.sort()
tags = list(tags)
tags.sort()
clients = list(clients)
clients.sort()
servers = list(servers)
servers.sort()
paths = list(paths)
paths.sort()
self.selection = Selector(workloads, kernels, mountopts, detects,
tags, clients, servers, paths)
def notes_edit(self):
notes_file = os.path.join(self.resultsdir, NOTES_FILE)
call([posix.environ.get('EDITOR', 'vi'), notes_file])
def notes_get(self):
notes_file = os.path.join(self.resultsdir, NOTES_FILE)
try:
return open(notes_file).readlines()
except IOError:
return []
def warn(self, tracedir, msg):
if not tracedir.endswith('/'):
tracedir += '/'
if msg.startswith('[Errno '):
msg = msg[msg.find(']') + 1:]
if tracedir not in self._warnings:
self._warnings[tracedir] = []
self._warnings[tracedir].append(msg.replace(tracedir, '[dir]/'))
warn(tracedir + ': ' + msg)
def warnings(self):
return [ (d, tuple(self._warnings[d])) for d in list(self._warnings.keys()) ]
def empty(self):
return len(self._tracestats) == 0
def set_stat_info(self, key, info):
if key not in self._stat_info:
self._stat_info[key] = info
else:
assert self._stat_info[key] == info, \
"set_stat_info: info mismatch for %s: %r != %r" % \
(key, self._stat_info[key], info)
def stat_units(self, key):
u = self._stat_info.get(key, {}).get('units', None)
return self._stat_info.get(key, {}).get('units', None)
def stat_description(self, key):
descr = self._stat_info.get(key, {}).get('descr', None)
return descr
def stat_better(self, key):
b = BETTER_UNKNOWN
better = self._stat_info.get(key, {}).get('better', b)
return better
def get_better_info(self, selection, key):
bounds = TEST_BOUND_IO
# XXX should come from workload definition
if selection.workload.startswith('filebench_'):
bounds = TEST_BOUND_TIME
better = self.stat_better(key)
return better_info(bounds, better)
def _ref_trace(self, workload, kernel, mountopts, detects, tags, client, server, path):
""" return instance to TraceStats keyed by arguments """
sel = Selector(workload, kernel, mountopts, detects, tags, client, server, path)
assert sel.is_valid_key(), "Invalid key: %r" % sel
if sel not in self._tracestats:
self._tracestats[sel] = TraceStats(self)
return self._tracestats[sel]
def get_trace(self, selection):
return self._tracestats[selection]
def has_traces(self, selection):
""" return True if this collection has any traces matching 'selection',
otherwise returns False """
for x in selection.foreach():
if x in self._tracestats:
return True
return False
def _load_traceattrs(self, tracedir):
""" load attrs from attr file """
attr = {'tracedir': tracedir,
}
attr_file = os.path.join(tracedir, 'arguments')
trace_attrs = TraceAttrs(filename=attr_file).to_dict()
for k, v in trace_attrs.items():
attr[k] = v
return attr
def _check_dmesg(self, tracedir):
""" check dmesg of tracedir for lines starting with "NFS:"
returns an error message if found
returns empty string if nothing is found
"""
def _check_lines(f):
return '\n'.join([ x[2:] for x in open(f).readlines()
if x.startswith('>') and x.lower().find('nfs:') >= 0 ])
diff = os.path.join(tracedir, 'dmesg.diff')
result = _check_lines(diff)
if result:
return 'dmesg.start and dmesg.end are different:\n%s' % (result,)
return ''
def load_tracedir(self, tracedir):
""" load a trace directory and all stats contained within """
assert os.path.isdir(tracedir)
attrs = self._load_traceattrs(tracedir)
warning = self._check_dmesg(tracedir)
if warning:
self.warn(tracedir, warning)
# XXX move to upgrade
tracestat = self._ref_trace(attrs['workload'], attrs['kernel'],
attrs['mountopts'], attrs['detects'],
attrs['tags'],
attrs['client'], attrs['server'],
attrs['path'])
tracestat.merge_attrs(attrs)
parse.parse_tracedir(self, tracestat, tracedir, attrs)
def get_attr(self, selection, attr_name):
""" returns a tuple of unique values for 'attr_name' for traces
matching 'selection'
"""
assert len(selection.workloads)
attr = set()
for subsel in selection.foreach():
try:
tracestat = self.get_trace(subsel)
except KeyError as e:
continue
if tracestat.has_attr(attr_name):
trace_attr = tracestat.get_attr(attr_name)
attr = attr.union(trace_attr)
if not attr:
attr = []
else:
attr = list(attr)
attr.sort()
return tuple(attr)
def _get_contents(self, selection):
res = []
outer = ('client', 'kernel', 'server', 'path')
for sel in selection.foreach(outer):
info = {}
info['client'] = sel.client
info['kernel'] = sel.kernel
info['server'] = sel.server
info['path'] = sel.path
tmpmap = {}
map_order = []
for subsel in sel.foreach():
try:
tracestat = self.get_trace(subsel)
except:
continue
nruns = tracestat.num_runs()
mdt = subsel.mountopt
if subsel.detect:
mdt += ' ' + subsel.detect
if subsel.tag:
mdt += ' ' + subsel.tag
if not mdt in map_order:
map_order.append(mdt)
if mdt not in tmpmap:
tmpmap[mdt] = {}
if nruns not in tmpmap[mdt]:
tmpmap[mdt][nruns] = []
tmpmap[mdt][nruns].append(subsel.workload)
wmap = {}
worder = []
for mdt in map_order:
if mdt not in tmpmap:
continue
runs = list(tmpmap[mdt].keys())
runs.sort()
for r in runs:
workloads = ' '.join(tmpmap[mdt][r])
run_mdt = '%u runs of %s' % (r, mdt)
if not workloads in wmap:
wmap[workloads] = []
worder.append(workloads)
wmap[workloads].append(run_mdt)
wlist = []
for w in worder:
wlist.append((w, tuple(wmap[w])))
info['info'] = wlist
res.append(info)
return res
def show_contents(self, selector=None, pre=''):
""" return list of lines showing contents of the collection
filtered by 'selector' if present """
if not selector:
selector = self.selection
res = self._get_contents(selector)
out = []
for info in res:
out.append("client: %s" % info['client'])
out.append("kernel: %s" % info['kernel'])
out.append("server: %s" % info['server'])
out.append("path: %s" % info['path'])
for w, l in info['info']:
out.append('workloads: %s' % w)
for x in l:
out.append(' %s' % x)
out.append('')
return [ ' %s' % x for x in out ]
def gather_data(self, keys, selection):
groups = []
vals = {}
# XXX
order = ['workload', 'client', 'server', 'mountopt', 'detect', 'tag', 'kernel', 'path']
for subsel in selection.foreach(order):
assert subsel not in vals
vals[subsel] = {}
try:
tracestat = self.get_trace(subsel)
except KeyError:
continue
for k in keys:
vals[subsel][k] = tracestat.get_stat(k)
groups.append(subsel)
return groups, vals
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