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anlyhelper.py
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anlyhelper.py
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from operator import itemgetter
from StringIO import StringIO
import traceback
import logging
import re
from base import *
BUF_TIME = 36000 #in seconds
NUM_THRES = 36000
def time_average( value, logTime, servTime, startTime, pace ):
endTime = logTime + servTime
midSeg = endSeg = None
midNum = 0
metime = None
mstime = int((logTime-startTime)/pace)*pace + pace + startTime
if mstime < endTime:
headSeg = mstime - logTime
midNum = int((endTime-mstime)/pace)
metime = midNum*pace + mstime
midSeg = metime - mstime
endSeg = endTime - metime
else:
headSeg = servTime
hval = float(headSeg)/servTime * value
mval = endVal = None
if midNum > 0:
mval = float(midSeg)/servTime * value / midNum
else:
mstime = None
if endSeg is not None:
endVal = float(endSeg)/servTime * value
return (hval, (mstime, mval, midNum), (metime, endVal))
class AnalyserHelper( BaseObject ):
def __init__( self, isSingleType = True ):
self.isSingleType = isSingleType
self.sampleThres = NUM_THRES
self.useInterStr = False
self.sorted = False
self.insertValue = None
self.oneProcessMode = 1
def set_one_process_mode( self, mode ):
self.oneProcessMode = mode
def get_buf_time( self ):
if self.sorted:
return 600
return BUF_TIME
def get_sample_time( self, logInfo ):
return logInfo.recvdTime
#return the statistics value
def get_value( self, logInfo ):
raise_virtual( func_name() )
def init_value( self, value ):
raise_virtual( func_name() )
def update_value( self, oldValue, sampleValue ):
raise_virtual( func_name() )
def exclude_value( self, value ):
raise_virtual( func_name() )
def prepare_dump( self ):
pass
#get head string
def str_head( self ):
return None
#parse head info from string
def head_str( self, hstr, offset, psplit ):
nidx = hstr.find( psplit, offset )
if nidx < 0:
nidx = len(hstr)
return nidx
#get value string
def str_value( self, value ):
raise_virtual( func_name() )
#parse value from String
#the parsing must start from the offset
#psplit stands for the split of the parent helper
def value_str( self, vstr, offset, psplit ):
logging.error( 'not implement '+str(self) )
raise_virtual( func_name() )
def get_split( self ):
return ';'
def on_close( self ):
pass
def get_multiple_value( self, helperList, logInfo ):
(svalList, mvalList) = self.__get_value_list( helperList, logInfo )
sampleValList = list()
sampleValList.append( (svalList, 1) )
size = len(svalList)
for (idx, item) in mvalList:
(avalue, num) = item
nlist = [None] * size
nlist[idx] = avalue
sampleValList.append( (nlist, num) )
return sampleValList
def __get_value_list( self, helperList, logInfo ):
svalList = list()
mvalList = list()
idx = 0
for helper in helperList:
val = helper.get_value( logInfo )
if helper.isSingleType:
svalList.append( val )
else:
#is multipe value type
hasSingle = False
tupleList = val
for (avalue, num) in tupleList:
if num < 2:
if not hasSingle:
hasSingle = True
svalList.append( avalue )
else:
#normally only one sigle avalue can be received
logging.error( 'error, only one sigle value allowed, avalue:'+str(avalue) )
else:
mvalList.append( (idx, (avalue, num)) )
if not hasSingle:
svalList.append( None )
idx += 1
return ( svalList, mvalList )
def read_outlist_value( self, helperList, vstr, offset, split ):
outValList = list()
cidx = offset
maxLen = 0
for helper in helperList:
(valList, cidx) = helper.value_str( vstr, cidx, split )
vlen = len(valList)
if vlen > maxLen:
maxLen = vlen
outValList.append( valList )
cidx += 1 #skip the split char
offset = cidx - 1 #back to the right tail idx
#convert to the new list
newValList = list()
idx = 0
while idx < maxLen:
valList = list()
for vlist in outValList:
val = None
if idx < len(vlist):
val = vlist[idx]
valList.append( val )
newValList.append( valList )
idx += 1
return (newValList, offset)
class DesHelper( AnalyserHelper ):
def __init__( self ):
super(DesHelper, self).__init__()
#return the statistics value
def get_value( self, logInfo ):
if not logInfo.exist( 'description' ):
logInfo.description = 'null'
value = dict()
value[logInfo.description] = 1
return value
def init_value( self, value ):
return dict()
def update_value( self, oldValue, sampleValue ):
for des in sampleValue.keys():
count = sampleValue[ des ]
if des in oldValue:
count += oldValue[ des ]
oldValue[des] = count
return oldValue
def exclude_value( self, value ):
return len(value) == 0
def str_head( self ):
return 'description'
def str_value( self, value ):
return str( value )
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = vstr[offset:nidx]
#decode the map value
vmap = dict()
value = value[1:len(value)-1]
segs = value.split( ',' )
for seg in segs:
isegs = seg.split( ':' )
des = isegs[0].strip()
if des[0].startswith( "'" ):
des = des[1:len(des)-1]
count = int(isegs[1].strip())
vmap[des] = count
return ( [vmap], nidx )
class ConsumedHelper( AnalyserHelper ):
def __init__( self ):
super(ConsumedHelper, self).__init__()
#return the statistics value
def get_value( self, logInfo ):
if not logInfo.exist( 'servTime' ):
logInfo.servTime = 0
return (logInfo.servTime / 1000000.0, 1)
def init_value( self, value ):
return (0, 0)
def update_value( self, oldValue, sampleValue ):
consumed = oldValue[0] + sampleValue[0]
total = oldValue[1] + sampleValue[1]
return (consumed, total)
def exclude_value( self, value ):
return value[0] < 0
def str_head( self ):
return 'consumed'
def str_value( self, value ):
consumed = value[0]
total = value[1]
if total <= 0:
return '0'
average = consumed / total
average = round( average, 3 )
return str( average )
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
consumed = float( vstr[offset:nidx] )
value = (consumed, 1)
return ( [value], nidx )
class AssembleHelper( AnalyserHelper ):
def __init__( self ):
super(AssembleHelper, self).__init__()
self.useInterStr = True
self.sampleThres = 1000000
#return the statistics value
def get_value( self, logInfo ):
return (logInfo.recvdTime, logInfo.originLine)
def init_value( self, value ):
return list()
def update_value( self, oldValue, sampleValue ):
oldValue.append( sampleValue )
return oldValue
def exclude_value( self, value ):
return len(value) == 0
def str_value( self, value ):
itemList = value
if not self.sorted:
itemList = sorted( value, key=itemgetter(0) )
bufio = StringIO()
first = True
for item in itemList:
line = item[1].rstrip()
if first:
bufio.write( line )
first = False
else:
bufio.write( '\n' )
bufio.write( line )
logs = bufio.getvalue()
bufio.close()
return logs
def value_str( self, vstr, offset, psplit ):
logInfo = None
try:
logInfo = self.parser.parse_line( vstr )
except:
logging.debug( '\n'+traceback.format_exc() )
if logInfo is not None:
sampleValue = self.get_value( logInfo )
return ( logInfo.recvdTime, [sampleValue], len(vstr) )
return ( 0, [], len(vstr) )
class CounterHelper( AnalyserHelper ):
def __init__( self ):
super(CounterHelper, self).__init__()
#return the statistics value
def get_value( self, logInfo ):
return 1
def init_value( self, value ):
return 0
def update_value( self, oldValue, sampleValue ):
return oldValue + sampleValue
def exclude_value( self, value ):
return value < 0
def str_head( self ):
return 'counter'
def str_value( self, value ):
return str( value )
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = int( vstr[offset:nidx] )
return ( [value], nidx )
class RawOutputHelper( AnalyserHelper ):
def __init__( self, ocfgList ):
super(RawOutputHelper, self).__init__()
self.useInterStr = True
self.fmtNameList = list()
for ocfg in ocfgList:
self.fmtNameList.append( ocfg.fmtName )
def get_value( self, logInfo ):
vlist = list()
for fmtName in self.fmtNameList:
value = logInfo.get_member( fmtName )
vlist.append( value )
return (logInfo.recvdTime, vlist)
def init_value( self, value ):
return list()
def update_value( self, oldValue, sampleValue ):
oldValue.append( sampleValue )
return oldValue
def str_head( self ):
split = self.get_split()
num = 0
hstr = ''
for fmtName in self.fmtNameList:
num += 1
if num > 1:
hstr += split
hstr += fmtName
return hstr
def exclude_value( self, value ):
return len(value) == 0
def str_value( self, value ):
if value is None:
return ''
split = self.get_split()
vlist = value
bufio = StringIO()
if not self.sorted:
vlist = sorted( value, key=itemgetter(0) )
num = 0
for item in vlist:
num += 1
sampleTime = item[0]
tstr = str_seconds( sampleTime )
mstr = str( int((sampleTime*1000))%1000 )
if num > 1:
bufio.write( '\n' )
bufio.write( tstr )
bufio.write( '.' )
bufio.write( mstr )
bufio.write( split )
self.__write_fmt_list( bufio, item[1], split )
ss = bufio.getvalue()
bufio.close()
return ss
def value_str( self, vstr, offset, psplit ):
split = self.get_split()
#decode the time string
nidx = vstr.find( '.', offset )
tstr = vstr[ offset:nidx ]
seconds = seconds_str( tstr )
offset = nidx + 1
nidx = vstr.find( split )
mstr = vstr[ offset:nidx ]
msec = int(mstr) / 1000.0
sampleTime = seconds + msec
offset = nidx + 1
(valList, offset) = self.__read_fmt_list( vstr, offset, split )
item = (sampleTime, valList)
return ( sampleTime, [item], offset)
def __write_fmt_list( self, bufio, vlist, split ):
num = 0
for val in vlist:
num += 1
if num > 1:
bufio.write( split )
bufio.write( str(val) )
def __read_fmt_list( self, vstr, offset, split ):
vlist = list()
cidx = offset
for fmtName in self.fmtNameList:
nidx = vstr.find( split, cidx )
if nidx < 0:
nidx = len(vstr)
val = vstr[ cidx:nidx ]
vlist.append( val )
cidx = nidx + 1 #skip the split char
return (vlist, cidx)
class OutTimeAverageHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutTimeAverageHelper, self).__init__( False )
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.pace = ocfg.pace
self.unitRate = ocfg.unitRate
self.insertValue = ocfg.insertValue
def init_value( self, value ):
return 0
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
servTime = logInfo.servTime / 1000000.0
if servTime == 0:
servTime = 1
num = servTime / self.pace
if num <= 1:
avalue = value
else:
avalue = value / float(num)
#in case, it's a integer
num = int( num+0.99999 )
return [(avalue, num)]
def update_value( self, oldValue, sampleValue ):
value = oldValue + sampleValue
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
value = round( value * self.unitRate / self.pace, 3 )
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
tstr = vstr[offset:nidx]
value = float( tstr ) * self.pace
value /= self.unitRate
return ( [value], nidx )
class OutTimeActiveHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutTimeActiveHelper, self).__init__( False )
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.pace = ocfg.pace
self.unitRate = ocfg.unitRate
self.insertValue = ocfg.insertValue
def init_value( self, value ):
return 0
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
servTime = value * self.unitRate
if servTime == 0:
servTime = 1
num = servTime / self.pace
#in case, it's a integer
num = int( num+0.99999 )
return [(1, num)]
def update_value( self, oldValue, sampleValue ):
value = oldValue + sampleValue
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
if self.calcTiming and self.pace > 0:
value /= self.pace
value = round( value, 3 )
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
if self.calcTiming and self.pace > 0:
value = float( vstr[offset:nidx] )
value *= self.pace
else:
value = int( vstr[offset:nidx] )
return ( [value], nidx )
class OutCountHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutCountHelper, self).__init__()
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
self.pace = ocfg.pace
def get_value( self, logInfo ):
return 1
def init_value( self, value ):
return 0
def update_value( self, oldValue, sampleValue ):
value = oldValue + sampleValue
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.expType
def str_value( self, value ):
if value is None:
return '0'
if self.calcTiming and self.pace > 0:
value /= self.pace
value = round( value, 3 )
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
if self.calcTiming and self.pace > 0:
value = float( vstr[offset:nidx] )
value *= self.pace
else:
value = int( vstr[offset:nidx] )
return ( [value], nidx )
class OutSumHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutSumHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
return value
def init_value( self, value ):
return 0
def update_value( self, oldValue, sampleValue ):
value = oldValue + sampleValue
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
if self.calcTiming and self.pace > 0:
value /= self.pace
value = round( value, 3 )
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = float( vstr[offset:nidx] )
if self.calcTiming and self.pace > 0:
value *= self.pace
return ( [value], nidx )
class OutMaxHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutMaxHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
return value
def init_value( self, value ):
return 'max'
def update_value( self, oldValue, sampleValue ):
value = oldValue
if oldValue == 'max':
value = sampleValue
elif sampleValue > oldValue:
value = sampleValue
return value
def exclude_value( self, value ):
if self.insertValue is None:
#need to exclude the one that is not sampled
if value == 'max':
return True
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
if value == 'max':
if self.insertValue is not None:
return self.insertValue
return '0'
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = float( vstr[offset:nidx] )
return ( [value], nidx )
class OutMinHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutMinHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
return value
def init_value( self, value ):
return 'min'
def update_value( self, oldValue, sampleValue ):
value = oldValue
if oldValue == 'min':
value = sampleValue
elif sampleValue < oldValue:
value = sampleValue
return value
def exclude_value( self, value ):
if self.insertValue is None:
#need to exclude the one that is not sampled
if value == 'min':
return True
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
if value == 'min':
if self.insertValue is not None:
return self.insertValue
return '0'
return str(value)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = float( vstr[offset:nidx] )
return ( [value], nidx )
class OutAverageHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutAverageHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
return (value, 1)
def init_value( self, value ):
return (0, 0)
def update_value( self, oldValue, sampleValue ):
total = oldValue[0] + sampleValue[0]
count = oldValue[1] + sampleValue[1]
value = (total, count)
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.fmtName + '_' + self.expType + ';count'
#parse head info from string
def head_str( self, hstr, offset, psplit ):
nidx = hstr.find( ';', offset )
if nidx < 0:
nidx = len(hstr)
cidx = nidx + 1
nidx = hstr.find( psplit, cidx )
if nidx < 0:
nidx = len(hstr)
return nidx
def str_value( self, value ):
if value is None:
return '0;0'
count = value[1]
total = value[0]
if count == 0:
return '0;0'
avg = round(total * 1.0 / count, 3)
return str(avg) + ';' + str(count)
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( ';', offset )
if nidx < 0:
nidx = len(vstr)
value = float( vstr[offset:nidx] )
curIdx = nidx + 1
nidx = vstr.find( psplit, curIdx )
if nidx < 0:
nidx = len(vstr)
count = int( vstr[curIdx:nidx] )
value *= count
value = (value, count)
return ( [value], nidx )
class OutAmountHelper( AnalyserHelper ):
def __init__( self, ocfg ):
super(OutAmountHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.insertValue = ocfg.insertValue
def get_value( self, logInfo ):
value = logInfo.get_member( self.fmtName )
return value
def init_value( self, value ):
return dict()
def update_value( self, oldValue, sampleValue ):
value = oldValue
if sampleValue in oldValue:
oldValue[sampleValue] += 1
else:
oldValue[sampleValue] = 1
return value
def exclude_value( self, value ):
return False
def str_head( self ):
return self.fmtName + '_' + self.expType
def str_value( self, value ):
if value is None:
return '0'
return str(len(value))
def value_str( self, vstr, offset, psplit ):
nidx = vstr.find( psplit, offset )
if nidx < 0:
nidx = len(vstr)
value = int( vstr[offset:nidx] )
return ( [value], nidx )
def create_base_helper( ocfg ):
expType = ocfg.expType
helper = None
if expType == 'sum':
helper = OutSumHelper( ocfg )
elif expType == 'max':
helper = OutMaxHelper( ocfg )
elif expType == 'min':
helper = OutMinHelper( ocfg )
elif expType == 'average':
helper = OutAverageHelper( ocfg )
elif expType == 'timeAverage':
helper = OutTimeAverageHelper( ocfg )
elif expType == 'timeActive':
helper = OutTimeActiveHelper( ocfg )
elif expType == 'count':
helper = OutCountHelper( ocfg )
elif expType == 'amount':
helper = OutAmountHelper( ocfg )
if helper is not None:
helper.calcTiming = ocfg.calcTiming
return helper
class OutMapHelper( AnalyserHelper ):
def __init__( self, ocfg, mapType=None ):
super(OutMapHelper, self).__init__()
self.fmtName = ocfg.fmtName
self.expType = ocfg.expType
self.expTypeArgs = ocfg.expTypeArgs
self.cfgMapKeys = ocfg.mapKeys
self.haveMapKeys = ocfg.haveMapKeys
if self.cfgMapKeys:
segs = self.cfgMapKeys.split( ';' )
kmap = dict()
for seg in segs:
key = seg.strip()
if key:
kmap[key] = 1
self.cfgMapKeys = kmap
self.mapType = mapType
self.regex = None
if self.mapType == 'split':
self.regex = re.compile( self.expTypeArgs )
self.sortOut = ocfg.sort
self.pace = ocfg.pace
self.insertValue = ocfg.insertValue
self.keyMap = dict()
self.keyList = None #used to string the value
self.curKeyList = None #used to decode the value
self.split = True
self.endChar = ' '
self.helperList = None
if ocfg.outList is not None:
self.helperList = list()
logging.debug( ocfg.outList )
for subCfg in ocfg.outList:
subCfg.pace = ocfg.pace
helper = self.__create_output_helper( subCfg )
self.helperList.append( helper )
if not helper.isSingleType:
self.isSingleType = False
def __create_output_helper( self, ocfg ):
expType = ocfg.expType
helper = create_base_helper( ocfg )
logging.debug( str(ocfg)+str(helper) )
return helper
def set_one_process_mode( self, mode ):
self.oneProcessMode = mode
if self.helperList is None:
return
for helper in self.helperList:
helper.set_one_process_mode( mode )
def init_value( self, value ):
value = dict()
return value
#for map, the return value must contain the key value and childs' values
def get_value( self, logInfo ):
#return the key
key = logInfo.get_member( self.fmtName )
if self.helperList is not None:
if not self.isSingleType:
valList = self.get_multiple_value( self.helperList, logInfo )
newList = list()
#add key value to child value list
for (cvalList, num) in valList:
item = (key, cvalList)
newList.append( (item, num) )
value = newList
else:
valList = list()
for helper in self.helperList:
val = helper.get_value( logInfo )
valList.append( val )
value = (key, valList)
else:
value = (key, 1)
return value
def __update_with_key( self, oldValue, key, newValue ):
if self.cfgMapKeys:
if self.haveMapKeys:
if key not in self.cfgMapKeys:
return oldValue
else:
if key in self.cfgMapKeys:
return oldValue
if self.helperList is None:
count = newValue
if key in oldValue:
count += oldValue[key]
else:
self.keyMap[key] = 1