sortBounds = 10,
nInits = 2,
nNeuronsPerJob = 1,
nInitsPerJob = 2,
nSortsPerJob = 10,
compress = True )
from TuningTools.CrossValid import CrossValid, CrossValidArchieve
crossValid = CrossValid(nSorts = 50,
nBoxes = 10,
nTrain = 6,
nValid = 4,
#nTest=args.nTest,
#seed=args.seed,
#level=args.output_level
)
place = CrossValidArchieve( 'crossValid_citest0',
crossValid = crossValid,
).save( True )
from TuningTools.PreProc import *
#ppCol = PreProcCollection( PreProcChain( MapStd() ) )
ppCol = PreProcChain( Norm1() )
from TuningTools.TuningJob import fixPPCol
ppCol = fixPPCol(ppCol)
place = PreProcArchieve( 'ppFile_citest0', ppCol = ppCol ).save()
import sys,os
sys.exit(os.EX_OK) # code 0, all ok
inst = tClass( *class_attr_parsed )
else:
m3 = dict_args.search(str_)
if m3:
d = m3.group(1)
kwargs = ast.literal_eval( m3.group(1) )
inst = tClass( **kwargs )
else:
inst = tClass()
else:
inst = tClass()
# Substitute the instance with the string
if parent is not None:
parent[idx] = inst
else:
ppCol = inst
else:
raise RuntimeError("Couldn't parse '%s'" % str_)
from TuningTools.TuningJob import fixPPCol
pp_nSorts = args.pp_nSorts
if pp_nSorts is NotSet:
try:
pp_nSorts = crossValid.nSorts()
except NameError:
pass
ppCol = fixPPCol( ppCol, pp_nSorts, args.pp_nEtaBins, args.pp_nEtBins )
place = PreProcArchieve( args.preProcOutputFile, ppCol = ppCol ).save( args.compress )
logger.info('Created pre-processing file at path %s', place )
logger.info('Finished creating tuning job files.')
from TuningTools.PreProc import * ppCol = PreProcChain([Norm1(),StackedAutoEncoder(hidden_neurons=[100]),StackedAutoEncoder(hidden_neurons=[80]),StackedAutoEncoder(hidden_neurons=[60])] ) from TuningTools.TuningJob import fixPPCol ppCol = fixPPCol(ppCol) place = PreProcArchieve( 'teste_SAE_ppFile', ppCol = ppCol ).save()
from TuningTools.TuningJob import fixPPCol #ppCol = fixPPCol(ppCol) #place = PreProcArchieve( 'ppFile', ppCol = ppCol ).save() import numpy as np A = np.random.rand(3,5) B = np.random.rand(3,5) print type(ppCol1) print type(ppCol1[0]) from RingerCore import * test = PreProcChain([ PreProcMerge(ppChains=[ppCol1, ppCol1]) ]) test = fixPPCol(test) place = PreProcArchieve( 'ppFile', ppCol = test ).save() with PreProcArchieve(place) as ppCol: print 'donw' print ppCol ppCol[0][0][0]([[A,A],[B,B]])