def process(self, jobid, nToys):
import ROOT
from ostap.logger.logger import logWarning
with logWarning():
import ostap.core.pyrouts
import ostap.fitting.roofit
import ostap.fitting.dataset
import ostap.fitting.roofitresult
import ostap.fitting.variables
from ostap.core.ostap_types import integer_types
assert isinstance ( nToys , integer_types ) and 0 < nToys,\
'Jobid %s: Invalid "nToys" argument %s/%s' % ( jobid , nToys , type ( nToys ) )
import ostap.fitting.toys as Toys
results, stats = Toys.make_toys2(gen_pdf=self.gen_pdf,
fit_pdf=self.fit_pdf,
nToys=nToys,
data=self.data,
gen_config=self.gen_config,
fit_config=self.fit_config,
gen_pars=self.gen_pars,
fit_pars=self.fit_pars,
more_vars=self.more_vars,
gen_fun=self.gen_fun,
fit_fun=self.fit_fun,
accept_fun=self.accept_fun,
silent=self.silent,
progress=self.progress)
self.the_output = results, stats
return self.results()
def process ( self , jobid , item ) :
import ROOT
from ostap.logger.logger import logWarning
with logWarning() :
import ostap.core.pyrouts
import ostap.trees.trees
import ostap.fitting.roofit
## reconstruct chain from the item
chain = item.chain
ll = len ( chain )
first = item.first
nevents = item.nevents
all = 0 == first and ( nevents < 0 or ll <= nevents )
if self.trivial and all :
import ostap.fitting.pyselectors
self.__output = chain.make_dataset ( self.variables , self.selection , silent = True )
return self.__output
from ostap.fitting.pyselectors import SelectorWithVars
## use selector
selector = SelectorWithVars ( variables = self.variables ,
selection = self.selection ,
roo_cuts = self.roo_cuts ,
silence = True )
args = ()
if not all : args = nevents , first
dataset , stat = chain.fill_dataset2 ( selector ,
*args ,
silent = True ,
shortcut = all and self.trivial ,
use_frame = self.use_frame )
## self.__output = selector.data, selector.stat
self.__output = dataset, stat
## if num < 0 :
## logger.warning ("Processing status %s (jobid #%s)" % ( num % jobid ) )
## del selector.data
## del selector
logger.debug ( 'Processed %s and filled %d entries (jobid #%s)' % ( stat , len ( dataset ) , jobid ) )
return self.__output
def process(self, item):
import ROOT
from ostap.logger.logger import logWarning
with logWarning():
import ostap.core.pyrouts
import ostap.trees.trees
## reconstruct chain from the item
chain = item.chain
ll = len(chain)
first = item.first
nevents = item.nevents
all = 0 == first and (nevents < 0 or ll <= nevents)
if self.trivial and all:
import ostap.fitting.selectors
self.output = chain.make_dataset(self.variables,
self.selection,
silent=True)
return
from ostap.fitting.selectors import SelectorWithVars
## use selector
selector = SelectorWithVars(self.variables,
self.selection,
silence=True)
args = ()
if not all: args = nevents, first
num = chain.process(selector, *args, shortcut=all and self.trivial)
self.output = selector.data, selector.stat
if num < 0:
logger.warning("Processing status %s" % num)
##del selector.data
##del selector
logger.debug('Processed %s and filled %d entries ' %
(item, len(self.output)))
del item