def routes(self):
lines = [line.strip() for line in open('Logs/Routes')]
l = len(lines)
for line in lines:
if line == 'Routing table = system Destinations = 5 Routes = 13':
s = lines.index(line)
s = s + 4
if line == 'Routing table = XUA':
e = lines.index(line)
e = e - 1
system = lines[s:e]
xua = lines[e + 5:l]
sys_routes = {}
for sys in system:
route = sys.split()
rl = len(route)
if rl == 6:
route_dic = {}
pc = route[0].split('/')
pc = pc[0]
l = 1
route_dic[l] = route[2:rl]
l = l + 1
sys_routes[pc] = route_dic
else:
route_dic[l] = route
l = l + 1
xua_routes = {}
for xu in xua:
route = xu.split()
rl = len(route)
pc = route[0].split('/')
pc = pc[0]
xua_routes[pc] = route[rl - 1]
return {'system': sys_routes, 'XUA': xua_routes}
def build_hierarchy_tree():
# builds the tree sturcture of the PODM data to get the location hierarchy
lst_chassis = get_chassis_list()
podmtree = tree.Tree()
podmtree.add_node("0") # Add root node
for d in lst_chassis:
podmtree.add_node(d["ChassisID"], d)
for d in lst_chassis:
containedby = d["ContainedBy"] if d["ContainedBy"] else "0"
podmtree.add_node(d["ChassisID"], d, containedby)
systems = d["ComputerSystems"]
for sys in systems:
sysname = sys.split("/")[-2] + ":" + sys.split("/")[-1]
podmtree.add_node(sys, {"name": sysname}, d["ChassisID"])
return podmtree
def build_hierarchy_tree():
# builds the tree sturcture of the PODM data to get the location hierarchy
lst_chassis = get_chassis_list()
podmtree = tree.Tree()
podmtree.add_node("0") # Add root node
for d in lst_chassis:
podmtree.add_node(d["ChassisID"], d)
for d in lst_chassis:
containedby = d["ContainedBy"] if d["ContainedBy"] else "0"
podmtree.add_node(d["ChassisID"], d, containedby)
systems = d["ComputerSystems"]
for sys in systems:
sysname = sys.split("/")[-2] + ":" + sys.split("/")[-1]
podmtree.add_node(sys, {"name": sysname}, d["ChassisID"])
return podmtree
# Script to find to most Diverse files for an ensemble
#
# python manhattan.py file_with_scores #configurations
# python manhattan.py scores.csv 10
import sys,os
chosen = []
scores = open(sys.argv[1],'r')
count = int(sys.argv[2])
for sys in scores:
u = sys.split()
a = u[0].split('-')[1:-1]
x = 0
for i in a:
try:
x+=int(i)/(a.index(i)+1.0)
print x,a
except ValueError: pass
# Calculates a factor to be multiplied with the average score
try:
mean = (float(u[2])+float(u[3])+float(u[4])/3)
def draw_instack(variable, label='VBF', select=''):
histos = []
varname = variable
formula = variables[varname].get('formula',varname)
if ':=' in variable:
varname = variable.split(':=')[0]
formula = variable.split(':=')[1]
histfilename = ('histogram_stack_' +
varname + '_' + label+ '_'
+ selection['name'])
legend = None
if settings.two_colomn_legend:
legend = ROOT.TLegend(0.45, 0.72,
(1 - ROOT.gStyle.GetPadRightMargin()),
(0.96 - ROOT.gStyle.GetPadTopMargin()))
legend.SetNColumns(2)
legend.SetColumnSeparation(0)
else:
legend = ROOT.TLegend(0.6, 0.62,
(1 - ROOT.gStyle.GetPadRightMargin()),
(0.96 - ROOT.gStyle.GetPadTopMargin()))
cutflow = variable_cutflow(variable,'')
if len(cutflow)!=0:
cutflow = variable_cutflow(variable,select)
hstack = ROOT.THStack('hs_' + varname,'')
hstack.SetName('hs_'+ varname)
hstack.SetTitle(";" + variables[varname]['title']+";entries")
histUpSys = {}
histDwSys = {}
for sys in treesUpSys:
sysname = sys.split('*')[1]
histUpSys.update({sysname : None })
for sys in treesDwSys:
sysname = sys.split('*')[1]
histDwSys.update({sysname : None })
if len(cutflow)!=0 and options.nocuts==False:
cutflow = 'weight*(' + cutflow + ')'
else:
cutflow = 'weight*(1)'
if options.nocuts:
histfilename = histfilename + '_nocuts'
# loop over the samples
bar = ProgressBar(widgets=[colored('-- variables:: %20s ' % variable, 'green'),
Percentage(),' ' ,Bar('>'), ' ', ETA()], term_width=100)
ordsam = OrderedDict(sorted(samples.items(), key=lambda x: x[1]['order']))
for proc in bar(ordsam):
logger.debug(' -- %17s %12s ' % (proc, samples[proc].get('name')))
tree = samples[proc].get('_root_tree_')
sample_cut = samples[proc].get('cut','')
_cutflow_ = cutflow
if samples[proc].get('cut','') != '':
_cutflow_ = cutflow[:-1] + '&&' + samples[proc].get('cut','') + ')'
if variables[variable]['blind'] != '' and proc == 'Data':
_cutflow_ = cutflow[:-1] + '&&' + variables[variable]['blind']+ ')'
if proc != 'Data':
tree.Project(
'h_' + varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*%f*%f*%f' % ( treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0)))
)
else:
tree.Project(
'h_' + varname + variables[variable]['hist'],
formula,
_cutflow_
)
#=== systematics
for sys in treesUpSys:
if proc != 'Data' and 'signal' != samples[proc].get('label',''):
sysname = sys.split('*')[1]
treeUp = [x for x in samples[proc].get('_root_tree_sysUp_') if sysname in x.GetName()][0]
treeUp.Project(
'h_UpSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*%f*%f*%f' % ( treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0)))
)
histUp = ROOT.gDirectory.Get('h_UpSys_' + sysname +'_'+ varname )
histUp.SetDirectory(0)
if histUpSys[sysname] == None:
histUpSys[sysname] = histUp
else:
histUpSys[sysname].Add(histUp)
for sys in treesDwSys:
if proc != 'Data' and 'signal' != samples[proc].get('label',''):
#treeDw = samples[proc].get('_root_tree_sysDw_')[0]
sysname = sys.split('*')[1]
treeDw = [x for x in samples[proc].get('_root_tree_sysDw_') if sysname in x.GetName()][0]
treeDw.Project(
'h_DwSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*%f*%f*%f' % ( treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0)))
)
histDw = ROOT.gDirectory.Get('h_DwSys_' + sysname +'_'+ varname )
histDw.SetDirectory(0)
if histDwSys[sysname] == None:
histDwSys[sysname] = histDw
else:
histDwSys[sysname].Add(histDw)
# ----------------------------------------------
hist = ROOT.gDirectory.Get('h_' + varname )
hist.SetDirectory(0)
hist.SetTitle(";" + variables[variable]['title']+";entries")
hcolor = 1
hcolor = samples[proc]['color']
if ('signal'==samples[proc]['label']) or ('spectator'==samples[proc]['label']):
hist.SetLineColor(hcolor)
hist.SetLineStyle(1)
hist.SetLineWidth(2)
hist.SetFillStyle(0)
histos.append(hist)
if samples[proc].get('kfactor',1) !=1:
legend.AddEntry(hist,
samples[proc]["title"] + ("#times%i"%samples[proc].get('kfactor',1)),
"l" );
else:
legend.AddEntry( hist, samples[proc]["title"], "l" );
if 'data' in samples[proc]['label']:
hist.SetMarkerColor(ROOT.kBlack)
hist.SetLineColor (ROOT.kBlack)
hist.SetMarkerStyle(20)
hist.SetMarkerSize (0.8) # fixme
hist.SetFillColorAlpha(0,0)
hist.SetLineWidth(2)
hist.SetBinErrorOption(ROOT.TH1.kPoisson)
hist.SetName(hist.GetName() + 'data')
legend.AddEntry( hist, samples[proc]["title"], "lep" );
histos.append(hist)
if 'background' in samples[proc]['label']:
hist.SetLineColor(ROOT.kBlack)
hist.SetFillColor(hcolor)
hist.SetLineWidth(2)
hstack.Add(hist)
legend.AddEntry( hist, samples[proc]["title"], "f" );
# drawing
c = makeRatioPlotCanvas(name = varname)
c.cd(1)
htmp = histos[0].Clone('__htmp__')
bounds = [float(s) for s in re.findall('[-+]?\d*\.\d+|\d+',variables[variable]['hist'])]
htmp.SetTitle(';' + variables[variable]['title']
+ (';events %s %s '% ( fformat((bounds[2]-bounds[1])/bounds[0]),
variables[variable].get('unit','')) ))
htmp.Reset()
if options.allloghist or variables[variable]['log']:
ymin = 0.01 - 0.003
ymax = hstack.GetMaximum()*1000
htmp.GetYaxis().SetRangeUser(ymin,ymax)
histfilename = histfilename + '_log'
ROOT.gPad.SetLogy()
else:
ymin = 0
ymax = hstack.GetMaximum() + hstack.GetMaximum()*0.5
htmp.GetYaxis().SetRangeUser(ymin,ymax)
customizeHisto(htmp)
htmp.Draw('')
hstack.Draw('hist,same')
herrstat = drawStatErrorBand(hstack.GetStack().Last(), histDwSys, histUpSys)
herrstat.Draw('E2,same')
hdata = None
for h in histos:
if 'data' not in h.GetName():
h.Draw('hist,same')
else:
h.Draw('E,same')
hdata = h
if len(histUpSys)>0 and len(histDwSys)>0:
legend.AddEntry(herrstat, "Stat #oplus Syst", "f" )
else:
legend.AddEntry(herrstat, "Stat Uncert", "f" )
# cosmetics
draw_cut_line(htmp,variable)
draw_categories(variables[varname].get('boudaries',[]),
miny=htmp.GetMinimum(),
maxy=htmp.GetMaximum())
ROOT.gPad.RedrawAxis();
# this is for the legend
legend.SetTextAlign( 12 )
legend.SetTextFont ( 43 )
legend.SetTextSize ( 18 )
legend.SetLineColor( 0 )
legend.SetFillColor( 0 )
legend.SetFillStyle( 0 )
legend.SetLineColorAlpha(0,0)
legend.SetShadowColor(0)
legend.Draw()
# draw labels
if options.nocuts:
draw_labels('w/o cuts')
else:
draw_labels(plotlabels['name'])
draw_cms_headlabel(label_right='#sqrt{s} = 13 TeV, L = %1.2f fb^{-1}' % treeinfo.get('lumi',2.63))
c.cd()
c.cd(2)
errorHist = MakeStatProgression(hstack.GetStack().Last(),histDwSys, histUpSys)
ROOT.SetOwnership(errorHist,0)
errorHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
errorHist.GetYaxis().SetTitle('Data/MC')
errorHist.GetYaxis().CenterTitle(True)
customizeHisto(errorHist)
errorHist.Draw('E2')
ratioHist = None
sig_and_bkg_ratio = []
if hdata==None:
ratioHist = hstack.GetStack().Last().Clone('_temp_')
ratioHist.Clear()
ratioHist.SetLineColorAlpha(0,0)
ratioHist.SetMarkerColorAlpha(0,0)
ROOT.SetOwnership(ratioHist,0)
ratioHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
ratioHist.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
if settings.ratio_draw_signal:
for sig in histos:
sig_and_bkg = hstack.GetStack().Last().Clone('_temp_bkg_' + sig.GetName())
sig_and_bkg.Add(sig)
sig_and_bkg_ratio_ = makeRatio(sig_and_bkg,hstack.GetStack().Last())
ROOT.SetOwnership(sig_and_bkg_ratio_,0)
sig_and_bkg_ratio_.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
sig_and_bkg_ratio_.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
sig_and_bkg_ratio_.SetFillColorAlpha(0,0)
sig_and_bkg_ratio_.SetLineColor(sig.GetLineColor())
sig_and_bkg_ratio.append(sig_and_bkg_ratio_)
else:
ratioHist = makeRatio(hist1 = hdata, hist2 = hstack.GetStack().Last(), isdata = True)
ROOT.SetOwnership(ratioHist,0)
ratioHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
ratioHist.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
if settings.ratio_draw_signal:
for sig in histos:
sig_and_bkg = hstack.GetStack().Last().Clone('_temp_bkg_' + sig.GetName())
sig_and_bkg.Add(sig)
sig_and_bkg_ratio_ = makeRatio(sig_and_bkg,hstack.GetStack().Last())
ROOT.SetOwnership(sig_and_bkg_ratio_,0)
sig_and_bkg_ratio_.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
sig_and_bkg_ratio_.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
sig_and_bkg_ratio_.SetFillColorAlpha(0,0)
sig_and_bkg_ratio_.SetLineColor(sig.GetLineColor())
sig_and_bkg_ratio.append(sig_and_bkg_ratio_)
for o in sig_and_bkg_ratio:
o.Draw('same,hist')
draw_cut_line(errorHist,variable)
line = ROOT.TLine(ratioHist.GetXaxis().GetXmin(),1,ratioHist.GetXaxis().GetXmax(),1)
line.SetLineColor(4)
line.SetLineStyle(7)
line.Draw()
draw_categories(variables[varname].get('boudaries',[]),
miny=htmp.GetMinimum(),
maxy=htmp.GetMaximum())
ROOT.SetOwnership(line,0)
ratioHist.Draw('same')
c.cd()
if variables[variable]['norm']==True or allnormhist==True:
histfilename = histfilename + '_norm'
c.SaveAs( 'plots/' + histfilename + '.png')
c.SaveAs( 'plots/' + histfilename + '.pdf')
def ascii_copy(self, db, switch_cons):
"""
This method is to
"""
sys = ""
founds = 0
switch_cons.sendline('switchback')
switch_cons.expect(defn.SWITCH_PROMPT)
#For storing the kickstart and the system images
switch_cons.sendline('show version | grep "image file is"')
switch_cons.expect(defn.SWITCH_PROMPT)
string = switch_cons.before
if "///" in string:
sys = string.split('///')[1]
sys = sys.split()[0]
if sys != "":
switch_cons.sendline('dir')
switch_cons.expect(defn.SWITCH_PROMPT)
dir = switch_cons.before
imgs = dir.split()
if sys in imgs:
founds = 1
logging.info("Found sys %d", founds)
if founds == 1:
db.update_images(self.switch_name, "", sys)
else:
db.update_images(self.switch_name, "", "")
#Now write erase and copy the running config to file
switch_cons.sendline('delete run_power_config n')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
switch_cons.sendline('delete start_power_config n')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
#no boot kick and sys
switch_cons.sendline('config t')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
switch_cons.sendline('no boot nxos')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
#write erase
switch_cons.sendline('write erase')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(defn.SWITCH_PROMPT, 120)
#write erase boot
switch_cons.sendline('write erase boot')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(defn.SWITCH_PROMPT, 120)
"Now copy the running config to run_power_config file"
switch_cons.sendline('show running-config vdc-all > run_power_config')
i = switch_cons.expect(
[defn.SWITCH_PROMPT, r'yes/no', pexpect.TIMEOUT, pexpect.EOF])
if i == 0:
pass
if i == 1:
switch_cons.sendline('yes')
switch_cons.expect(defn.SWITCH_PROMPT, 180)
if i == 2 or i == 3:
print "Something wrong with switch %s so go ahead and poweroff" % self.switch_name
return False
"Now copy the startup config to run_power_config file"
switch_cons.sendline(
'show startup-config vdc-all > start_power_config')
i = switch_cons.expect(
[defn.SWITCH_PROMPT, r'yes/no', pexpect.TIMEOUT, pexpect.EOF])
if i == 0:
pass
if i == 1:
switch_cons.sendline('yes')
switch_cons.expect(defn.SWITCH_PROMPT, 180)
if i == 2 or i == 3:
print "Something wrong with switch %s so go ahead and poweroff" % self.switch_name
return False
Switch.setip(switch_cons, self.mgmt_ip)
#Copy the kickstart and system image to server only if present
if founds == 1:
d_file = "%s/%s.system.gbin" % (self.switch_name, self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,
s_file=sys,
d_file=d_file)
d_file = "%s/%s.run_power_config" % (self.switch_name,
self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,
s_file='run_power_config',
d_file=d_file)
d_file = "%s/%s.start_power_config" % (self.switch_name,
self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,
s_file='start_power_config',
d_file=d_file)
return True
def ascii_copy(self, switch_cons):
"""
This method is to copy the running confing to run_power_config and
startup config to start_power_config. Then save both the files to
remote server.
This will even store the kickstart/system image loaded to the same
remote server which will be loaded while reloading the setup.
"""
kick = sys = ""
foundk = founds = 0
switch_cons.sendline('switchback')
switch_cons.expect(SWITCH_PROMPT)
#For storing the kickstart and the system images
switch_cons.sendline('show version | grep "kickstart image file is"')
switch_cons.expect(SWITCH_PROMPT)
string = switch_cons.before
if "///" in string:
kick = string.split('///')[1]
kick = kick.split()[0]
switch_cons.sendline('show version | grep "system image file is"')
switch_cons.expect(SWITCH_PROMPT)
string = switch_cons.before
if "///" in string:
sys = string.split('///')[1]
sys = sys.split()[0]
if kick != "" and sys != "":
check_kick = 'dir | grep "%s"' % kick
check_sys = 'dir | grep "%s"' % sys
switch_cons.sendline(check_kick)
switch_cons.expect(SWITCH_PROMPT)
dirk = switch_cons.before
imgsk = dirk.split()
if kick in imgsk:
foundk = 1
switch_cons.sendline(check_sys)
switch_cons.expect(SWITCH_PROMPT)
dirsy = switch_cons.before
imgss = dirsy.split()
if sys in imgss:
founds = 1
logging.info("Found kick %d and found sys %d", foundk, founds)
if foundk==founds==1:
Utils.update_images(self.switch_name, kick, sys)
else:
Utils.update_images(self.switch_name,"","")
#Now write erase and copy the running config to file
switch_cons.sendline('delete run_power_config n')
switch_cons.expect(SWITCH_PROMPT, 60)
switch_cons.sendline('delete start_power_config n')
switch_cons.expect(SWITCH_PROMPT, 60)
#no boot kick and sys
switch_cons.sendline('config t')
switch_cons.expect(SWITCH_PROMPT)
switch_cons.sendline('no boot kick')
switch_cons.expect(SWITCH_PROMPT, 120)
switch_cons.sendline('config t')
switch_cons.expect(SWITCH_PROMPT)
switch_cons.sendline('no boot sys')
switch_cons.expect(SWITCH_PROMPT, 120)
#write erase
switch_cons.sendline('write erase')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(SWITCH_PROMPT, 120)
#write erase boot
switch_cons.sendline('write erase boot')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(SWITCH_PROMPT, 120)
Switch.setip(switch_cons, self.mgmt_ip)
#Copy the kickstart and system image to server only if present
if foundk==founds==1:
d_file = "%s/%s.kickstart.gbin"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file=kick,d_file=d_file)
d_file = "%s/%s.system.gbin"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file=sys,d_file=d_file)
"Now copy the running config to run_power_config file"
switch_cons.sendline('show running-config vdc-all > run_power_config')
i = switch_cons.expect([SWITCH_PROMPT,r'yes/no',pexpect.TIMEOUT, pexpect.EOF], 600)
if i==0:
pass
if i==1:
switch_cons.sendline('yes')
switch_cons.expect(SWITCH_PROMPT,600)
if i==2 or i==3:
logging.info("Something wrong with switch %s",self.switch_name)
return False
d_file = "%s/%s.run_power_config"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file='run_power_config',d_file=d_file)
"Now copy the startup config to run_power_config file"
switch_cons.sendline('show startup-config vdc-all > start_power_config')
i = switch_cons.expect([SWITCH_PROMPT,r'yes/no',pexpect.TIMEOUT, pexpect.EOF])
if i==0:
pass
if i==1:
switch_cons.sendline('yes')
switch_cons.expect(SWITCH_PROMPT,180)
if i==2 or i==3:
logging.info("Something wrong with switch %s",self.switch_name)
return False
d_file = "%s/%s.start_power_config"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file='start_power_config',d_file=d_file)
return True
def draw_instack(variable, label='VBF', select=''):
histos = []
varname = variable
formula = variables[varname].get('formula',varname)
if ':=' in variable:
varname = variable.split(':=')[0]
formula = variable.split(':=')[1]
histfilename = ('histogram_stack_' +
varname + '_' + label+ '_'
+ selection['name'])
legend = None
if settings.two_colomn_legend:
legend = ROOT.TLegend(0.45, 0.72,
(1 - ROOT.gStyle.GetPadRightMargin()),
(0.96 - ROOT.gStyle.GetPadTopMargin()))
legend.SetNColumns(2)
legend.SetColumnSeparation(0)
else:
legend = ROOT.TLegend(0.6, 0.62,
(1 - ROOT.gStyle.GetPadRightMargin()),
(0.96 - ROOT.gStyle.GetPadTopMargin()))
cutflow = variable_cutflow(variable,select)
hstack = ROOT.THStack('hs_' + varname,'')
hstack.SetName('hs_'+ varname)
hstack.SetTitle(";" + variables[varname]['title']+";entries")
histUpSys = {}
histDwSys = {}
for sys in treesUpSys:
sysname = sys.split('*')[1]
histUpSys.update({sysname : None })
for sys in treesDwSys:
sysname = sys.split('*')[1]
histDwSys.update({sysname : None })
for sys in branchUpSys:
histUpSys.update({sys : None })
for sys in branchDwSys:
histDwSys.update({sys : None })
if len(cutflow)!=0 and options.nocuts==False:
cutflow = 'weight*(' + cutflow + ')'
else:
cutflow = 'weight*(1)'
if options.nocuts:
histfilename = histfilename + '_nocuts'
# loop over the samples
bar = ProgressBar(widgets=[colored('-- variables:: {0:20!s} '.format(variable), 'green'),
Percentage(),' ' ,Bar('>'), ' ', ETA()], term_width=100)
ordsam = OrderedDict(sorted(samples.items(), key=lambda x: x[1]['order']))
for proc in bar(ordsam):
logger.debug(' -- {0:17!s} {1:12!s} '.format(proc, samples[proc].get('name')))
tree = samples[proc].get('_root_tree_')
sample_cut = samples[proc].get('cut','')
_cutflow_ = cutflow
_sample_weight_ = samples[proc].get('weight','1')
if samples[proc].get('cut','') != '':
_cutflow_ = cutflow[:-1] + '&&' + samples[proc].get('cut','') + ')'
if variables[variable]['blind'] != '' and proc == 'Data':
_cutflow_ = cutflow[:-1] + '&&' + variables[variable]['blind']+ ')'
if proc != 'Data':
tree.Project(
'h_' + varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*{0:f}*{1:f}*{2:f}*{3!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0),
_sample_weight_))
)
else:
tree.Project(
'h_' + varname + variables[variable]['hist'],
formula,
_cutflow_
)
#=== systematics
for sys in treesUpSys:
if proc != 'Data' and samples[proc].get('dosysts',True):
sysname = sys.split('*')[1]
treeUp = [x for x in samples[proc].get('_root_tree_sysUp_') if sysname in x.GetName()][0]
print 'sys ::', sys, ' :: treeUp ::', treeUp, ' :: ', treeUp.GetEntries()
treeUp.Project(
'h_UpSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*{0:f}*{1:f}*{2:f}*{3!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0),
_sample_weight_))
)
histUp = ROOT.gDirectory.Get('h_UpSys_' + sysname +'_'+ varname )
histUp.SetDirectory(0)
if histUpSys[sysname] is None:
histUpSys[sysname] = histUp
else:
histUpSys[sysname].Add(histUp)
for sys in treesDwSys:
if proc != 'Data' and samples[proc].get('dosysts',True):
sysname = sys.split('*')[1]
treeDw = [x for x in samples[proc].get('_root_tree_sysDw_') if sysname in x.GetName()][0]
print 'sys ::', sys, ' :: treeUp ::', treeDw, ' :: ', treeDw.GetEntries()
treeDw.Project(
'h_DwSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*{0:f}*{1:f}*{2:f}*{3!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
samples[proc].get('kfactor',1.0),
_sample_weight_))
)
histDw = ROOT.gDirectory.Get('h_DwSys_' + sysname +'_'+ varname )
histDw.SetDirectory(0)
if histDwSys[sysname] is None:
histDwSys[sysname] = histDw
else:
histDwSys[sysname].Add(histDw)
# ======= weight systematics
for sys in branchUpSys:
if proc != 'Data' and samples[proc].get('dosysts',True):
print 'sys ::', sys, ' :: treeUp ::', tree, ' :: ', tree.GetEntries(), ' :: ', 'weight*{0:f}*{1:f}*{2!s}*{3:f}*{4!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
sys,
samples[proc].get('kfactor',1.0),
_sample_weight_)
tree.Project(
'h_weight_UpSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*{0:f}*{1:f}*{2!s}*{3:f}*{4!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
sys,
samples[proc].get('kfactor',1.0),
_sample_weight_))
)
histUp = ROOT.gDirectory.Get('h_weight_UpSys_' + sysname +'_'+ varname)
histUp.SetDirectory(0)
if histUpSys[sys] is None:
histUpSys[sys] = histUp
else:
histUpSys[sys].Add(histUp)
for sys in branchDwSys:
if proc != 'Data' and samples[proc].get('dosysts',True):
print 'sys ::', sys, ' :: treeUp ::', tree, ' :: ', tree.GetEntries(), ' :: ', 'weight*{0:f}*{1:f}*{2!s}*{3:f}*{4!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
sys,
samples[proc].get('kfactor',1.0),
_sample_weight_)
tree.Project(
'h_weight_DwSys_' + sysname +'_'+ varname + variables[variable]['hist'],
formula,
_cutflow_.replace('weight','weight*{0:f}*{1:f}*{2!s}*{3:f}*{4!s}'.format(treeinfo.get('kfactor',1.0),
treeinfo.get('lumi' ,1.0),
sys,
samples[proc].get('kfactor',1.0),
_sample_weight_))
)
histDw = ROOT.gDirectory.Get('h_weight_DwSys_' + sysname +'_'+ varname)
histDw.SetDirectory(0)
if histDwSys[sys] is None:
histDwSys[sys] = histDw
else:
histDwSys[sys].Add(histDw)
# ----------------------------------------------
hist = ROOT.gDirectory.Get('h_' + varname )
hist.SetDirectory(0)
hist.SetTitle(";" + variables[variable]['title']+";entries")
hcolor = 1
hcolor = samples[proc]['color']
if ('signal'==samples[proc]['label']) or ('spectator'==samples[proc]['label']):
hist.SetLineColor(hcolor)
hist.SetLineStyle(1)
hist.SetLineWidth(2)
hist.SetFillStyle(0)
histos.append(hist)
if samples[proc].get('kfactor',1) !=1:
legend.AddEntry(hist,
samples[proc]["title"] + ("#times{0:d}".format(samples[proc].get('kfactor',1))),
"l" );
else:
legend.AddEntry( hist, samples[proc]["title"], "l" );
if 'data' in samples[proc]['label']:
hist.SetMarkerColor(ROOT.kBlack)
hist.SetLineColor (ROOT.kBlack)
hist.SetMarkerStyle(20)
hist.SetMarkerSize (0.8) # fixme
hist.SetFillColorAlpha(0,0)
hist.SetLineWidth(2)
hist.SetBinErrorOption(ROOT.TH1.kPoisson)
hist.SetName(hist.GetName() + 'data')
legend.AddEntry( hist, samples[proc]["title"], "lep" );
histos.append(hist)
if 'background' in samples[proc]['label']:
hist.SetLineColor(ROOT.kBlack)
hist.SetFillColor(hcolor)
hist.SetLineWidth(2)
hstack.Add(hist)
legend.AddEntry( hist, samples[proc]["title"], "f" );
# drawing
c = makeRatioPlotCanvas(name = varname)
c.cd(1)
htmp = histos[0].Clone('__htmp__')
bounds = [float(s) for s in re.findall('[-+]?\d*\.\d+|\d+',variables[variable]['hist'])]
htmp.SetTitle(';' + variables[variable]['title']
+ (';events {0!s} {1!s} '.format(fformat((bounds[2]-bounds[1])/bounds[0]),
variables[variable].get('unit','')) ))
htmp.Reset()
if options.allloghist or variables[variable]['log']:
ymin = 0.01 - 0.003
ymax = hstack.GetMaximum()*1000
htmp.GetYaxis().SetRangeUser(ymin,ymax)
histfilename = histfilename + '_log'
ROOT.gPad.SetLogy()
else:
ymin = 0
ymax = hstack.GetMaximum() + hstack.GetMaximum()*0.5
htmp.GetYaxis().SetRangeUser(ymin,ymax)
customizeHisto(htmp)
htmp.Draw('')
hstack.Draw('hist,same')
herrstat = drawStatErrorBand(hstack.GetStack().Last(), histDwSys, histUpSys)
herrstat.Draw('E2,same')
hdata = None
for h in histos:
if 'data' not in h.GetName():
h.Draw('hist,same')
else:
h.Draw('E,same')
hdata = h
if len(histUpSys)>0 and len(histDwSys)>0:
legend.AddEntry(herrstat, "Stat #oplus Syst", "f" )
else:
legend.AddEntry(herrstat, "Stat Uncert", "f" )
# cosmetics
draw_cut_line(htmp,variable)
draw_categories(variables[varname].get('boudaries',[]),
miny=htmp.GetMinimum(),
maxy=htmp.GetMaximum())
ROOT.gPad.RedrawAxis();
# this is for the legend
legend.SetTextAlign( 12 )
legend.SetTextFont ( 43 )
legend.SetTextSize ( 18 )
legend.SetLineColor( 0 )
legend.SetFillColor( 0 )
legend.SetFillStyle( 0 )
legend.SetLineColorAlpha(0,0)
legend.SetShadowColor(0)
legend.Draw()
# draw labels
if options.nocuts:
draw_labels('w/o cuts')
else:
draw_labels(plotlabels['name'])
draw_cms_headlabel(label_right='#sqrt{{s}} = 13 TeV, L = {0:1.2f} fb^{{-1}}'.format(treeinfo.get('lumi',2.63)))
c.cd()
c.cd(2)
errorHist = MakeStatProgression(hstack.GetStack().Last(),histDwSys, histUpSys)
ROOT.SetOwnership(errorHist,0)
errorHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
errorHist.GetYaxis().SetTitle('Data/MC')
errorHist.GetYaxis().CenterTitle(True)
customizeHisto(errorHist)
errorHist.Draw('E2')
ratioHist = None
sig_and_bkg_ratio = []
if hdata isNone:
ratioHist = hstack.GetStack().Last().Clone('_temp_')
ratioHist.Clear()
ratioHist.SetLineColorAlpha(0,0)
ratioHist.SetMarkerColorAlpha(0,0)
ROOT.SetOwnership(ratioHist,0)
ratioHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
ratioHist.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
if settings.ratio_draw_signal:
for sig in histos:
sig_and_bkg = hstack.GetStack().Last().Clone('_temp_bkg_' + sig.GetName())
sig_and_bkg.Add(sig)
sig_and_bkg_ratio_ = makeRatio(sig_and_bkg,hstack.GetStack().Last())
ROOT.SetOwnership(sig_and_bkg_ratio_,0)
sig_and_bkg_ratio_.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
sig_and_bkg_ratio_.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
sig_and_bkg_ratio_.SetFillColorAlpha(0,0)
sig_and_bkg_ratio_.SetLineColor(sig.GetLineColor())
sig_and_bkg_ratio.append(sig_and_bkg_ratio_)
else:
ratioHist = makeRatio(hist1 = hdata, hist2 = hstack.GetStack().Last(), isdata = True)
ROOT.SetOwnership(ratioHist,0)
ratioHist.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
ratioHist.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
if settings.ratio_draw_signal:
for sig in histos:
sig_and_bkg = hstack.GetStack().Last().Clone('_temp_bkg_' + sig.GetName())
sig_and_bkg.Add(sig)
sig_and_bkg_ratio_ = makeRatio(sig_and_bkg,hstack.GetStack().Last())
ROOT.SetOwnership(sig_and_bkg_ratio_,0)
sig_and_bkg_ratio_.GetXaxis().SetTitle(htmp.GetXaxis().GetTitle())
sig_and_bkg_ratio_.GetYaxis().SetTitle(htmp.GetYaxis().GetTitle())
sig_and_bkg_ratio_.SetFillColorAlpha(0,0)
sig_and_bkg_ratio_.SetLineColor(sig.GetLineColor())
sig_and_bkg_ratio.append(sig_and_bkg_ratio_)
for o in sig_and_bkg_ratio:
o.Draw('same,hist')
draw_cut_line(errorHist,variable)
line = ROOT.TLine(ratioHist.GetXaxis().GetXmin(),1,ratioHist.GetXaxis().GetXmax(),1)
line.SetLineColor(4)
line.SetLineStyle(7)
line.Draw()
draw_categories(variables[varname].get('boudaries',[]),
miny=htmp.GetMinimum(),
maxy=htmp.GetMaximum())
ROOT.SetOwnership(line,0)
ratioHist.Draw('same')
c.cd()
if variables[variable]['norm']==True or allnormhist==True:
histfilename = histfilename + '_norm'
c.SaveAs( 'plots/' + histfilename + '.png')
c.SaveAs( 'plots/' + histfilename + '.pdf')
def ascii_copy(self, db, switch_cons):
"""
This method is to
"""
sys = ""
founds = 0
switch_cons.sendline('switchback')
switch_cons.expect(defn.SWITCH_PROMPT)
#For storing the kickstart and the system images
switch_cons.sendline('show version | grep "image file is"')
switch_cons.expect(defn.SWITCH_PROMPT)
string = switch_cons.before
if "///" in string:
sys = string.split('///')[1]
sys = sys.split()[0]
if sys != "":
switch_cons.sendline('dir')
switch_cons.expect(defn.SWITCH_PROMPT)
dir = switch_cons.before
imgs = dir.split()
if sys in imgs:
founds = 1
logging.info("Found sys %d", founds)
if founds==1:
db.update_images(self.switch_name,"",sys)
else:
db.update_images(self.switch_name,"","")
#Now write erase and copy the running config to file
switch_cons.sendline('delete run_power_config n')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
switch_cons.sendline('delete start_power_config n')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
#no boot kick and sys
switch_cons.sendline('config t')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
switch_cons.sendline('no boot nxos')
switch_cons.expect(defn.SWITCH_PROMPT, 60)
#write erase
switch_cons.sendline('write erase')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(defn.SWITCH_PROMPT, 120)
#write erase boot
switch_cons.sendline('write erase boot')
switch_cons.expect('Do you wish to proceed anyway')
switch_cons.sendline('y')
switch_cons.expect(defn.SWITCH_PROMPT, 120)
"Now copy the running config to run_power_config file"
switch_cons.sendline('show running-config vdc-all > run_power_config')
i = switch_cons.expect([defn.SWITCH_PROMPT,r'yes/no',pexpect.TIMEOUT, pexpect.EOF])
if i==0:
pass
if i==1:
switch_cons.sendline('yes')
switch_cons.expect(defn.SWITCH_PROMPT,180)
if i==2 or i==3:
print "Something wrong with switch %s so go ahead and poweroff" % self.switch_name
return False
"Now copy the startup config to run_power_config file"
switch_cons.sendline('show startup-config vdc-all > start_power_config')
i = switch_cons.expect([defn.SWITCH_PROMPT,r'yes/no',pexpect.TIMEOUT, pexpect.EOF])
if i==0:
pass
if i==1:
switch_cons.sendline('yes')
switch_cons.expect(defn.SWITCH_PROMPT,180)
if i==2 or i==3:
print "Something wrong with switch %s so go ahead and poweroff" % self.switch_name
return False
Switch.setip(switch_cons,self.mgmt_ip)
#Copy the kickstart and system image to server only if present
if founds==1:
d_file = "%s/%s.system.gbin"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file=sys,d_file=d_file)
d_file = "%s/%s.run_power_config"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file='run_power_config',d_file=d_file)
d_file = "%s/%s.start_power_config"%(self.switch_name,self.switch_name)
Switch.copy_files_to_server(switch_cons=switch_cons,s_file='start_power_config',d_file=d_file)
return True
# order_params.append(mat_ops.get_local_op(A, rc)) # Goyal thesis, calling Fortran
n1, n2 = mat_ops.get_local_op2(A, rc) # Goyal thesis, alternative call
# n1, n2 = n1/fA, n2/(1-fA) # rescale to make sense
op = float(np.dot(n1-n2, n1-n2))/np.dot(n1+n2, n1+n2)
order_params.append(op)
return np.average(order_params)
if __name__ == "__main__":
args = docopt(__doc__)
# print args
rc = float(args["<rc>"])
systems = glob.glob(args["<systems>"])
dumpfiles = args["<dumpfiles>"]
fAs = list(set([float(sys.split("/")[0].split("_")[1]) for sys in systems]))
ABs = list(set([float(sys.split("/")[0].split("_")[3]) for sys in systems]))
fAs.sort()
ABs.sort()
print fAs, "\n", ABs
op_mat = np.zeros((len(ABs), len(fAs)))
for i in range(len(ABs)):
for j in range(len(fAs)):
system = "fA_" + str(fAs[j]) + "_AB_" + str(ABs[i])
path = os.path.join(os.getcwd(), system, "Dump", dumpfiles)
op_mat[i, j] = get_average_op(glob.glob(path), rc, fAs[j])
if args["--gnuplot"]:
print ABs[i], fAs[j], op_mat[i, j]
save_matrix(op_mat, fAs, ABs, args["--save"])
processRoadMap(cols, row)
readArchiSysSoftware()
readArchiProperties()
readNameMapping()
#For each system software in archi match to a roadmap entry
for sys in sysSoftware:
#Check not in mapping file
sysNew = nameMapping.get(sys, sys)
#Check not direct match (this will be found in mapping entry)
tech = roadMapDates.get(sysNew, None)
matched = False
if tech == None:
#Find the version in the system software
words = sys.split()
sysVersion = ""
for word in words:
if isNumber(word):
sysVersion = word
else:
ws = word.split('v')
for w in ws:
if isNumber(w): sysVersion = w
#print sys, sysVersion
for tech in roadMapDates:
#Check how many words match
#Note: first word must match, as should the version (if present)
words = tech.split()
matchCount = 0
# order_params.append(mat_ops.get_local_op(A, rc)) # Goyal thesis, calling Fortran
n1, n2 = mat_ops.get_local_op2(A, rc) # Goyal thesis, alternative call
# n1, n2 = n1/fA, n2/(1-fA) # rescale to make sense
op = float(np.dot(n1 - n2, n1 - n2)) / np.dot(n1 + n2, n1 + n2)
order_params.append(op)
return np.average(order_params)
if __name__ == "__main__":
args = docopt(__doc__)
# print args
rc = float(args["<rc>"])
systems = glob.glob(args["<systems>"])
dumpfiles = args["<dumpfiles>"]
fAs = list(set([float(sys.split("/")[0].split("_")[1])
for sys in systems]))
ABs = list(set([float(sys.split("/")[0].split("_")[3])
for sys in systems]))
fAs.sort()
ABs.sort()
print fAs, "\n", ABs
op_mat = np.zeros((len(ABs), len(fAs)))
for i in range(len(ABs)):
for j in range(len(fAs)):
system = "fA_" + str(fAs[j]) + "_AB_" + str(ABs[i])
path = os.path.join(os.getcwd(), system, "Dump", dumpfiles)
op_mat[i, j] = get_average_op(glob.glob(path), rc, fAs[j])
if args["--gnuplot"]:
print ABs[i], fAs[j], op_mat[i, j]
card_.write("kmax * # number of nuisance parameters \n")
card_.write("--------------- \n")
card_.write("bin incl \n")
card_.write("observation %i \n"%(f_.Get("h_data_obs")).Integral())
card_.write("--------------- \n")
card_.write("shapes * * %s h_$PROCESS h_$PROCESS_$SYSTEMATIC \n"%args.infile)
card_.write("--------------- \n")
card_.write("bin " + "incl "*len(process_order)+"\n")
card_.write("process "+' '.join(process_order)+" \n")
card_.write("process "+' '.join([process_number_dict[i] for i in process_order])+" \n")
card_.write("rate "+' '.join([str(round(i,2)) for i in rates])+" \n")
card_.write("--------------- \n")
for sys in all_systematics:
if "MCStat" in sys:
continue
tag = sys.split("MCStat")[0]
binary_string = " ".join([str(int(i == tag)).replace("0","-") for i in process_order])
card_.write(sys + " " + "shape" + " " + binary_string + "\n")
elif "cTagCalib" in sys:
card_.write(sys + " " + "shape" + " " + "1 "*len(processes) + "\n")
# elif "muR" in sys:
# binary_string = " ".join([(str(int("tt" in i)*1.11)).replace("0.0","-") for i in process_order])#.replace("0","-")
# card_.write("muR " + "lnN" + " " + binary_string + "\n")
# elif "muF" in sys:
# binary_string = " ".join([(str(int("tt" in i)*1.04)).replace("0.0","-") for i in process_order])#.replace("0","-")
# card_.write("muF " + "lnN" + " " + binary_string + "\n")
elif "hdamp" in sys or "JES" in sys or "JER" in sys or "Tune" in sys or "muR" in sys or "muF" in sys:# These are only on the ttbar samples
binary_string = " ".join([str(int("tt" in i)).replace("0","-") for i in process_order])
card_.write(sys + " " + "shape" + " " + binary_string + "\n")
else:
print sys
ttHUp = f.Get("ttH_" + discr + "_" + c + "_" + sys + "Up")
ttHDown = f.Get("ttH_" + discr + "_" + c + "_" + sys + "Down")
#print ttHUp, ttHUp
if ttHUp == None:
print "no sys for ttH"
ttHUp = f.Get("ttH_" + discr + "_" + c)
ttHDown = f.Get("ttH_" + discr + "_" + c)
bkgsUp = []
bkgsDown = []
for p in bkgProcs:
if "Q2scale" in sys or "PSscale" in sys:
print sys, p
if p != sys.split("_")[-1]:
print "add nom"
bkgsUp.append(f.Get(p + "_" + discr + "_" + c))
bkgsDown.append(f.Get(p + "_" + discr + "_" + c))
else:
print "add sys"
bkgsUp.append(
f.Get(p + "_" + discr + "_" + c + "_" + sys + "Up"))
bkgsDown.append(
f.Get(p + "_" + discr + "_" + c + "_" + sys + "Down"))
else:
bkgsUp.append(
f.Get(p + "_" + discr + "_" + c + "_" + sys + "Up"))
bkgsDown.append(
f.Get(p + "_" + discr + "_" + c + "_" + sys + "Down"))
#print bkgsUp
#mini yml file
time_of_runs = str(sys.argv[1])
with open(time_of_runs, 'r') as infile:
data = infile.readlines()
x = 0
for i in xrange(len(data)): #because we will need the next line
if 'user' in data[i]:
z = i
#usr_time = data[z].rstrip('\n')
usr_time = data[z].split('\t')
usr = usr_time[1]
usr = usr.rstrip('\n')
usr = usr.rstrip('s')
usr_l = usr.split('m')
usr = usr_l[1].replace('.', '')
#sys_time = data[z+1].rstrip('\n')
sys_time = data[z + 1].split('\t')
sys = sys_time[1]
sys = sys.rstrip('\n')
sys = sys.rstrip('s')
sys_l = sys.split('m')
sys = sys_l[1].replace('.', '')
time_ = int(usr) + int(sys)
run_time.append(str(time_) + '\n')
#Output
with open('time_total', 'w') as outfile:
outfile.writelines(run_time)
def MeasurementData(self, dev, xmldata):
global devAddr
print
print "MeasurementData dev %s" % dev
if interpret_data:
Measurement(DataList(xmldata)).describe()
else:
print "=== Data: ", xmldata
# H&C data parsing and upload to virtualizer
deviceData = parseDeviceXmlData(xmldata)
if devAddr == NONIN_PULSEOXYMETER_BT_ADDR:
for i in range(len(deviceData)):
if i == 0:
satO2 = deviceData[i]
satO2 = satO2.split(".")[0]
print "SatO2: " + satO2 + " %"
elif i == 1:
pulseOx = deviceData[i]
pulseOx = pulseOx.split(".")[0]
print "Pulse: " + pulseOx + " BPM"
xmlDataToPost = createPulseoxymeterXmlToPost(pulseOx, satO2)
elif devAddr == OMRON_SCALE_BT_ADDR:
for i in range(len(deviceData)):
if i == 0:
weight = deviceData[i]
print "Weight: " + weight + " kg"
elif i == 2:
bmi = deviceData[i]
print "Body Mass Index (BMI): " + bmi
elif i == 3:
bodyFat = deviceData[i]
print "Body Fat: " + bodyFat
elif i == 4:
restingMetabolism = deviceData[i]
print "Resting Metabolism: " + restingMetabolism + " cal"
elif i == 5:
visceralFat = deviceData[i]
print "Visceral Fat: " + visceralFat
elif i == 6:
bodyAge = deviceData[i]
print "Body Age: " + bodyAge
elif i == 7:
skeletalMuscle = deviceData[i]
print "Skeletal Muscle: " + skeletalMuscle + " %"
xmlDataToPost = createScaleXmlToPost(weight, bodyFat, skeletalMuscle)
elif devAddr == OMRON_SPHYGMOMANOMETER_BT_ADDR:
for i in range(len(deviceData)):
if i == 0:
pulse = deviceData[i]
pulse = pulse.split(".")[0]
print "Pulse: " + pulse + " BPM"
elif i == 2:
sys = deviceData[i]
sys = sys.split(".")[0]
print "Systolic Pressure: " + sys + " mmHg"
elif i == 3:
dia = deviceData[i]
dia = dia.split(".")[0]
print "Diastolic Pressure: " + dia + " mmHg"
xmlDataToPost = createSphygmomanometerXmlToPost(sys, dia, pulse)
print xmlDataToPost
if VIRTUALIZER_UPDATE:
updateVirtualizer(xmlDataToPost)