Files
OpticsTools/model.py

424 lines
16 KiB
Python

import json
import copy
import numpy as np
from onlinemodel.core import Facility
from onlinemodel.madx import CMadX
#from sipbuild.generator.outputs.formatters import variable
converttwiss= {'betax':'betx','betay':'bety','alphax':'alfx','alphay':'alfy',
'etax':'dx','etay':'dy','etapx':'dpx','etapy':'dpy','mux':'mux','muy':'muy',
'x':'x','y':'y','px':'px','py':'py','energy':'energy'}
maxgradient= {'QFF':50.,'QFM':50,'QFD':20,'QFS':20,'QFDM':20,'QFA':31.75,'HFA':37.,'HFB':1445}
class Model:
def __init__(self, phase=0, parent=None):
print('Initializing online model ...')
self.phase = phase # current planned future
self.parent=parent
self.om = Facility(init=1, alt = phase)
self.order = None
self.madx = CMadX()
self.startTwiss = None
self.startEnergy = None
self.energyReference ='SINLH02.MBND100'
# flag to enfore new lattice
self.forceLat=True
# hook up events
self.matchplot=True
self.eventHandling()
def eventHandling(self):
self.parent.UITrack.clicked.connect(self.track)
#self.parent.UIMatchSelected.clicked.connect(self.match)
def forceLatticeUpdate(self):
self.forceLat=True
def getLatticeVersion(self):
return self.om.Version
def getInitialEnergy(self):
return self.om.EnergyAt(self.energyReference)[0]
def getVariableInfo(self,varlist):
variable = {}
for var in varlist:
if isinstance(var,dict):
for key in var.keys():
variable[key] = {'Val':var[key],'Max':None}
continue
ele = self.om.getElement(var.replace('-','.'))
if ele is None:
variable[var]={'Val':0,'Max':None}
else:
if 'MQUA' in var or 'MQSK' in var or 'MSEX' in var:
bg = ele.Baugruppe
Brho = self.om.EnergyAt(var.replace('-','.'))[0]/3e8
if bg in maxgradient.keys():
mgrad=maxgradient[bg]/Brho
else:
mgrad=None
if 'MSEX' in var:
variable[var]={'Val':ele.k2,'Max':mgrad}
else:
variable[var] = {'Val': ele.k1, 'Max': mgrad}
else:
variable[var]={'Val':0,'Max':None}
return variable
def updateFromMachine(self,machine):
pol = ['LH', 'LV+', 'LV-', 'C+', 'C-', 'ZL']
mag = machine['Magnet']
for key in mag:
keyom=key.replace('-','.')
self.updateElement(keyom,[mag[key]]) # needs to be a list
und = machine['Undulator']
for key in und:
keyom=key.replace('-','.')
self.updateElement(keyom,[und[key][0],pol[int(und[key][1])]])
rf = machine['RF']
for key in rf:
keyom=key.replace('-','.')
self.updateElement(keyom,rf[key])
energy = machine['Energy']
for key in energy:
self.updateEnergy(energy[key])
self.forceLatticeUpdate()
def updateEnergy(self,E0):
if isinstance(E0,list):
E0=E0[0]
self.om.forceEnergyAt(self.energyReference, E0*1e6)
def updateElement(self,name,val):
if 'MQUA' in name or 'MQSK' in name:
L = self.om.getRegExpElement(name[0:7], name[8:15],'Length')[0]
self.om.setRegExpElement(name[0:7], name[8:15], 'k1', float(val[0])/L)
if 'MSEX' in name:
L = self.om.getRegExpElement(name[0:7], name[8:15], 'Length')[0]
self.om.setRegExpElement(name[0:7], name[8:15], 'k2', float(val[0])/L)
if 'MBND' in name:
self.om.setRegExpElement(name[0:7], 'MBND', 'angle', float(val[0]))
if 'UMOD' in name:
self.om.setRegExpElement(name[0:7], 'UMOD', 'K', float(val[0]))
if 'UIND' in name:
self.om.setRegExpElement(name[0:7], name[8:15], 'K', float(val[0]))
if 'SATUN' in name:
kx = 0
ky = 1
if 'LV' in val[1]:
kx = 1
ky = 0
if 'C' in val[1]:
kx = 0.5
ky=0.5
self.om.setRegExpElement(name[0:7], name[8:15], 'kx', kx)
self.om.setRegExpElement(name[0:7], name[8:15], 'ky', ky)
if 'RSYS' in name:
grad = float(val[0])
phase = float(val[1])
if 'CB' in name[0:7]:
grad = grad/ 4.
elif 'XB' in name[0:7] or 'SINSB03' in name or 'SINSB04' in name:
grad = grad/2
L = self.om.getRegExpElement(name[0:7], 'RACC', 'Length')[0]
self.om.setRegExpElement(name[0:7], 'RACC', 'Gradient', grad/L)
self.om.setRegExpElement(name[0:7], 'RACC', 'Phase', phase)
def getElements(self):
return self.om.listElement('*', 1)
def getSettings(self):
elements = self.getElements()
quadrupoles={}
sextupoles={}
dipoles={}
rf={}
undulators={}
kicker={}
energy={'location': self.energyReference, 'energy' : 1e-6*self.om.EnergyAt(self.energyReference)[0]}
for ele in elements:
if 'MQUA' in ele.Name or 'MQSK' in ele.Name:
quadrupoles[ele.Name]={'k1':ele.k1,'k1L':ele.k1*ele.Length}
elif 'MSEX' in ele.Name:
sextupoles[ele.Name]={'k2':ele.k2,'k2L':ele.k2*ele.Length}
elif 'MBND' in ele.Name:
if 'SINLH' in ele.Name or 'SINBC' in ele.Name or 'S10BC' in ele.Name or 'SATMA' in ele.Name or 'SATUN' in ele.Name:
dipoles[ele.Name]={'angle':ele.angle}
elif 'UIND' in ele.Name or 'UMOD' in ele.Name:
undulators[ele.Name]={'K':ele.K,'kx':ele.kx,'ky':ele.ky}
elif 'RACC' in ele.Name:
rf[ele.Name]={'Gradient':ele.Gradient*ele.Length,'Phase':ele.Phase}
elif 'MKAC' in ele.Name or 'MKDC' in ele.Name:
kicker[ele.Name] = {'cory': ele.cory,'design_kick':ele.design_kick}
return {'Quadrupole':quadrupoles,'Sextupole':sextupoles,'Dipole':dipoles,'RF':rf,'Undulator':undulators,
'Kicker':kicker,'Energy':energy, 'InitialCondition':self.startTwiss}
def loadSettingsGroup(self,group,fields,normalized=False):
for key in group.keys():
ele = self.om.getElement(key)
for field in fields:
ele.__dict__[field]=group[key][field]
if normalized:
ele.__dict__[field]/=ele.Length
def loadSettings(self,settings):
self.loadSettingsGroup(settings['Quadrupole'],['k1'])
self.loadSettingsGroup(settings['Sextupole'], ['k2'])
self.loadSettingsGroup(settings['Dipole'], ['angle'])
self.loadSettingsGroup(settings['RF'], ['Gradient'],normalized=True)
self.loadSettingsGroup(settings['RF'], ['Phase'])
self.loadSettingsGroup(settings['Undulator'], ['K','kx','ky'])
self.loadSettingsGroup(settings['Kicker'], ['cory','design_kick'])
self.startEnergy = settings['Energy']['energy']
self.energyReference = settings['Energy']['location']
self.startTwiss = settings['InitialCondition']
print(self.startTwiss)
self.updateEnergy(self.startEnergy)
print(settings['Energy']['energy'])
print('Energy in system',self.om.EnergyAt(self.energyReference)[0])
self.forceLat=True
##############################33
# tracking
def match(self):
config = self.parent.reference.getMatchingPoint()
if config is False:
return
self.setBranch(config['destination'])
sequence = config['sequence']
ID = config['ID']
start=config['start']['Location']
end=config['end']
if len(end) == 7:
end=end+'$end'
if 'Twiss' in config['start']:
itwiss = {converttwiss[key.lower()]: config['start']['Twiss'][key] for key in
config['start']['Twiss'].keys()}
else:
itwiss = None
var={}
nvar=0
for key in config['variable'].keys():
nvar+=1
key0=key.replace('-','.').lower()
if 'mqua' in key0 or 'mqsk' in key0:
key0+='.k1'
elif 'msex' in key0:
key0+='.k2'
elif 'mkac' in key0 or 'mkdc' in key0:
key0+='.cory'
var[key0]=config['variable'][key]
target = config['target']
if 'Preset' in target:
self.updateModelFromMatching(target['Preset'])
self.parent.reference.updateMatchPoint(ID, 0)
return
if 'Script' in target.keys():
print(var)
res,twiss,err = self.madx.callScript(script = target['Script'],sequence=sequence, start=start, end=end,init=itwiss,var=var,preset=True)
self.updateModelFromMatching(res)
self.parent.reference.updateMatchPoint(ID, err)
if self.matchplot:
energy = self.calcEnergyProfile(twiss)
self.parent.plot.newData(twiss, energy)
return
ncon = 0
condilist = {}
for key in target.keys():
condi={}
for ele in target[key]:
if isinstance(ele,tuple):
condi[converttwiss[ele[0].lower()]]={'Condition': ele[1],'Val':ele[2]}
ncon+=1
elif isinstance(ele,str):
print('Needs matching results from', ele)
return
condilist[key]=condi
print('Variables:',nvar)
print('Conditions:',ncon)
if nvar > ncon:
print('Adding dummy constraints from initial conditions')
if not start in condilist.keys():
condilist[start]={}
condi={}
for twkey in itwiss.keys():
if ncon < nvar:
condi[twkey]={'Condition':0,'Val':itwiss[twkey]}
ncon+=1
condilist[start]=condi
for key in condilist.keys():
print(key,condilist[key])
random = self.parent.UIMatchRandom.isChecked()
res,twiss,err=self.madx.match(sequence=sequence, start=start, end=end,
init=itwiss, var=var, const=condilist,
preset=False,random=random)
self.updateModelFromMatching(res)
if config['save'] == True:
self.parent.reference.saveTwiss(ID,twiss)
self.parent.reference.updateMatchPoint(ID,err)
if self.matchplot:
energy = self.calcEnergyProfile(twiss)
self.parent.plot.newData(twiss,energy)
def updateModelFromMatching(self,var):
for magm in var.keys():
mag0 = magm[0:15]
val = var[magm]
ele = self.om.getElement(mag0)
if 'mqua' in magm or 'mqsk' in magm:
if not ele is None:
ele.k1 = val
print('Updating %s to k1: %8.4f' % (mag0, val))
magnets=self.parent.reference.getDependence(mag0)
if not magnets is None:
for magd in magnets:
ele = self.om.getElement(magd)
if not ele is None:
ele.k1 = val
print('Updating %s to k1: %8.4f' % (magd, val))
elif 'mkac' in magm or 'mkdc' in magm:
if not ele is None:
ele.design_kick = val
ele.cory = val
print('Updating %s to design_kick: %8.4f' % (mag0, val))
##################
# tracking
def track(self):
start = str(self.parent.UITrackStart.text()).upper()
end = str(self.parent.UITrackEnd.text()).upper()
if len(start)>7:
start = start[0:7]
if len(end)>7:
end = end[0:7]
refloc, twiss0 = self.parent.reference.getReference()
if refloc.upper() == 'START':
refloc = start.upper()
twiss0['energy'] = self.startEnergy*1e-3 # convert to GeV for madx
start, end = self.checkRange(start, end, refloc[0:7])
if start is None:
return
print('Tracking from',start,'to',end)
self.doTrack(start,end,refloc,twiss0)
def doTrack(self, start,end, refloc, twiss_in, plot = True):
twiss0 = {converttwiss[key]:twiss_in[key] for key in twiss_in.keys()}
self.setBranch(end.upper())
if not refloc == start:
twiss0 = self.doBackTrack(refloc,start,twiss0)
print('Back Tracking Done')
for key in twiss_in.keys():
if converttwiss[key] in twiss0.keys():
self.startTwiss[key+'0'] = twiss0[converttwiss[key]]
# self.madx.updateVariables(twiss0)
twiss = self.madx.track('swissfel',start+'$START',end+'$END',twiss0)
energy = self.calcEnergyProfile(twiss)
if plot:
self.parent.plot.newData(twiss,energy)
def doBackTrack(self,start=None,end=None,twiss0=None):
print('Backtracking 1:',twiss0)
twiss0['alfx'] = -twiss0['alfx'] # revert particle trajectories
twiss0['alfy'] = -twiss0['alfy']
twiss0['dpx'] = -twiss0['dpx']
twiss0['dpy'] = -twiss0['dpy']
twiss0['px'] = -twiss0['px']
twiss0['py'] = -twiss0['py']
# self.madx.updateVariables(twiss0)
# print(start,end)
twiss = self.madx.track('invswissfel', start, end+'$START',twiss0)
twiss1 = {}
twiss1['betx'] = twiss.betx[-1] # revert trajectory back
twiss1['bety'] = twiss.bety[-1]
twiss1['alfx'] = -twiss.alfx[-1]
twiss1['alfy'] = -twiss.alfy[-1]
twiss1['dx'] = twiss.dx[-1]
twiss1['dy'] = twiss.dy[-1]
twiss1['dpx'] = -twiss.dpx[-1]
twiss1['dpy'] = -twiss.dpy[-1]
twiss1['x'] = twiss.x[-1]
twiss1['y'] = twiss.y[-1]
twiss1['px'] = -twiss.px[-1]
twiss1['py'] = -twiss.py[-1]
return twiss1
def calcEnergyProfile(self,twiss):
energy = np.array([0. for i in range(len(twiss.betx))])
e0 = 0.
for i, name in enumerate(twiss.name):
if len(name) > 15:
elename = name[0:15]
ele = self.om.getElement(elename)
if not ele is None:
erg= self.om.EnergyAt(ele)
if e0 == 0.:
energy[:i]+=erg[0]*1e-6
e0 = (erg[0]+erg[1])*1e-6
energy[i]=e0
return energy
def setBranch(self,end):
destination = 'ARAMIS'
if 'SPO' in end:
destination = 'PORTHOS'
elif 'SAT' in end:
destination = 'ATHOS'
elif 'S10BD' in end or 'SIN' in end:
destination = 'INJECTOR'
self.om.setBranch(destination,'SINLH01')
self.order=self.om.getBranchElements()
self.madx.updateLattice(self.om,destination,self.forceLat)
self.forceLat=False
def checkRange(self,start,end,ref):
if self.om.getSection(start) is None:
print('Invalid staring point for tracking. Setting to SINLH01')
startsec='SINLH01'
else:
startsec = self.om.getSection(start).Element[0].Name
if self.om.getSection(end) is None:
print('Invalid staring point for tracking. Setting to starting section')
endsec = startsec
else:
endsec = self.om.getSection(end).Element[0].Name
if self.om.getSection(ref) is None:
print('Invalid section for reference. Aborting tracking')
return None,None
refsec = self.om.getSection(ref).Element[0].Name
if not self.om.isUpstream(startsec,endsec):
return self.checkRange(end,start,ref)
if not self.om.isUpstream(startsec,refsec):
start = ref
print('Reference point is upstream the tracking range. Extending range')
if not self.om.isUpstream(refsec,endsec):
end = ref
print('Reference point is downstream the tracking range. Extending range')
return start,end