save and laod previously-generated 2d packing

Asked by Zhoufeng Shi

Dear all,
I am trying to save the previously generated packing into file and load in the next simulation just like what was done in uniax.py (using memoizeDb). however, when I try to do the same for 2d randomDensePack, it always says that ' No suitable packing in database found, running PERIODIC compression' and 'Packing saved to the database /tmp/bending2DPackCache.sqlite'. So I wonder if there is anything I need to do with '_memoizePacking' and '_getMemoizedPacking'.A sample code is attached below and most of the code are copy from pack.py. Thanks in advance!
###############code begin###################
from __future__ import print_function
from __future__ import division
from future import standard_library
standard_library.install_aliases()
from yade import pack,plot,timing,qt
import time, sys, os, copy
def _memoizePacking(memoizeDb,sp,radius,rRelFuzz,wantPeri,fullDim,noPrint=False):
 import sys
 if not memoizeDb: return
 import pickle,sqlite3,time,os
 if os.path.exists(memoizeDb):
  conn=sqlite3.connect(memoizeDb)
 else:
  conn=sqlite3.connect(memoizeDb)
  c=conn.cursor()
  c.execute('create table packings (radius real, rRelFuzz real, dimx real, dimy real, dimz real, N integer, timestamp real, periodic integer, pack blob)')
 c=conn.cursor()
 if(sys.version_info[0]<3):
  packBlob=buffer(pickle.dumps(sp.toList(),pickle.HIGHEST_PROTOCOL))
 else:
  packBlob=memoryview(pickle.dumps(sp.toList(),pickle.HIGHEST_PROTOCOL))
 packDim=sp.cellSize if wantPeri else fullDim
 c.execute('insert into packings values (?,?,?,?,?,?,?,?,?)',(radius,rRelFuzz,packDim[0],0,packDim[2],len(sp),time.time(),wantPeri,packBlob,))
 c.close()
 conn.commit()
 if not noPrint: print("Packing saved to the database",memoizeDb)

def _getMemoizedPacking(memoizeDb,radius,rRelFuzz,x1,y1,z1,fullDim,wantPeri,fillPeriodic,spheresInCell,memoDbg=False,noPrint=False):
 """Return suitable SpherePack read from *memoizeDb* if found, None otherwise.

  :param fillPeriodic: whether to fill fullDim by repeating periodic packing
  :param wantPeri: only consider periodic packings
 """
 import os,os.path,sqlite3,time,pickle,sys
 if memoDbg and not noPrint:
  def memoDbgMsg(s): print(s)
 else:
  def memoDbgMsg(s): pass
 if not memoizeDb or not os.path.exists(memoizeDb):
  if memoizeDb: memoDbgMsg("Database %s does not exist."%memoizeDb)
  return None
 # find suitable packing and return it directly
 conn=sqlite3.connect(memoizeDb); c=conn.cursor();
 try:
  c.execute('select radius,rRelFuzz,dimx,dimy,dimz,N,timestamp,periodic from packings order by N')
 except sqlite3.OperationalError:
  raise RuntimeError("ERROR: database `"+memoizeDb+"' not compatible with randomDensePack (corrupt, deprecated format or not a db created by randomDensePack)")
 for row in c:
  R,rDev,X,Y,Z,NN,timestamp,isPeri=row[0:8]; scale=radius/R
  rDev*=scale; X*=scale; Y*=scale; Z*=scale
  memoDbgMsg("Considering packing (radius=%g±%g,N=%g,dim=%g×%g×%g,%s,scale=%g), created %s"%(R,.5*rDev,NN,X,Y,Z,"periodic" if isPeri else "non-periodic",scale,time.asctime(time.gmtime(timestamp))))
  if not isPeri and wantPeri: memoDbgMsg("REJECT: is not periodic, which is requested."); continue
  if wantPeri and (X/x1>0.9 or X/x1<0.6): memoDbgMsg("REJECT: initSize differs too much from scaled packing size."); continue
  if (rRelFuzz==0 and rDev!=0) or (rRelFuzz!=0 and rDev==0) or (rRelFuzz!=0 and abs((rDev-rRelFuzz)/rRelFuzz)>1e-2): memoDbgMsg("REJECT: radius fuzz differs too much (%g, %g desired)"%(rDev,rRelFuzz)); continue # radius fuzz differs too much
  if isPeri and wantPeri:
   if spheresInCell>NN and spheresInCell>0: memoDbgMsg("REJECT: Number of spheres in the packing too small"); continue
   if abs((y1/x1)/(Y/X)-1)>0.3 or abs((z1/x1)/(Z/X)-1)>0.3: memoDbgMsg("REJECT: proportions (y/x=%g, z/x=%g) differ too much from what is desired (%g, %g)."%(Y/X,Z/X,y1/x1,z1/x1)); continue
  else:
   if (X<fullDim[0] or Y<fullDim[1] or Z<fullDim[2]): memoDbgMsg("REJECT: not large enough"); continue # not large enough
  memoDbgMsg("ACCEPTED");
  if not noPrint: print("Found suitable packing in %s (radius=%g±%g,N=%g,dim=%g×%g×%g,%s,scale=%g), created %s"%(memoizeDb,R,rDev,NN,X,Y,Z,"periodic" if isPeri else "non-periodic",scale,time.asctime(time.gmtime(timestamp))))
  c.execute('select pack from packings where timestamp=?',(timestamp,))
  sp=SpherePack(pickle.loads(c.fetchone()[0]))
  sp.scale(scale);
  if isPeri and wantPeri:
   sp.isPeriodic = True
   sp.cellSize=(X,Y,Z);
   if fillPeriodic: sp.cellFill(Vector3(fullDim[0],0,fullDim[2]));###
  #sp.cellSize=(0,0,0) # resetting cellSize avoids warning when rotating
  return sp
  #if orientation: sp.rotate(*orientation.toAxisAngle())
  #return filterSpherePack(predicate,sp,material=material)
 #print "No suitable packing in database found, running",'PERIODIC compression' if wantPeri else 'triaxial'
 #sys.stdout.flush()

def randomDensePack2d(predicate,radius,material=-1,dim=None,cropLayers=0,rRelFuzz=0.,spheresInCell=0,memoizeDb=None,useOBB=False,memoDbg=False,color=None,returnSpherePack=None,seed=0):

 import sqlite3, os.path, pickle, time, sys, numpy
 from math import pi
 from yade import _packPredicates
 wantPeri=(spheresInCell>0)
 if 'inGtsSurface' in dir(_packPredicates) and type(predicate)==inGtsSurface and useOBB:
  center,dim,orientation=gtsSurfaceBestFitOBB(predicate.surf)
  print("Best-fit oriented-bounding-box computed for GTS surface, orientation is",orientation)
  dim*=2 # gtsSurfaceBestFitOBB returns halfSize
 else:
  if not dim: dim=predicate.dim()
  if max(dim)==float('inf'): raise RuntimeError("Infinite predicate and no dimension of packing requested.")
  center=predicate.center()
  orientation=None
 if not wantPeri: fullDim=tuple([dim[i]+4*cropLayers*radius for i in (0,1,2)])
 else:
  # compute cell dimensions now, as they will be compared to ones stored in the db
  # they have to be adjusted to not make the cell to small WRT particle radius
  fullDim=dim
  cloudPorosity=0.25 # assume this number for the initial cloud (can be underestimated)
  beta,gamma=fullDim[1]/fullDim[0],fullDim[2]/fullDim[0] # ratios β=y₀/x₀, γ=z₀/x₀
  N100=spheresInCell/cloudPorosity # number of spheres for cell being filled by spheres without porosity
  x1=radius*(1/(beta*gamma)*N100*(4/3.)*pi)**(1/3.)*5
  y1,z1=beta*x1,gamma*x1; vol0=x1*y1*z1
  maxR=radius*(1+rRelFuzz)
  x1=max(x1,8*maxR); y1=max(y1,8*maxR); z1=max(z1,8*maxR); vol1=x1*y1*z1
  N100*=vol1/vol0 # volume might have been increased, increase number of spheres to keep porosity the same
  sp=_getMemoizedPacking(memoizeDb,radius,rRelFuzz,x1,y1,z1,fullDim,wantPeri,fillPeriodic=True,spheresInCell=spheresInCell,memoDbg=False)
  if sp:
   if orientation:
    sp.cellSize=(0,0,0) # resetting cellSize avoids warning when rotating
    sp.rotate(*orientation.toAxisAngle())
   return filterSpherePack(predicate,sp,material=material,returnSpherePack=returnSpherePack)
  else: print("No suitable packing in database found, running",'PERIODIC compression' if wantPeri else 'triaxial')
  sys.stdout.flush()
 O.switchScene(); O.resetThisScene() ### !!
 if wantPeri:
  # x1,y1,z1 already computed above
  sp=SpherePack()
  O.periodic=True
  #O.cell.refSize=(x1,y1,z1)
  O.cell.setBox((x1,y1,z1))
  #print cloudPorosity,beta,gamma,N100,x1,y1,z1,O.cell.refSize
  #print x1,y1,z1,radius,rRelFuzz
  O.materials.append(FrictMat(young=3e10,density=2400))
  vmin,vmax=Vector3().Zero,O.cell.refSize
  vmax[1]=0 ## diff
  num=sp.makeCloud(vmin,vmax,radius,rRelFuzz,spheresInCell,True)
  O.engines=[ForceResetter(),InsertionSortCollider([Bo1_Sphere_Aabb()],verletDist=.05*radius),InteractionLoop([Ig2_Sphere_Sphere_ScGeom()],[Ip2_FrictMat_FrictMat_FrictPhys()],[Law2_ScGeom_FrictPhys_CundallStrack()]),PeriIsoCompressor(charLen=2*radius,stresses=[-100e9,-1e8],maxUnbalanced=1e-2,doneHook='O.pause();',globalUpdateInt=5,keepProportions=True),NewtonIntegrator(damping=.6)]
  O.materials.append(FrictMat(young=30e9,frictionAngle=.5,poisson=.3,density=1e3))
  for s in sp:
    b=utils.sphere(s[0],s[1])
    b.state.blockDOFs='yXZ'##diff
    O.bodies.append(b)
  O.dt=utils.PWaveTimeStep()
  O.run(); O.wait()
  sp=SpherePack(); sp.fromSimulation()
  #print 'Resulting cellSize',sp.cellSize,'proportions',sp.cellSize[1]/sp.cellSize[0],sp.cellSize[2]/sp.cellSize[0]
  # repetition to the required cell size will be done below, after memoizing the result
 else:
  assumedFinalDensity=0.6
  V=(4.0/3.0)*pi*radius**3.0; N=assumedFinalDensity*fullDim[0]*fullDim[1]*fullDim[2]/V;
  TriaxialTest(
   numberOfGrains=int(N),radiusMean=radius,radiusStdDev=rRelFuzz,
   # upperCorner is just size ratio, if radiusMean is specified
   upperCorner=fullDim,
   seed=seed,
   ## no need to touch any the following
   noFiles=True,lowerCorner=[0,0,0],sigmaIsoCompaction=-4e4,sigmaLateralConfinement=-5e2,compactionFrictionDeg=1,StabilityCriterion=.02,strainRate=.2,thickness=0,maxWallVelocity=.1,wallOversizeFactor=1.5,autoUnload=True,autoCompressionActivation=False, internalCompaction=True).load()
  while ( numpy.isnan(utils.unbalancedForce()) or utils.unbalancedForce()>0.005 ) :
   O.run(500,True)
  sp=SpherePack(); sp.fromSimulation()
 O.switchScene() ### !!
 _memoizePacking(memoizeDb,sp,radius,rRelFuzz,wantPeri,fullDim)
 if wantPeri: sp.cellFill(Vector3(fullDim[0],maxR,fullDim[2]))##diff
 if orientation:
  sp.cellSize=(0,0,0); # reset periodicity to avoid warning when rotating periodic packing
  sp.rotate(*orientation.toAxisAngle())
 return filterSpherePack(predicate,sp,material=material,color=color,returnSpherePack=returnSpherePack)
###test
# tests
from yade import pack
#sp = randomDensePack2d(pack.inAlignedBox((-1,-1,-1),(2,2,2)),radius=.1,rRelFuzz=.5,spheresInCell=200)
sp = randomDensePack2d(pack.inSphere((0,0,0),3),radius=.1,rRelFuzz=.5,spheresInCell=200,returnSpherePack=True,memoizeDb='/tmp/bending2DPackCache.sqlite')
sp.toSimulation()
##################ends#######################

Question information

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Solved by:
Jan Stránský
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Best Jan Stránský (honzik) said :
#1

Hello,

use memoDbg=True to get some more info.
The problem is this line
###
if wantPeri and (X/x1>0.9 or X/x1<0.6): memoDbgMsg("REJECT: initSize differs too much from scaled packing size."); continue
###
so some problems with dimensions.. put come "debug prints" to see what are the values and, why it is rejected, what/why is saved, what is loaded.....

cheers
Jan

Revision history for this message
Zhoufeng Shi (zhoufeng-s) said :
#2

Thanks Jan for your kind reply!
So I tried the method you mentioned above to debug the problem. After I comment several condition lines that are not suitable for 2d situation and modify some values such as cellSize & cellFill in _getMemoizedPacking function, the code now can work well for saving 2d packing. Lines that I made changes are ended with long '####' symbol for clear inspection.
However, as I am pretty new to both yade and python, sometimes I may not know what I am doing exactly and whether what I have done is correct or not. so the results can be wrong and I just mistaken it as a correct one. Any critiques and suggestions are welcomed!
the code are attached for future reference
#############code begin############
from __future__ import print_function
from __future__ import division
from future import standard_library
standard_library.install_aliases()
from yade import pack,plot,timing,qt
import time, sys, os, copy
def _memoizePacking(memoizeDb,sp,radius,rRelFuzz,wantPeri,fullDim,noPrint=False):
 import sys
 if not memoizeDb: return
 import pickle,sqlite3,time,os
 if os.path.exists(memoizeDb):
  conn=sqlite3.connect(memoizeDb)
 else:
  conn=sqlite3.connect(memoizeDb)
  c=conn.cursor()
  c.execute('create table packings (radius real, rRelFuzz real, dimx real, dimy real, dimz real, N integer, timestamp real, periodic integer, pack blob)')
 c=conn.cursor()
 if(sys.version_info[0]<3):
  packBlob=buffer(pickle.dumps(sp.toList(),pickle.HIGHEST_PROTOCOL))
 else:
  packBlob=memoryview(pickle.dumps(sp.toList(),pickle.HIGHEST_PROTOCOL))
 packDim=sp.cellSize if wantPeri else fullDim
 c.execute('insert into packings values (?,?,?,?,?,?,?,?,?)',(radius,rRelFuzz,packDim[0],0,packDim[2],len(sp),time.time(),wantPeri,packBlob,))
 c.close()
 conn.commit()
 if not noPrint: print("Packing saved to the database",memoizeDb)

def _getMemoizedPacking(memoizeDb,radius,rRelFuzz,x1,y1,z1,fullDim,wantPeri,fillPeriodic,spheresInCell,memoDbg=True,noPrint=False):
 """Return suitable SpherePack read from *memoizeDb* if found, None otherwise.

  :param fillPeriodic: whether to fill fullDim by repeating periodic packing
  :param wantPeri: only consider periodic packings
 """
 import os,os.path,sqlite3,time,pickle,sys
 if memoDbg and not noPrint:
  def memoDbgMsg(s): print(s)
 else:
  def memoDbgMsg(s): pass
 if not memoizeDb or not os.path.exists(memoizeDb):
  if memoizeDb: memoDbgMsg("Database %s does not exist."%memoizeDb)
  return None
 # find suitable packing and return it directly
 conn=sqlite3.connect(memoizeDb); c=conn.cursor();
 try:
  c.execute('select radius,rRelFuzz,dimx,dimy,dimz,N,timestamp,periodic from packings order by N')
 except sqlite3.OperationalError:
  raise RuntimeError("ERROR: database `"+memoizeDb+"' not compatible with randomDensePack (corrupt, deprecated format or not a db created by randomDensePack)")
 for row in c:
  R,rDev,X,Y,Z,NN,timestamp,isPeri=row[0:8]; scale=radius/R
  rDev*=scale; X*=scale; Y*=scale; Z*=scale
  memoDbgMsg("Considering packing (radius=%g±%g,N=%g,dim=%g×%g×%g,%s,scale=%g), created %s"%(R,.5*rDev,NN,X,Y,Z,"periodic" if isPeri else "non-periodic",scale,time.asctime(time.gmtime(timestamp))))
  if not isPeri and wantPeri: memoDbgMsg("REJECT: is not periodic, which is requested."); continue
  #if wantPeri and (X/x1>0.9 or X/x1<0.6): memoDbgMsg("REJECT: initSize differs too much from scaled packing size."), print(X), print(x1),print(scale); continue########################################
  if (rRelFuzz==0 and rDev!=0) or (rRelFuzz!=0 and rDev==0) or (rRelFuzz!=0 and abs((rDev-rRelFuzz)/rRelFuzz)>1e-2): memoDbgMsg("REJECT: radius fuzz differs too much (%g, %g desired)"%(rDev,rRelFuzz)); continue # radius fuzz differs too much
  if isPeri and wantPeri:
   print('x,y,z:',X,Y,Z)#################################################
   if spheresInCell>NN and spheresInCell>0: memoDbgMsg("REJECT: Number of spheres in the packing too small"); continue

   #if abs((y1/x1)/(Y/X)-1)>0.3 or abs((z1/x1)/(Z/X)-1)>0.3: memoDbgMsg("REJECT: proportions (y/x=%g, z/x=%g) differ too much from what is desired (%g, %g)."%(Y/X,Z/X,y1/x1,z1/x1)); continue###################################################
  else:
   if (X<fullDim[0] or Y<fullDim[1] or Z<fullDim[2]): memoDbgMsg("REJECT: not large enough"); continue # not large enough
  memoDbgMsg("ACCEPTED");
  if not noPrint: print("Found suitable packing in %s (radius=%g±%g,N=%g,dim=%g×%g×%g,%s,scale=%g), created %s"%(memoizeDb,R,rDev,NN,X,Y,Z,"periodic" if isPeri else "non-periodic",scale,time.asctime(time.gmtime(timestamp))))
  c.execute('select pack from packings where timestamp=?',(timestamp,))
  sp=SpherePack(pickle.loads(c.fetchone()[0]))
  sp.scale(scale);
  if isPeri and wantPeri:
   print('fullDim',fullDim[0],fullDim[1],fullDim[2])####################
   sp.isPeriodic = True
   sp.cellSize=(X,radius*(1+rRelFuzz),Z);################
   if fillPeriodic: sp.cellFill(Vector3(fullDim[0],radius*(1+rRelFuzz),fullDim[2]));#################
  #sp.cellSize=(0,0,0) # resetting cellSize avoids warning when rotating
  return sp
  #if orientation: sp.rotate(*orientation.toAxisAngle())
  #return filterSpherePack(predicate,sp,material=material)
 #print "No suitable packing in database found, running",'PERIODIC compression' if wantPeri else 'triaxial'
 #sys.stdout.flush()

def randomDensePack2d(predicate,radius,material=-1,dim=None,cropLayers=0,rRelFuzz=0.,spheresInCell=0,memoizeDb=None,useOBB=False,memoDbg=True,color=None,returnSpherePack=None,seed=0):

 import sqlite3, os.path, pickle, time, sys, numpy
 from math import pi
 from yade import _packPredicates
 wantPeri=(spheresInCell>0)
 if 'inGtsSurface' in dir(_packPredicates) and type(predicate)==inGtsSurface and useOBB:
  center,dim,orientation=gtsSurfaceBestFitOBB(predicate.surf)
  print("Best-fit oriented-bounding-box computed for GTS surface, orientation is",orientation)
  dim*=2 # gtsSurfaceBestFitOBB returns halfSize
 else:
  if not dim: dim=predicate.dim()
  if max(dim)==float('inf'): raise RuntimeError("Infinite predicate and no dimension of packing requested.")
  center=predicate.center()
  orientation=None
 if not wantPeri: fullDim=tuple([dim[i]+4*cropLayers*radius for i in (0,1,2)])
 else:
  # compute cell dimensions now, as they will be compared to ones stored in the db
  # they have to be adjusted to not make the cell to small WRT particle radius
  fullDim=dim
  cloudPorosity=0.25 # assume this number for the initial cloud (can be underestimated)
  beta,gamma=fullDim[1]/fullDim[0],fullDim[2]/fullDim[0] # ratios β=y₀/x₀, γ=z₀/x₀
  N100=spheresInCell/cloudPorosity # number of spheres for cell being filled by spheres without porosity
  x1=radius*(1/(beta*gamma)*N100*(4/3.)*pi)**(1/3.)*3##########################
  y1,z1=beta*x1,gamma*x1; vol0=x1*y1*z1
  maxR=radius*(1+rRelFuzz)
  x1=max(x1,8*maxR); y1=max(y1,8*maxR); z1=max(z1,8*maxR); vol1=x1*y1*z1
  N100*=vol1/vol0 # volume might have been increased, increase number of spheres to keep porosity the same
  print('x1,y1,z1:',x1,y1,z1,'fullDim',fullDim[0],fullDim[1],fullDim[2])##########
  sp=_getMemoizedPacking(memoizeDb,radius,rRelFuzz,x1,y1,z1,fullDim,wantPeri,fillPeriodic=True,spheresInCell=spheresInCell,memoDbg=True)
  if sp:
   if orientation:
    sp.cellSize=(0,0,0) # resetting cellSize avoids warning when rotating
    sp.rotate(*orientation.toAxisAngle())
   return filterSpherePack(predicate,sp,material=material,returnSpherePack=returnSpherePack)
  else: print("No suitable packing in database found, running",'PERIODIC compression' if wantPeri else 'triaxial')
  sys.stdout.flush()
 O.switchScene(); O.resetThisScene() ### !!
 if wantPeri:
  # x1,y1,z1 already computed above
  sp=SpherePack()
  O.periodic=True
  #O.cell.refSize=(x1,y1,z1)
  O.cell.setBox((x1,y1,z1))
  #print cloudPorosity,beta,gamma,N100,x1,y1,z1,O.cell.refSize
  #print x1,y1,z1,radius,rRelFuzz
  O.materials.append(FrictMat(young=3e10,density=2400))
  vmin,vmax=Vector3().Zero,O.cell.refSize
  vmax[1]=0 ## diff
  num=sp.makeCloud(vmin,vmax,radius,rRelFuzz,spheresInCell,True)
  O.engines=[ForceResetter(),InsertionSortCollider([Bo1_Sphere_Aabb()],verletDist=.05*radius),InteractionLoop([Ig2_Sphere_Sphere_ScGeom()],[Ip2_FrictMat_FrictMat_FrictPhys()],[Law2_ScGeom_FrictPhys_CundallStrack()]),PeriIsoCompressor(charLen=2*radius,stresses=[-100e9,-1e8],maxUnbalanced=1e-2,doneHook='O.pause();',globalUpdateInt=5,keepProportions=True),NewtonIntegrator(damping=.6)]
  O.materials.append(FrictMat(young=30e9,frictionAngle=.5,poisson=.3,density=1e3))
  for s in sp:
    b=utils.sphere(s[0],s[1])
    b.state.blockDOFs='yXZ'##diff
    O.bodies.append(b)
  O.dt=utils.PWaveTimeStep()
  O.run(); O.wait()
  sp=SpherePack(); sp.fromSimulation()
  #print 'Resulting cellSize',sp.cellSize,'proportions',sp.cellSize[1]/sp.cellSize[0],sp.cellSize[2]/sp.cellSize[0]
  # repetition to the required cell size will be done below, after memoizing the result
 else:
  assumedFinalDensity=0.6
  V=(4.0/3.0)*pi*radius**3.0; N=assumedFinalDensity*fullDim[0]*fullDim[1]*fullDim[2]/V;
  TriaxialTest(
   numberOfGrains=int(N),radiusMean=radius,radiusStdDev=rRelFuzz,
   # upperCorner is just size ratio, if radiusMean is specified
   upperCorner=fullDim,
   seed=seed,
   ## no need to touch any the following
   noFiles=True,lowerCorner=[0,0,0],sigmaIsoCompaction=-4e4,sigmaLateralConfinement=-5e2,compactionFrictionDeg=1,StabilityCriterion=.02,strainRate=.2,thickness=0,maxWallVelocity=.1,wallOversizeFactor=1.5,autoUnload=True,autoCompressionActivation=False, internalCompaction=True).load()
  while ( numpy.isnan(utils.unbalancedForce()) or utils.unbalancedForce()>0.005 ) :
   O.run(500,True)
  sp=SpherePack(); sp.fromSimulation()
 O.switchScene() ### !!
 _memoizePacking(memoizeDb,sp,radius,rRelFuzz,wantPeri,fullDim)
 if wantPeri: sp.cellFill(Vector3(fullDim[0],maxR,fullDim[2]))##diff
 if orientation:
  sp.cellSize=(0,0,0); # reset periodicity to avoid warning when rotating periodic packing
  sp.rotate(*orientation.toAxisAngle())
 return filterSpherePack(predicate,sp,material=material,color=color,returnSpherePack=returnSpherePack)
###test
# tests
from yade import pack
#sp = randomDensePack2d(pack.inAlignedBox((-1,-1,-1),(2,2,2)),radius=.1,rRelFuzz=.5,spheresInCell=200)
sp = randomDensePack2d(pack.inSphere((0,0,0),4.5),radius=.1,rRelFuzz=.5,spheresInCell=500,returnSpherePack=True,memoizeDb='/tmp/bending2DPackCache.sqlite')
sp.toSimulation()
####################### end of the code####################

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Zhoufeng Shi (zhoufeng-s) said :
#3

Thanks Jan Stránský, that solved my question.