Source code for pyNastran.op2.tables.oes_stressStrain.random.oes_plates

import numpy as np
from numpy import zeros

from pyNastran.utils.numpy_utils import integer_types
from pyNastran.op2.tables.oes_stressStrain.real.oes_objects import (
    StressObject, StrainObject, OES_Object)
from pyNastran.f06.f06_formatting import write_float_13e, _eigenvalue_header

#BASIC_TABLES = {
    #'OESATO1', 'OESCRM1', 'OESPSD1', 'OESRMS1', 'OESNO1',
    #'OESATO2', 'OESCRM2', 'OESPSD2', 'OESRMS2', 'OESNO2',
    #'OSTRATO1', 'OSTRCRM1', 'OSTRPSD1', 'OSTRRMS1', 'OSTRNO1',
    #'OSTRATO2', 'OSTRCRM2', 'OSTRPSD2', 'OSTRRMS2', 'OSTRNO2',
#}
#VM_TABLES = {'OESXRMS1', 'OESXNO1'}


[docs] class RandomPlateVMArray(OES_Object): def __init__(self, data_code, is_sort1, isubcase, dt): OES_Object.__init__(self, data_code, isubcase, apply_data_code=False) ## why??? self.element_node = None self.fiber_distance = None #self.code = [self.format_code, self.sort_code, self.s_code] #self.ntimes = 0 # or frequency/mode #self.ntotal = 0 #self.itime = 0 self.nelements = 0 # result specific #if is_sort1: #pass #else: #raise NotImplementedError('SORT2') @property def is_real(self) -> bool: return False @property def is_complex(self) -> bool: return True @property def nnodes_per_element(self) -> int: return get_nnodes(self) def _reset_indices(self) -> None: self.itotal = 0 self.ielement = 0
[docs] def build(self): r"""sizes the vectorized attributes of the RandomPlateVMArray SORT1: - etype ndata numwide size -> nelements nnodes nlayers - CQUAD-144 376 47 4 376/(47*4)=2 5 2*2*5=20 C:\MSC.Software\simcenter_nastran_2019.2\tpl_post1\plate_111.op2 """ if not hasattr(self, 'subtitle'): self.subtitle = self.data_code['subtitle'] nnodes = self.nnodes_per_element #self.names = [] self.nelements //= nnodes #print('element_type=%r ntimes=%s nelements=%s ntotal=%s subtitle=%s' % ( #self.element_type, self.ntimes, self.nelements, self.ntotal, self.subtitle)) #self.nelements //= self.ntimes #self.ntotal = self.nelements # * 2 #if self.element_name == 'CTRIA3': #print('element_type=%r ntimes=%s nelements=%s ntotal=%s subtitle=%s' % ( #self.element_type, self.ntimes, self.nelements, self.ntotal, self.subtitle)) #print(self) if self.is_sort1: # old #ntimes = self.ntimes #nelements = self.nelements ntimes = len(self._ntotals) ntotal = self._ntotals[0] nelements = ntotal // (2 * nnodes) #ntotal = self.ntotal #ny = nelements * 2 nelements_nnodes = nelements * 2 nlayers = nelements * 2 * nnodes if nlayers != ntotal: msg = f'nlayers={nlayers} ntotal={ntotal}\n' msg += f'SORT1 {self.element_name}-{self.element_type} ntimes={ntimes} nelements={nelements} ntotal={ntotal}\n' msg = f'_ntotals={self._ntotals}\n' raise RuntimeError(msg) #nx = ntimes #ny = nelements_nnodes #ntotal = nelements * 2 #if self.element_name in ['CTRIA3', 'CQUAD8']: #print(f"SORT1 ntimes={ntimes} nelements={nelements} ntotal={ntotal}") elif self.is_sort2: # ntotal=164 # len(_ntotals) = 4580 -> nelements=4580 # nfreqs=82 # flip this to sort1? #ntimes = self.ntotal #nnodes = self.ntimes #ntotal = nnodes #nelements = self.ntimes #ntimes = self.nelements # // nelements #ntotal = self.ntotal nelements = len(self._ntotals) ntotal = self._ntotals[0] ntimes = ntotal // 2 // nnodes #print(self._ntotals) ntotal = self._ntotals[0] #nelements = len(self._ntotals) #ntimes = ntotal // 2 #ntimes, nelements = nelements_real, ntimes_real #ntotal = self.ntotal nlayers = nelements * 2 * nnodes #ny = nlayers #nx = ntimes #if self.element_name in ['CTRIA3', 'CQUAD8']: #if self.element_name in ['CQUAD4']: #print(f"SORT2 ntimes={ntimes} nelements={nelements} ntotal={ntotal} nnodes={nnodes} nlayers={nlayers}") else: # pragma: no cover raise RuntimeError('expected sort1/sort2\n%s' % self.code_information()) #self.ntotal self.itime = 0 self.ielement = 0 self.itotal = 0 #print('ntotal=%s ntimes=%s nelements=%s' % (self.ntotal, self.ntimes, self.nelements)) #print("ntimes=%s nelements=%s ntotal=%s" % (self.ntimes, self.nelements, self.ntotal)) self.build_data(ntimes, nelements, nlayers, nnodes, self._times_dtype)
#print(''.join(self.get_stats())) #try: #name = self.data_code['name'] #except KeyError: #print(''.join(self.get_stats())) #raise
[docs] def build_data(self, ntimes, nelements, nlayers, nnodes, dtype): """actually performs the build step""" self.ntimes = ntimes self.nelements = nelements #ntotal = nelements * 2 self.ntotal = nlayers #_times = zeros(ntimes, dtype=self.analysis_fmt) #element = zeros(nelements, dtype=idtype) self._times = zeros(ntimes, dtype=self.analysis_fmt) #self.ntotal = self.nelements * nnodes #print(f'***nelements={nelements} nlayers={nlayers} ntimes={ntimes}') self.element_node = zeros((nlayers, 2), 'int32') # the number is messed up because of the offset for the element's properties #if not self.nelements * 2 == self.ntotal: #msg = 'ntimes=%s nelements=%s nlayers=%s ntotal=%s' % ( #self.ntimes, self.nelements, self.nelements * 2, self.ntotal) #raise RuntimeError(msg) self.fiber_distance = zeros(nlayers, 'float32') # [oxx, oyy, txy] #print(f'ntimes={self.ntimes} nelements={self.nelements} ntotal={self.ntotal}') self.data = zeros((ntimes, nlayers, 3), 'float32')
[docs] def build_dataframe(self): """creates a pandas dataframe""" import pandas as pd headers = self.get_headers() column_names, column_values = self._build_dataframe_transient_header() #print(f'column_names = {column_names} column_values={column_values}') #print(self.element_node) # C:\MSC.Software\simcenter_nastran_2019.2\tpl_post2\psdo7026.op2 #self.data_frame = pd.Panel(self.data, items=column_values, #major_axis=self.element_node, minor_axis=headers).to_frame() #self.data_frame.columns.names = column_names #self.data_frame.index.names = ['ElementID', 'Item'] #return names = ['ElementID', 'NodeID'] #ipos = np.where(self.element_node[:, 0] > 0) ipos = None column_names, column_values = self._build_dataframe_transient_header() data_frame = self._build_pandas_transient_element_node( column_values, column_names, headers, self.element_node, self.data) #print(data_frame) self.data_frame = data_frame
def __eq__(self, table): # pragma: no cover assert self.is_sort1 == table.is_sort1 self._eq_header(table) assert self.element_node[:, 0].min() > 0, self.element_node assert table.element_node[:, 0].min() > 0, table.element_node if not np.array_equal(self.element_node, table.element_node): assert self.element_node.shape == table.element_node.shape, 'shape=%s element_node.shape=%s' % ( self.element_node.shape, table.element_node.shape) msg = 'table_name=%r class_name=%s\n' % (self.table_name, self.__class__.__name__) msg += '%s\nEid, Nid\n' % str(self.code_information()) for eid1, eid2 in zip(self.element, table.element): msg += '(%s, %s), (%s, %s)\n' % (eid1, eid2) print(msg) raise ValueError(msg) if not np.array_equal(self.data, table.data): msg = 'table_name=%r class_name=%s\n' % (self.table_name, self.__class__.__name__) msg += '%s\n' % str(self.code_information()) ntimes = self.data.shape[0] i = 0 if self.is_sort1: for itime in range(ntimes): for ieid, (eid, nid) in enumerate(self.element_node): t1 = self.data[itime, ieid, :] t2 = table.data[itime, ieid, :] (oxx1, oyy1, txy1) = t1 (oxx2, oyy2, txy2) = t2 #d = t1 - t2 if not np.allclose( [oxx1, oyy1, txy1], # atol=0.0001 [oxx2, oyy2, txy2], atol=0.075): ni = len(str(eid)) + len(str(eid)) #if not np.array_equal(t1, t2): msg += ('%s (%s, %s, %s)\n' '%s (%s, %s, %s)\n' % ( eid, oxx1, oyy1, txy1, ' ' * ni, oxx2, oyy2, txy2, )) msg += ('%s (%s, %s, %s)\n' % ( ' ' * ni, oxx1 - oxx2, oyy1 - oyy2, txy1 - txy2, )) i += 1 if i > 10: print(msg) raise ValueError(msg) else: raise NotImplementedError(self.is_sort2) if i > 0: print(msg) raise ValueError(msg) return True
[docs] def finalize(self): """Calls any OP2 objects that need to do any post matrix calcs""" if self.is_sort1: return #print('finalize random plate') self.set_as_sort1()
#print(self.get_stats()) #print(self._times, self._times.dtype) #print(self.element_node) #def add_sort1(self, dt, eid, nid, #fd1, oxx1, oyy1, txy1, #fd2, oxx2, oyy2, txy2): #assert self.is_sort1, self.sort_method ##assert self.element_node.max() == 0, self.element_node ##if self.element_name in ['CTRIA3', 'CQUAD8']: ##print(f'SORT1 {self.element_name}: itime={self.itime} ielement={self.ielement} itotal={self.itotal} dt={dt} eid={eid} nid={nid} fd={fd1} oxx={oxx1}') ##print(f'SORT1 {self.element_name}: itime={self.itime} ielement={self.ielement} itotal={self.itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2} oxx={oxx2}') ##print('%s: itime=%s itotal=%s dt=%s eid=%s fd=%s oxx=%s' % (self.element_name, self.itime, self.itotal, dt, eid, fd, oxx)) #self._times[self.itime] = dt ##print(self.element_types2, element_type, self.element_types2.dtype) #assert isinstance(eid, integer_types) and eid > 0, 'dt=%s eid=%s' % (dt, eid) #self.data[self.itime, self.itotal, :] = [oxx1, oyy1, txy1] #self.element_node[self.itotal, :] = [eid, nid] # 0 is center #self.fiber_distance[self.itotal] = fd1 ##self.ielement += 1 #self.itotal += 1 #self.data[self.itime, self.itotal, :] = [oxx2, oyy2, txy2] #self.element_node[self.itotal, :] = [eid, nid] # 0 is center #self.fiber_distance[self.itotal] = fd2 #self.itotal += 1 #def _get_sort2_itime_ilower_iupper_from_itotal(self): #nnodes = self.nnodes_per_element #itime = self.ielement // nnodes #inid = self.ielement % nnodes #itotal = self.itotal ##if itime >= self.data.shape[0]:# or itotal >= self.element_node.shape[0]: ##print(f'*SORT2 {self.element_name}: itime={itime} ielement={self.itime} inid={inid} itotal={itotal} dt={dt} eid={eid} nid={nid} fd={fd1:.2f} oxx={oxx1:.2f}') ##print(f'*SORT2 {self.element_name}: itime={itime} ielement={self.itime} inid={inid} itotal={itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2:.2f} oxx={oxx2:.2f}') ##print(self.data.shape) ##print(self.element_node.shape) ##else: #ielement = self.itime ##ibase = 2 * ielement # ctria3/cquad4-33 #ibase = 2 * (ielement * nnodes + inid) #ie_upper = ibase #ie_lower = ibase + 1 ##if self.element_name == 'CTRIAR': # and self.table_name == 'OESATO2': ##debug = False ##if self.element_name == 'CTRIA3' and self.table_name in ['OSTRRMS1', 'OSTRRMS2']: ##debug = True ##print(f'SORT2 {self.table_name} {self.element_name}: itime={itime} ie_upper={ie_upper} ielement={self.itime} inid={inid} nid={nid} itotal={itotal} dt={dt} eid={eid} nid={nid} fd={fd1:.2f} oxx={oxx1:.2f}') ##print(f'SORT2 {self.table_name} {self.element_name}: itime={itime} ie_lower={ie_lower} ielement={self.itime} inid={inid} nid={nid} itotal={itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2:.2f} oxx={oxx2:.2f}') #return itime, ie_upper, ie_lower #def add_sort2(self, dt, eid, nid, #fd1, oxx1, oyy1, txy1, #fd2, oxx2, oyy2, txy2): #assert self.is_sort2, self ##if self.element_name == 'CTRIA3': ##assert self.element_node.max() == 0, self.element_node ##print(self.element_node, nid) #itime, ie_upper, ie_lower = self._get_sort2_itime_ilower_iupper_from_itotal() #self._times[itime] = dt ##print(self.element_types2, element_type, self.element_types2.dtype) ##itime = self.ielement ##itime = self.itime ##ielement = self.itime #assert isinstance(eid, integer_types) and eid > 0, 'dt=%s eid=%s' % (dt, eid) #if itime == 0: #self.element_node[ie_upper, :] = [eid, nid] # 0 is center #self.element_node[ie_lower, :] = [eid, nid] # 0 is center #self.fiber_distance[ie_upper] = fd1 #self.fiber_distance[ie_lower] = fd2 ##if self.element_name == 'CQUAD4': ##print(self.element_node) #self.data[itime, ie_upper, :] = [oxx1, oyy1, txy1] #self.data[itime, ie_lower, :] = [oxx2, oyy2, txy2] #self.itotal += 2 #self.ielement += 1 #debug = False #if debug: #print(self.element_node) #---------------------------------------------------------------------------
[docs] def add_ovm_sort1(self, dt, eid, nid, fd1, oxx1, oyy1, txy1, ovm1, fd2, oxx2, oyy2, txy2, ovm2): """unvectorized method for adding SORT1 transient data""" assert self.is_sort1, self.sort_method self._times[self.itime] = dt #print(self.element_types2, element_type, self.element_types2.dtype) #if self.element_name == 'CTRIA3': #print('%s itotal=%s dt=%s eid=%s nid=%-5s oxx=%s' % ( #self.element_name, self.itotal, dt, eid, nid, oxx1)) assert isinstance(eid, integer_types) and eid > 0, 'dt=%s eid=%s' % (dt, eid) self.data[self.itime, self.itotal, :] = [oxx1, oyy1, txy1, ovm1] self.element_node[self.itotal, :] = [eid, nid] # 0 is center self.fiber_distance[self.itotal] = fd1 #self.ielement += 1 self.itotal += 1 #print(self.data.shape) self.data[self.itime, self.itotal, :] = [oxx2, oyy2, txy2, ovm2] self.element_node[self.itotal, :] = [eid, nid] # 0 is center self.fiber_distance[self.itotal] = fd2 self.itotal += 1
#print(self.element_node)
[docs] def add_ovm_sort2(self, dt, eid, nid, fd1, oxx1, oyy1, txy1, ovm1, fd2, oxx2, oyy2, txy2, ovm2): """unvectorized method for adding SORT2 transient data""" #self.add_sort2(dt, eid, nid, fd1, oxx1, oyy1, txy1, fd2, oxx2, oyy2, txy2) self.add_ovm_sort1(dt, eid, nid, fd1, oxx1, oyy1, txy1, ovm1, fd2, oxx2, oyy2, txy2, ovm2)
#---------------------------------------------------------------------------
[docs] def get_stats(self, short: bool=False) -> list[str]: if not self.is_built: return [ f'<{self.__class__.__name__}>; table_name={self.table_name!r}\n', f' ntimes: {self.ntimes:d}\n', f' ntotal: {self.ntotal:d}\n', ] nelements = self.nelements ntimes = self.ntimes nnodes = self.element_node.shape[0] #ntotal = self.ntotal msg = [] if self.nonlinear_factor not in (None, np.nan): # transient msg.append(f' type={self.class_name} ntimes={ntimes} nelements={nelements:d} nnodes={nnodes:d} table_name={self.table_name}\n') else: msg.append(f' type={self.class_name} nelements={nelements:d} nnodes={nnodes:d} {self.table_name}\n') msg.append(' eType, cid\n') msg.append(' data: [ntimes, nnodes, 3] where 3=[%s]\n' % str(', '.join(self._get_headers()))) msg.append(f' element_node.shape = {self.element_node.shape}\n') msg.append(f' data.shape = {self.data.shape}\n') msg.append(' %s\n' % self.element_name) msg += self.get_data_code() return msg
[docs] def write_f06(self, f06_file, header=None, page_stamp='PAGE %s', page_num: int=1, is_mag_phase: bool=False, is_sort1: bool=True): if header is None: header = [] #print(self.table_name, type(self.table_name)) has_von_mises = False msg_temp, unused_nnodes, unused_is_bilinear = _get_plate_msg(self, is_mag_phase, is_sort1, has_von_mises) ntimes = self.data.shape[0] for itime in range(ntimes): dt = self._times[itime] header = _eigenvalue_header(self, header, itime, ntimes, dt) f06_file.write(''.join(header + msg_temp)) #dt_line = ' %14s = %12.5E\n' % (self.data_code['name'], dt) #header[1] = dt_line #msg = header + msg_temp #f06_file.write('\n'.join(msg)) if self.element_type == 144: # CQUAD4 bilinear self._write_f06_quad4_bilinear_transient(f06_file, itime, 4, has_von_mises) elif self.element_type == 33: # CQUAD4 linear #assert has_von_mises is False, has_von_mises self._write_f06_tri3_transient(f06_file, itime) elif self.element_type == 74: # CTRIA3 #assert has_von_mises is False, has_von_mises self._write_f06_tri3_transient(f06_file, itime) elif self.element_type == 64: #CQUAD8 self._write_f06_quad4_bilinear_transient(f06_file, itime, 8, has_von_mises) elif self.element_type == 82: # CQUADR self._write_f06_quad4_bilinear_transient(f06_file, itime, 4, has_von_mises) elif self.element_type == 70: # CTRIAR self._write_f06_quad4_bilinear_transient(f06_file, itime, 6, has_von_mises) elif self.element_type == 75: # CTRIA6 self._write_f06_quad4_bilinear_transient(f06_file, itime, 6, has_von_mises) else: raise NotImplementedError('name=%r type=%s' % (self.element_name, self.element_type)) f06_file.write(page_stamp % page_num) page_num += 1 return page_num - 1
def _write_f06_tri3_transient(self, f06_file, itime): """ CQUAD4 linear CTRIA3 """ fds = self.fiber_distance oxx = self.data[itime, :, 0] oyy = self.data[itime, :, 1] txy = self.data[itime, :, 2] eids = self.element_node[:, 0] #nids = self.element_node[:, 1] ilayer0 = True for eid, fd, oxx, oyy, txy in zip(eids, fds, oxx, oyy, txy): sfd = write_float_13e(fd) soxx = write_float_13e(oxx) soyy = write_float_13e(oyy) stxy = write_float_13e(txy) if ilayer0: # TODO: assuming 2 layers? f06_file.write('0 %-13s %6s %-13s %-13s %s\n' % ( eid, sfd, soxx, soyy, stxy)) else: f06_file.write(' %-13s %6s %-13s %-13s %s\n' % ( '', sfd, soxx, soyy, stxy)) ilayer0 = not ilayer0 def _write_f06_quad4_bilinear_transient(self, f06_file, itime: int, nnodes: int, has_von_mises: bool) -> None: """ CQUAD4 bilinear CQUAD8 CTRIAR CTRIA6 """ fds = self.fiber_distance oxx = self.data[itime, :, 0] oyy = self.data[itime, :, 1] txy = self.data[itime, :, 2] eids = self.element_node[:, 0] nids = self.element_node[:, 1] ilayer0 = True for eid, nid, fd, doxx, doyy, dtxy in zip(eids, nids, fds, oxx, oyy, txy): sfd = write_float_13e(fd) soxx = write_float_13e(doxx) soyy = write_float_13e(doyy) stxy = write_float_13e(dtxy) if ilayer0: # TODO: assuming 2 layers? f06_file.write('0 %-13s %6s %-13s %-13s %s\n' % ( eid, sfd, soxx, soyy, stxy)) else: f06_file.write(' %-13s %6s %-13s %-13s %s\n' % ( '', sfd, soxx, soyy, stxy)) ilayer0 = not ilayer0
[docs] class RandomPlateArray(OES_Object): def __init__(self, data_code, is_sort1, isubcase, dt): OES_Object.__init__(self, data_code, isubcase, apply_data_code=False) ## why??? self.element_node = None self.fiber_distance = None #self.code = [self.format_code, self.sort_code, self.s_code] #self.ntimes = 0 # or frequency/mode #self.ntotal = 0 #self.itime = 0 self.nelements = 0 # result specific #if is_sort1: #pass #else: #raise NotImplementedError('SORT2') @property def is_real(self) -> bool: return False @property def is_complex(self) -> bool: return True @property def nnodes_per_element(self) -> int: return get_nnodes(self) def _reset_indices(self) -> None: self.itotal = 0 self.ielement = 0
[docs] def build(self): r"""sizes the vectorized attributes of the RandomPlateArray SORT1: - etype ndata numwide size -> nelements nnodes nlayers - CQUAD-144 376 47 4 376/(47*4)=2 5 2*2*5=20 C:\MSC.Software\simcenter_nastran_2019.2\tpl_post1\plate_111.op2 """ if not hasattr(self, 'subtitle'): self.subtitle = self.data_code['subtitle'] nnodes = self.nnodes_per_element #self.names = [] self.nelements //= nnodes #print('element_type=%r ntimes=%s nelements=%s ntotal=%s subtitle=%s' % ( #self.element_type, self.ntimes, self.nelements, self.ntotal, self.subtitle)) #self.nelements //= self.ntimes #self.ntotal = self.nelements # * 2 #if self.element_name == 'CTRIA3': #print('element_type=%r ntimes=%s nelements=%s ntotal=%s subtitle=%s' % ( #self.element_type, self.ntimes, self.nelements, self.ntotal, self.subtitle)) #print(self) if self.is_sort1: # old #ntimes = self.ntimes #nelements = self.nelements ntimes = len(self._ntotals) ntotal = self._ntotals[0] nelements = ntotal // (2 * nnodes) #ntotal = self.ntotal #ny = nelements * 2 nelements_nnodes = nelements * 2 nlayers = nelements * 2 * nnodes if nlayers != ntotal: msg = f'nlayers={nlayers} ntotal={ntotal}\n' msg += f'SORT1 {self.element_name}-{self.element_type} ntimes={ntimes} nelements={nelements} ntotal={ntotal}\n' msg = f'_ntotals={self._ntotals}\n' raise RuntimeError(msg) #nx = ntimes #ny = nelements_nnodes #ntotal = nelements * 2 #if self.element_name in ['CTRIA3', 'CQUAD8']: #print(f"SORT1 ntimes={ntimes} nelements={nelements} ntotal={ntotal}") elif self.is_sort2: # ntotal=164 # len(_ntotals) = 4580 -> nelements=4580 # nfreqs=82 # flip this to sort1? #ntimes = self.ntotal #nnodes = self.ntimes #ntotal = nnodes #nelements = self.ntimes #ntimes = self.nelements # // nelements #ntotal = self.ntotal nelements = len(self._ntotals) ntotal = self._ntotals[0] ntimes = ntotal // 2 // nnodes #print(self._ntotals) ntotal = self._ntotals[0] #nelements = len(self._ntotals) #ntimes = ntotal // 2 #ntimes, nelements = nelements_real, ntimes_real #ntotal = self.ntotal nlayers = nelements * 2 * nnodes #ny = nlayers #nx = ntimes #if self.element_name in ['CTRIA3', 'CQUAD8']: #if self.element_name in ['CQUAD4']: #print(f"SORT2 ntimes={ntimes} nelements={nelements} ntotal={ntotal} nnodes={nnodes} nlayers={nlayers}") else: # pragma: no cover raise RuntimeError('expected sort1/sort2\n%s' % self.code_information()) #self.ntotal self.itime = 0 self.ielement = 0 self.itotal = 0 #print('ntotal=%s ntimes=%s nelements=%s' % (self.ntotal, self.ntimes, self.nelements)) #print("ntimes=%s nelements=%s ntotal=%s" % (self.ntimes, self.nelements, self.ntotal)) self.build_data(ntimes, nelements, nlayers, nnodes, self._times_dtype)
#print(''.join(self.get_stats())) #try: #name = self.data_code['name'] #except KeyError: #print(''.join(self.get_stats())) #raise
[docs] def build_data(self, ntimes, nelements, nlayers, nnodes, dtype): """actually performs the build step""" self.ntimes = ntimes self.nelements = nelements #ntotal = nelements * 2 self.ntotal = nlayers #_times = zeros(ntimes, dtype=self.analysis_fmt) #element = zeros(nelements, dtype='int32') self._times = zeros(ntimes, dtype=self.analysis_fmt) #self.ntotal = self.nelements * nnodes #print(f'***nelements={nelements} nlayers={nlayers} ntimes={ntimes}') self.element_node = zeros((nlayers, 2), 'int32') # the number is messed up because of the offset for the element's properties #if not self.nelements * 2 == self.ntotal: #msg = 'ntimes=%s nelements=%s nlayers=%s ntotal=%s' % ( #self.ntimes, self.nelements, self.nelements * 2, self.ntotal) #raise RuntimeError(msg) self.fiber_distance = zeros(nlayers, 'float32') # [oxx, oyy, txy] #print(f'ntimes={self.ntimes} nelements={self.nelements} ntotal={self.ntotal}') self.data = zeros((ntimes, nlayers, 3), 'float32')
[docs] def build_dataframe(self): """creates a pandas dataframe""" import pandas as pd headers = self.get_headers() column_names, column_values = self._build_dataframe_transient_header() #print(f'column_names = {column_names} column_values={column_values}') #print(self.element_node) # C:\MSC.Software\simcenter_nastran_2019.2\tpl_post2\psdo7026.op2 #self.data_frame = pd.Panel(self.data, items=column_values, #major_axis=self.element_node, minor_axis=headers).to_frame() #self.data_frame.columns.names = column_names #self.data_frame.index.names = ['ElementID', 'Item'] #return names = ['ElementID', 'NodeID'] #ipos = np.where(self.element_node[:, 0] > 0) ipos = None column_names, column_values = self._build_dataframe_transient_header() data_frame = self._build_pandas_transient_element_node( column_values, column_names, headers, self.element_node, self.data) #print(data_frame) self.data_frame = data_frame
def __eq__(self, table): # pragma: no cover assert self.is_sort1 == table.is_sort1 self._eq_header(table) assert self.element_node[:, 0].min() > 0, self.element_node assert table.element_node[:, 0].min() > 0, table.element_node if not np.array_equal(self.element_node, table.element_node): assert self.element_node.shape == table.element_node.shape, 'shape=%s element_node.shape=%s' % ( self.element_node.shape, table.element_node.shape) msg = 'table_name=%r class_name=%s\n' % (self.table_name, self.__class__.__name__) msg += '%s\nEid, Nid\n' % str(self.code_information()) for eid1, eid2 in zip(self.element, table.element): msg += '(%s, %s), (%s, %s)\n' % (eid1, eid2) print(msg) raise ValueError(msg) if not np.array_equal(self.data, table.data): msg = 'table_name=%r class_name=%s\n' % (self.table_name, self.__class__.__name__) msg += '%s\n' % str(self.code_information()) ntimes = self.data.shape[0] i = 0 if self.is_sort1: for itime in range(ntimes): for ieid, (eid, nid) in enumerate(self.element_node): t1 = self.data[itime, ieid, :] t2 = table.data[itime, ieid, :] (oxx1, oyy1, txy1) = t1 (oxx2, oyy2, txy2) = t2 #d = t1 - t2 if not np.allclose( [oxx1, oyy1, txy1], # atol=0.0001 [oxx2, oyy2, txy2], atol=0.075): ni = len(str(eid)) + len(str(eid)) #if not np.array_equal(t1, t2): msg += ('%s (%s, %s, %s)\n' '%s (%s, %s, %s)\n' % ( eid, oxx1, oyy1, txy1, ' ' * ni, oxx2, oyy2, txy2, )) msg += ('%s (%s, %s, %s)\n' % ( ' ' * ni, oxx1 - oxx2, oyy1 - oyy2, txy1 - txy2, )) i += 1 if i > 10: print(msg) raise ValueError(msg) else: raise NotImplementedError(self.is_sort2) if i > 0: print(msg) raise ValueError(msg) return True
[docs] def finalize(self): """Calls any OP2 objects that need to do any post matrix calcs""" if self.is_sort1: return #print('finalize random plate') self.set_as_sort1()
#print(self.get_stats()) #print(self._times, self._times.dtype) #print(self.element_node) def add_sort1(self, dt, eid, nid, fd1, oxx1, oyy1, txy1, fd2, oxx2, oyy2, txy2): assert self.is_sort1, self.sort_method #assert self.element_node.max() == 0, self.element_node #if self.element_name in ['CTRIA3', 'CQUAD8']: #print(f'SORT1 {self.element_name}: itime={self.itime} ielement={self.ielement} itotal={self.itotal} dt={dt} eid={eid} nid={nid} fd={fd1} oxx={oxx1}') #print(f'SORT1 {self.element_name}: itime={self.itime} ielement={self.ielement} itotal={self.itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2} oxx={oxx2}') #print('%s: itime=%s itotal=%s dt=%s eid=%s fd=%s oxx=%s' % (self.element_name, self.itime, self.itotal, dt, eid, fd, oxx)) self._times[self.itime] = dt #print(self.element_types2, element_type, self.element_types2.dtype) assert isinstance(eid, integer_types) and eid > 0, 'dt=%s eid=%s' % (dt, eid) self.data[self.itime, self.itotal, :] = [oxx1, oyy1, txy1] self.element_node[self.itotal, :] = [eid, nid] # 0 is center self.fiber_distance[self.itotal] = fd1 #self.ielement += 1 self.itotal += 1 self.data[self.itime, self.itotal, :] = [oxx2, oyy2, txy2] self.element_node[self.itotal, :] = [eid, nid] # 0 is center self.fiber_distance[self.itotal] = fd2 self.itotal += 1 def _get_sort2_itime_ilower_iupper_from_itotal(self): nnodes = self.nnodes_per_element itime = self.ielement // nnodes inid = self.ielement % nnodes itotal = self.itotal #if itime >= self.data.shape[0]:# or itotal >= self.element_node.shape[0]: #print(f'*SORT2 {self.element_name}: itime={itime} ielement={self.itime} inid={inid} itotal={itotal} dt={dt} eid={eid} nid={nid} fd={fd1:.2f} oxx={oxx1:.2f}') #print(f'*SORT2 {self.element_name}: itime={itime} ielement={self.itime} inid={inid} itotal={itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2:.2f} oxx={oxx2:.2f}') #print(self.data.shape) #print(self.element_node.shape) #else: ielement = self.itime #ibase = 2 * ielement # ctria3/cquad4-33 ibase = 2 * (ielement * nnodes + inid) ie_upper = ibase ie_lower = ibase + 1 #if self.element_name == 'CTRIAR': # and self.table_name == 'OESATO2': #debug = False #if self.element_name == 'CTRIA3' and self.table_name in ['OSTRRMS1', 'OSTRRMS2']: #debug = True #print(f'SORT2 {self.table_name} {self.element_name}: itime={itime} ie_upper={ie_upper} ielement={self.itime} inid={inid} nid={nid} itotal={itotal} dt={dt} eid={eid} nid={nid} fd={fd1:.2f} oxx={oxx1:.2f}') #print(f'SORT2 {self.table_name} {self.element_name}: itime={itime} ie_lower={ie_lower} ielement={self.itime} inid={inid} nid={nid} itotal={itotal+1} dt={dt} eid={eid} nid={nid} fd={fd2:.2f} oxx={oxx2:.2f}') return itime, ie_upper, ie_lower def add_sort2(self, dt, eid, nid, fd1, oxx1, oyy1, txy1, fd2, oxx2, oyy2, txy2): assert self.is_sort2, self #if self.element_name == 'CTRIA3': #assert self.element_node.max() == 0, self.element_node #print(self.element_node, nid) itime, ie_upper, ie_lower = self._get_sort2_itime_ilower_iupper_from_itotal() self._times[itime] = dt #print(self.element_types2, element_type, self.element_types2.dtype) #itime = self.ielement #itime = self.itime #ielement = self.itime assert isinstance(eid, integer_types) and eid > 0, 'dt=%s eid=%s' % (dt, eid) if itime == 0: self.element_node[ie_upper, :] = [eid, nid] # 0 is center self.element_node[ie_lower, :] = [eid, nid] # 0 is center self.fiber_distance[ie_upper] = fd1 self.fiber_distance[ie_lower] = fd2 #if self.element_name == 'CQUAD4': #print(self.element_node) self.data[itime, ie_upper, :] = [oxx1, oyy1, txy1] self.data[itime, ie_lower, :] = [oxx2, oyy2, txy2] self.itotal += 2 self.ielement += 1 #debug = False #if debug: #print(self.element_node)
[docs] def get_stats(self, short: bool=False) -> list[str]: if not self.is_built: return [ f'<{self.__class__.__name__}>; table_name={self.table_name!r}\n', f' ntimes: {self.ntimes:d}\n', f' ntotal: {self.ntotal:d}\n', ] nelements = self.nelements ntimes = self.ntimes nnodes = self.element_node.shape[0] #ntotal = self.ntotal msg = [] if self.nonlinear_factor not in (None, np.nan): # transient msg.append(f' type={self.class_name} ntimes={ntimes} nelements={nelements:d} nnodes={nnodes:d} table_name={self.table_name}\n') else: msg.append(f' type={self.class_name} nelements={nelements:d} nnodes={nnodes:d} {self.table_name}\n') msg.append(' eType, cid\n') msg.append(' data: [ntimes, nnodes, 3] where 3=[%s]\n' % str(', '.join(self._get_headers()))) msg.append(f' element_node.shape = {self.element_node.shape}\n') msg.append(f' data.shape = {self.data.shape}\n') msg.append(' %s\n' % self.element_name) msg += self.get_data_code() return msg
[docs] def write_f06(self, f06_file, header=None, page_stamp='PAGE %s', page_num: int=1, is_mag_phase: bool=False, is_sort1: bool=True): if header is None: header = [] #print(self.table_name, type(self.table_name)) has_von_mises = False msg_temp, unused_nnodes, unused_is_bilinear = _get_plate_msg(self, is_mag_phase, is_sort1, has_von_mises) ntimes = self.data.shape[0] for itime in range(ntimes): dt = self._times[itime] header = _eigenvalue_header(self, header, itime, ntimes, dt) f06_file.write(''.join(header + msg_temp)) #dt_line = ' %14s = %12.5E\n' % (self.data_code['name'], dt) #header[1] = dt_line #msg = header + msg_temp #f06_file.write('\n'.join(msg)) if self.element_type == 144: # CQUAD4 bilinear self._write_f06_quad4_bilinear_transient(f06_file, itime, 4, has_von_mises) elif self.element_type == 33: # CQUAD4 linear #assert has_von_mises is False, has_von_mises self._write_f06_tri3_transient(f06_file, itime) elif self.element_type == 74: # CTRIA3 #assert has_von_mises is False, has_von_mises self._write_f06_tri3_transient(f06_file, itime) elif self.element_type == 64: #CQUAD8 self._write_f06_quad4_bilinear_transient(f06_file, itime, 8, has_von_mises) elif self.element_type == 82: # CQUADR self._write_f06_quad4_bilinear_transient(f06_file, itime, 4, has_von_mises) elif self.element_type == 70: # CTRIAR self._write_f06_quad4_bilinear_transient(f06_file, itime, 6, has_von_mises) elif self.element_type == 75: # CTRIA6 self._write_f06_quad4_bilinear_transient(f06_file, itime, 6, has_von_mises) else: raise NotImplementedError('name=%r type=%s' % (self.element_name, self.element_type)) f06_file.write(page_stamp % page_num) page_num += 1 return page_num - 1
def _write_f06_tri3_transient(self, f06_file, itime): """ CQUAD4 linear CTRIA3 """ fds = self.fiber_distance oxx = self.data[itime, :, 0] oyy = self.data[itime, :, 1] txy = self.data[itime, :, 2] eids = self.element_node[:, 0] #nids = self.element_node[:, 1] ilayer0 = True for eid, fd, oxx, oyy, txy in zip(eids, fds, oxx, oyy, txy): sfd = write_float_13e(fd) soxx = write_float_13e(oxx) soyy = write_float_13e(oyy) stxy = write_float_13e(txy) if ilayer0: # TODO: assuming 2 layers? f06_file.write('0 %-13s %6s %-13s %-13s %s\n' % ( eid, sfd, soxx, soyy, stxy)) else: f06_file.write(' %-13s %6s %-13s %-13s %s\n' % ( '', sfd, soxx, soyy, stxy)) ilayer0 = not ilayer0 def _write_f06_quad4_bilinear_transient(self, f06_file, itime: int, nnodes: int, has_von_mises: bool) -> None: """ CQUAD4 bilinear CQUAD8 CTRIAR CTRIA6 """ fds = self.fiber_distance oxx = self.data[itime, :, 0] oyy = self.data[itime, :, 1] txy = self.data[itime, :, 2] eids = self.element_node[:, 0] nids = self.element_node[:, 1] ilayer0 = True for eid, nid, fd, doxx, doyy, dtxy in zip(eids, nids, fds, oxx, oyy, txy): sfd = write_float_13e(fd) soxx = write_float_13e(doxx) soyy = write_float_13e(doyy) stxy = write_float_13e(dtxy) if ilayer0: # TODO: assuming 2 layers? f06_file.write('0 %-13s %6s %-13s %-13s %s\n' % ( eid, sfd, soxx, soyy, stxy)) else: f06_file.write(' %-13s %6s %-13s %-13s %s\n' % ( '', sfd, soxx, soyy, stxy)) ilayer0 = not ilayer0
def _get_plate_msg(self, is_mag_phase=True, is_sort1=True, has_von_mises: bool=False): #if self.is_von_mises: #von_mises = 'VON MISES' #else: #von_mises = 'MAX SHEAR' if self.is_stress: if self.is_fiber_distance: vm_msg_temp = [' ELEMENT FIBER - STRESSES IN ELEMENT COORDINATE SYSTEM -\n', ' ID GRID-ID DISTANCE NORMAL-X NORMAL-Y SHEAR-XY\n'] msg_temp = [' ELEMENT FIBRE - STRESSES IN ELEMENT COORDINATE SYSTEM -\n', ' ID. DISTANCE NORMAL-X NORMAL-Y SHEAR-XY\n'] else: vm_msg_temp = [' ELEMENT FIBRE - STRESSES IN ELEMENT COORDINATE SYSTEM -\n', ' ID GRID-ID CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n'] msg_temp = [' ELEMENT FIBRE - STRESSES IN ELEMENT COORDINATE SYSTEM -\n', ' ID. CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n'] else: if self.is_fiber_distance: vm_msg_temp = [' ELEMENT FIBER - STRAINS IN ELEMENT COORDINATE SYSTEM -\n', ' ID GRID-ID DISTANCE NORMAL-X NORMAL-Y SHEAR-XY\n'] msg_temp = [' ELEMENT FIBRE - STRAINS IN ELEMENT COORDINATE SYSTEM -\n', ' ID. DISTANCE NORMAL-X NORMAL-Y SHEAR-XY\n'] else: vm_msg_temp = [' ELEMENT FIBRE - STRAINS IN ELEMENT COORDINATE SYSTEM -\n', ' ID GRID-ID CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n'] msg_temp = [' ELEMENT FIBRE - STRAINS IN ELEMENT COORDINATE SYSTEM -\n', ' ID. CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n'] #if is_mag_phase: #mag_real = [' (MAGNITUDE/PHASE)\n \n'] #else: #mag_real = [' (REAL/IMAGINARY)\n', ' \n'] ## TODO: validation on header formatting... if self.is_stress: cquad4_bilinear = [' C O M P L E X S T R E S S E S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 ) OPTION = BILIN \n'] cquad4_linear = [' S T R E S S E S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 )\n'] # good cquad8 = [' S T R E S S E S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 8 )\n'] cquadr = [' S T R E S S E S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D R )\n'] ctria3 = [' S T R E S S E S I N T R I A N G U L A R E L E M E N T S ( T R I A 3 )\n'] # good ctria6 = [' S T R E S S E S I N T R I A N G U L A R E L E M E N T S ( T R I A 6 )\n'] ctriar = [' S T R E S S E S I N T R I A N G U L A R E L E M E N T S ( T R I A R )\n'] else: cquad4_bilinear = [' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 ) OPTION = BILIN \n'] cquad4_linear = [' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 )\n'] cquad8 = [' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 8 )\n'] cquadr = [' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D R )\n'] ctria3 = [' S T R A I N S I N T R I A N G U L A R E L E M E N T S ( T R I A 3 )\n'] ctria6 = [' S T R A I N S I N T R I A N G U L A R E L E M E N T S ( T R I A 6 )\n'] ctriar = [' S T R A I N S I N T R I A N G U L A R E L E M E N T S ( T R I A R )\n'] #msg = [] is_bilinear = False if self.element_type == 144: # CQUAD4 is_bilinear = True #msg += cquad4_linear + mag_real + grid_msg_temp msg0 = cquad4_linear elif self.element_type == 33: # CQUAD4 is_bilinear = False #msg += cquad4_bilinear + mag_real + fiber_msg_temp msg0 = cquad4_bilinear elif self.element_type == 64: #CQUAD8 #msg += cquad8 + mag_real + grid_msg_temp msg0 = cquad8 is_bilinear = True elif self.element_type == 82: # CQUADR #msg += cquadr + mag_real + grid_msg_temp msg0 = cquadr is_bilinear = True elif self.element_type == 74: # CTRIA3 #msg += ctria3 + mag_real + fiber_msg_temp msg0 = ctria3 elif self.element_type == 75: # CTRIA6 #msg += ctria6 + mag_real + grid_msg_temp msg0 = ctria6 is_bilinear = True elif self.element_type == 70: # CTRIAR #msg += ctriar + mag_real + grid_msg_temp msg0 = ctriar is_bilinear = True else: raise NotImplementedError('name=%r type=%s' % (self.element_name, self.element_type)) msgi = msg0 nnodes = get_nnodes(self) # TODO: STRESSES IN ELEMENT COORDINATE SYSTEM??? if self.table_name in ['OESPSD1', 'OSTRPSD1']: #assert self.is_fiber_distance, self.table_name msg = msgi + [ #' S T R E S S E S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 )\n' ' ( POWER SPECTRAL DENSITY FUNCTION )\n' ' \n' #' FIBER - STRESSES IN ELEMENT COORDINATE SYSTEM -\n' #' FREQUENCY DISTANCE NORMAL-X NORMAL-Y SHEAR-XY\n' #'0 2.000000E+01 -5.000000E-02 1.925767E-05 1.404795E-04 1.097896E-03' #' 5.000000E-02 1.925766E-05 1.404794E-04 1.097896E-03' ] + vm_msg_temp elif self.table_name in ['OESNO1', 'OSTRNO1']: #assert self.is_fiber_distance is False, self.table_name msg = msgi + [ #' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 ) OPTION = BILIN ' ' ( NUMBER OF ZERO CROSSINGS )\n' ' \n' #' STRAIN - STRAINS IN ELEMENT COORDINATE SYSTEM -\n' #' ELEMENT-ID GRID ID CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n' #'0 2 CEN/4 0.0 5.492230E+02 5.786333E+02 5.789550E+02' #' -1.000000E+00 6.206278E+01 5.312986E+01 5.217435E+01' ] + vm_msg_temp elif self.table_name in ['OESRMS1', 'OSTRRMS1']: # OESRMS1 #assert self.is_fiber_distance is False, self.table_name msg = msgi + [ #' S T R A I N S I N Q U A D R I L A T E R A L E L E M E N T S ( Q U A D 4 ) OPTION = BILIN ' ' ( ROOT MEAN SQUARE; RMSSF SCALE FACTOR = X.XXE+XX )\n' ' \n' #' STRAIN - STRAINS IN ELEMENT COORDINATE SYSTEM -\n' #' ELEMENT-ID GRID ID CURVATURE NORMAL-X NORMAL-Y SHEAR-XY\n' #'0 2 CEN/4 0.0 1.728666E-16 3.661332E-16 3.067126E-15' #' -1.000000E+00 6.043902E-01 6.198736E-02 1.028200E-01' ] + vm_msg_temp elif self.table_name in ['OSTRCRM1', 'OESCRM1']: msg = msgi + [ ' ( CUMULATIVE ROOT MEAN SQUARE; RMSSF SCALE FACTOR = X.XXE+XX )\n' ' \n' ] + msg_temp elif self.table_name in ['OESATO1', 'OSTRATO1']: msg = msgi + [ ' ( ATO ? )\n' ' \n' ] + msg_temp else: raise NotImplementedError(self.table_name) return msg, nnodes, is_bilinear
[docs] def get_nnodes(self) -> int: if self.element_type in [64, 82, 144]: # ???, CQUADR, CQUAD4 bilinear nnodes = 4 + 1 # centroid elif self.element_type in [70, 75]: #???, CTRIA6 nnodes = 3 + 1 # centroid elif self.element_type in [144, 74, 33]: # CTRIA3, CQUAD4 linear nnodes = 1 else: raise NotImplementedError('name=%r type=%s' % (self.element_name, self.element_type)) return nnodes
[docs] class RandomPlateStressArray(RandomPlateArray, StressObject): """ NX 2 FD1 RS Z1 = Fibre Distance 3 SX1 RS Normal in x at Z1 4 SY1 RS Normal in y at Z1 5 TXY1 RS Shear in xy at Z1 6 FD2 RS Z2 = Fibre Distance 7 SX2 RS Normal in x at Z2 8 SY2 RS Normal in y at Z2 9 TXY2 RS Shear in xy at Z2 """ def __init__(self, data_code, is_sort1, isubcase, dt): RandomPlateArray.__init__(self, data_code, is_sort1, isubcase, dt) StressObject.__init__(self, data_code, isubcase) def _get_headers(self): headers = ['oxx', 'oyy', 'txy'] return headers
[docs] def get_headers(self) -> list[str]: return self._get_headers()
[docs] class RandomPlateStrainArray(RandomPlateArray, StrainObject): def __init__(self, data_code, is_sort1, isubcase, dt): RandomPlateArray.__init__(self, data_code, is_sort1, isubcase, dt) StrainObject.__init__(self, data_code, isubcase) assert self.is_strain, self.stress_bits def _get_headers(self): headers = ['exx', 'eyy', 'exy'] return headers
[docs] def get_headers(self) -> list[str]: return self._get_headers()
[docs] class RandomPlateStressVMArray(RandomPlateVMArray, StressObject): """ NX 2 FD1 RS Z1 = Fibre Distance 3 SX1 RS Normal in x at Z1 4 SY1 RS Normal in y at Z1 5 TXY1 RS Shear in xy at Z1 6 FD2 RS Z2 = Fibre Distance 7 SX2 RS Normal in x at Z2 8 SY2 RS Normal in y at Z2 9 TXY2 RS Shear in xy at Z2 """ def __init__(self, data_code, is_sort1, isubcase, dt): RandomPlateVMArray.__init__(self, data_code, is_sort1, isubcase, dt) StressObject.__init__(self, data_code, isubcase) def _get_headers(self): headers = ['oxx', 'oyy', 'txy'] return headers
[docs] def get_headers(self) -> list[str]: return self._get_headers()
[docs] class RandomPlateStrainVMArray(RandomPlateVMArray, StrainObject): def __init__(self, data_code, is_sort1, isubcase, dt): RandomPlateVMArray.__init__(self, data_code, is_sort1, isubcase, dt) StrainObject.__init__(self, data_code, isubcase) assert self.is_strain, self.stress_bits def _get_headers(self): headers = ['exx', 'eyy', 'exy'] return headers
[docs] def get_headers(self) -> list[str]: return self._get_headers()