DAMASK_EICMD/processing/post/permuteData.py

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#!/usr/bin/env python
# -*- coding: UTF-8 no BOM -*-
import os,sys,string
import numpy as np
from optparse import OptionParser
import damask
scriptID = string.replace('$Id$','\n','\\n')
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scriptName = os.path.splitext(scriptID.split()[1])[0]
# --------------------------------------------------------------------
# MAIN
# --------------------------------------------------------------------
parser = OptionParser(option_class=damask.extendableOption, usage='%prog options [file[s]]', description = """
Permute all values in given column(s).
""", version = scriptID)
parser.add_option('-l','--label', dest='label', action='extend', metavar='<string LIST>',
help='heading(s) of column to permute')
parser.add_option('-r', '--rnd', dest='randomSeed', type='int', metavar='int',
help='seed of random number generator [%default]')
parser.set_defaults(randomSeed = None)
(options,filenames) = parser.parse_args()
if options.label == None:
parser.error('no data column specified...')
# --- loop over input files -------------------------------------------------------------------------
for name in filenames:
if not os.path.exists(name): continue
file = {'name':name, 'input':open(name), 'output':open(name+'_tmp','w'), 'croak':sys.stderr}
file['croak'].write('\033[1m'+scriptName+'\033[0m: '+file['name']+'\n')
randomSeed = int(os.urandom(4).encode('hex'), 16) if options.randomSeed == None else options.randomSeed # radom seed per file for second phase
np.random.seed(randomSeed)
table = damask.ASCIItable(file['input'],file['output'],buffered=False) # make unbuffered ASCII_table
table.head_read() # read ASCII header info
table.info_append(scriptID + '\t' + ' '.join(sys.argv[1:]))
table.info_append('random seed %i'%randomSeed)
# --------------- figure out columns to process ---------------------------------------------------
active = []
column = {}
for label in options.label:
if label in table.labels:
active.append(label)
column[label] = table.labels.index(label) # remember columns of requested data
else:
file['croak'].write('column %s not found...\n'%label)
# ------------------------------------------ assemble header ---------------------------------------
table.head_write()
# ------------------------------------------ process data ------------------------------------------
permutation = {}
table.data_readArray(active)
for i,label in enumerate(active):
unique = list(set(table.data[:,i]))
permutated = np.random.permutation(unique)
permutation[label] = dict(zip(unique,permutated))
table.data_rewind()
table.head_read() # read ASCII header info again to get the completed data
outputAlive = True
while outputAlive and table.data_read(): # read next data line of ASCII table
for label in active: # loop over all requested stiffnesses
table.data[column[label]] = permutation[label][float(table.data[column[label]])] # apply permutation
outputAlive = table.data_write() # output processed line
# ------------------------------------------ output result -----------------------------------------
outputAlive and table.output_flush() # just in case of buffered ASCII table
table.input_close() # close input ASCII table
table.output_close() # close output ASCII table
os.rename(file['name']+'_tmp',file['name']) # overwrite old one with tmp new