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auxiliary.py
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auxiliary.py
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# =============================================================================
# AUSTRALIAN NATIONAL UNIVERSITY OPEN SOURCE LICENSE (ANUOS LICENSE)
# VERSION 1.3
#
# The contents of this file are subject to the ANUOS License Version 1.3
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at:
#
# https://sourceforge.net/projects/febrl/
#
# Software distributed under the License is distributed on an "AS IS"
# basis, WITHOUT WARRANTY OF ANY KIND, either express or implied. See
# the License for the specific language governing rights and limitations
# under the License.
#
# The Original Software is: "auxiliary.py"
#
# The Initial Developer of the Original Software is:
# Dr Peter Christen (Research School of Computer Science, The Australian
# National University)
#
# Copyright (C) 2002 - 2011 the Australian National University and
# others. All Rights Reserved.
#
# Contributors:
#
# Alternatively, the contents of this file may be used under the terms
# of the GNU General Public License Version 2 or later (the "GPL"), in
# which case the provisions of the GPL are applicable instead of those
# above. The GPL is available at the following URL: http://www.gnu.org/
# If you wish to allow use of your version of this file only under the
# terms of the GPL, and not to allow others to use your version of this
# file under the terms of the ANUOS License, indicate your decision by
# deleting the provisions above and replace them with the notice and
# other provisions required by the GPL. If you do not delete the
# provisions above, a recipient may use your version of this file under
# the terms of any one of the ANUOS License or the GPL.
# =============================================================================
#
# Freely extensible biomedical record linkage (Febrl) - Version 0.4.2
#
# See: http://datamining.anu.edu.au/linkage.html
#
# =============================================================================
"""Module with various smaller functions used in other modules.
"""
# =============================================================================
# Import necessary modules (Febrl modules first, then Python standard modules)
import logging
import os
import sets
import types
# =============================================================================
def check_is_not_none(variable, value):
"""Check if the given value is not None, if it is raise an exception.
"""
if (value == None):
logging.exception('Value of "%s" is None' % (variable))
raise Exception
# -----------------------------------------------------------------------------
def check_is_string(variable, value):
"""Check if the type of the given value is a string, if not raise an
exception.
"""
if (not isinstance(value, str)):
logging.exception('Value of "%s" is not a string: %s (%s)' % \
(variable, str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_number(variable, value):
"""Check if the type of the given value is an integer or a floating point
number, if not raise an exception.
"""
if ((not isinstance(value, int)) and (not isinstance(value, float))):
logging.exception('Value of "%s" is not a number: %s (%s)' % \
(variable, str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_positive(variable, value):
"""Check if the type of the given value is an integer or a floating point
number, and is positive, if not raise an exception.
"""
if ((not isinstance(value, int)) and (not isinstance(value, float)) or \
(value <= 0.0)):
logging.exception('Value of "%s" is not a positive number: ' % \
(variable) + '%s (%s)' % (str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_not_negative(variable, value):
"""Check if the type of the given value is an integer or a floating point
number, and is not negative, if not raise an exception.
"""
if ((not isinstance(value, int)) and (not isinstance(value, float)) or \
(value < 0.0)):
logging.exception('Value of "%s" is not a number or it is a ' % \
(variable) + 'negative number: %s (%s)' % \
(str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_normalised(variable, value):
"""Check if the type of the given value is an integer or a floating point
number between 0 and 1 (including), if not raise an exception.
"""
if ((not isinstance(value, int)) and (not isinstance(value, float)) or \
(value < 0.0) or (value > 1.0)):
logging.exception('Value of "%s" is not a normalised number ' % \
(variable) + '(between 0.0 and 1.0): %s (%s)' % \
(str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_percentage(variable, value):
"""Check if the type of the given value is an integer or a floating point
number between 0 and 100 (including), if not raise an exception.
"""
if ((not isinstance(value, int)) and (not isinstance(value, float)) or \
(value < 0.0) or (value > 100.0)):
logging.exception('Value of "%s" is not a percentage number ' % \
(variable) + '(between 0.0 and 100.0): %s (%s)' % \
(str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_integer(variable, value):
"""Check if the type of the given value is an integer, if not raise an
exception.
"""
if (not isinstance(value, int)):
logging.exception('Value of "%s" is not an integer: %s (%s)' % \
(variable, str(value), type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_float(variable, value):
"""Check if the type of the given value is a floating point number, if not
raise an exception.
"""
if (not isinstance(value, float)):
logging.exception('Value of "%s" is not a floating point ' % (variable) + \
'number: %s (%s)' % (str(value),type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_dictionary(variable, value):
"""Check if the type of the given value is a dictionary, if not raise an
exception.
"""
if (not isinstance(value, dict)):
logging.exception('Value of "%s" is not a dictionary: %s' % \
(variable, type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_list(variable, value):
"""Check if the type of the given value is a list, if not raise an exception.
"""
if (not isinstance(value, list)):
logging.exception('Value of "%s" is not a list: %s' % \
(variable, type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_set(variable, value):
"""Check if the type of the given value is a set, if not raise an exception.
Have to check both set module type as well as built in set type.
"""
if ((not isinstance(value, sets.Set)) and (not isinstance(value, set))):
logging.exception('Value of "%s" is not a set: %s' % \
(variable, type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_tuple(variable, value):
"""Check if the type of the given value is a tuple, if not raise an
exception.
"""
if (not isinstance(value, tuple)):
logging.exception('Value of "%s" is not a tuple: %s' % \
(variable, type(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_flag(variable, value):
"""Check if the given value is either True or False, if not raise an
exception.
"""
if (value not in [True, False]):
logging.exception('Value of "%s" is not True or False: %s' % \
(variable, str(value)))
raise Exception
# -----------------------------------------------------------------------------
def check_is_function_or_method(variable, value):
"""Check if the given value is either a function or an instance method, if
not raise an exception.
"""
if (type(value) not in [types.FunctionType, types.MethodType]):
logging.exception('%s is not a function or method: %s' % \
(str(variable), type(value)))
raise Exception
# =============================================================================
def time_string(seconds):
"""Function which returns a time in hours, minutes or seconds according to
the value of the argument 'seconds':
- in milliseconds if less than one second
- in seconds if the value is less than 60 seconds
- in minutes and seconds if the value is less than one hour
- in hours and minutes otherwise
Returns a string.
"""
if (seconds < 0.01): # Less than 10 milli seconds
stringtime = '%.2f milli sec' % (seconds*1000)
elif (seconds < 1.0):
stringtime = '%i milli sec' % (int(seconds*1000))
elif (seconds < 30):
stringtime = '%.2f sec' % (seconds)
elif (seconds < 60):
stringtime = '%i sec' % (int(seconds))
elif (seconds < 3600):
min = int(seconds / 60)
sec = seconds - min*60
stringtime = '%i min and %i sec' % (min, sec)
else:
hrs = int(seconds / 3600)
min = int((seconds - hrs *3600) / 60)
stringtime = '%i hrs and %i min' % (hrs, min)
return stringtime
# =============================================================================
def get_memory_usage():
"""Function which return the current memory usage as a string.
Currently only seems to work on Linux!
Returns None if memory usage cannot be calculated.
"""
try:
ps = open('/proc/%d/status' % os.getpid())
vs = ps.read()
ps.close()
except:
return None # Likely not on a Linux machine
if (('VmSize:' in vs) and ('VmRSS:' in vs)):
memo_index = vs.index('VmSize:')
resi_index = vs.index('VmRSS:')
else:
return None # Likely not on a Linux machine
memo_list = vs[memo_index:].split(None,3)[:3]
resi_list = vs[resi_index:].split(None,3)[:3]
if ((int(memo_list[1]) > 10240) and (memo_list[2] in ['kB','KB'])):
memo_list[1] = str(int(memo_list[1])/1024)
memo_list[2] = 'MB'
if ((int(resi_list[1]) > 10240) and (resi_list[2] in ['kB','KB'])):
resi_list[1] = str(int(resi_list[1])/1024)
resi_list[2] = 'MB'
if ((len(memo_list) < 3) or (len(resi_list) < 3)):
return None # Invalid format in status information
return 'Memory usage: %s %s (resident: %s %s)' % \
(memo_list[1], memo_list[2], resi_list[1], resi_list[2])
# =============================================================================
def get_memory_usage_val():
"""Function which return the current memory usage as a value that corresponds
to the amount of memory used in megabytes.
Currently only seems to work on Linux!
Returns -1 if memory usage cannot be calculated.
"""
try:
ps = open('/proc/%d/status' % os.getpid())
vs = ps.read()
ps.close()
except:
return None # Likely not on a Linux machine
if (('VmSize:' in vs) and ('VmRSS:' in vs)):
memo_index = vs.index('VmSize:')
else:
return None # Likely not on a Linux machine
memo_list = vs[memo_index:].split(None,3)[:3]
if ((int(memo_list[1]) > 10240) and (memo_list[2] in ['kB','KB'])):
memo_use = float(memo_list[1])/1024.0
else:
memo_use = float(memo_list[1])
if (len(memo_list) < 3):
memo_use = -1 # Invalid format in status information
return memo_use
# =============================================================================
def str_vector(vec, num_digits=4, keep_int=True):
"""Function to create a string representation of a vector containing numbers
rounded to a specified number of digits after the comma (default is 4).
If 'keep_int' s set to True (default), integer values will printed as
integers, otherwise a floats.
"""
vec_str = '['
for x in vec:
if (x == int(x)):
x = int(x) # Make it an integer
if ((keep_int == True) and (isinstance(x, int))):
vec_str = vec_str + '%d, ' % (x)
else:
val_str = '%f' % (x)
vec_str += val_str[:val_str.index('.')+num_digits+1]+', '
return vec_str[:-2]+']'
# =============================================================================