This file is indexed.

/usr/lib/python3/dist-packages/nltk/internals.py is in python3-nltk 3.2.1-2.

This file is owned by root:root, with mode 0o644.

The actual contents of the file can be viewed below.

  1
  2
  3
  4
  5
  6
  7
  8
  9
 10
 11
 12
 13
 14
 15
 16
 17
 18
 19
 20
 21
 22
 23
 24
 25
 26
 27
 28
 29
 30
 31
 32
 33
 34
 35
 36
 37
 38
 39
 40
 41
 42
 43
 44
 45
 46
 47
 48
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
# Natural Language Toolkit: Internal utility functions
#
# Copyright (C) 2001-2016 NLTK Project
# Author: Steven Bird <stevenbird1@gmail.com>
#         Edward Loper <edloper@gmail.com>
#         Nitin Madnani <nmadnani@ets.org>
# URL: <http://nltk.org/>
# For license information, see LICENSE.TXT
from __future__ import print_function

import subprocess
import os
import fnmatch
import re
import warnings
import textwrap
import types
import sys
import stat
import locale

# Use the c version of ElementTree, which is faster, if possible:
try:
    from xml.etree import cElementTree as ElementTree
except ImportError:
    from xml.etree import ElementTree

from nltk import __file__
from nltk import compat

##########################################################################
# Java Via Command-Line
##########################################################################

_java_bin = None
_java_options = []
# [xx] add classpath option to config_java?
def config_java(bin=None, options=None, verbose=True):
    """
    Configure nltk's java interface, by letting nltk know where it can
    find the Java binary, and what extra options (if any) should be
    passed to Java when it is run.

    :param bin: The full path to the Java binary.  If not specified,
        then nltk will search the system for a Java binary; and if
        one is not found, it will raise a ``LookupError`` exception.
    :type bin: str
    :param options: A list of options that should be passed to the
        Java binary when it is called.  A common value is
        ``'-Xmx512m'``, which tells Java binary to increase
        the maximum heap size to 512 megabytes.  If no options are
        specified, then do not modify the options list.
    :type options: list(str)
    """
    global _java_bin, _java_options
    _java_bin = find_binary('java', bin, env_vars=['JAVAHOME', 'JAVA_HOME'], verbose=verbose, binary_names=['java.exe'])

    if options is not None:
        if isinstance(options, compat.string_types):
            options = options.split()
        _java_options = list(options)

def java(cmd, classpath=None, stdin=None, stdout=None, stderr=None,
         blocking=True):
    """
    Execute the given java command, by opening a subprocess that calls
    Java.  If java has not yet been configured, it will be configured
    by calling ``config_java()`` with no arguments.

    :param cmd: The java command that should be called, formatted as
        a list of strings.  Typically, the first string will be the name
        of the java class; and the remaining strings will be arguments
        for that java class.
    :type cmd: list(str)

    :param classpath: A ``':'`` separated list of directories, JAR
        archives, and ZIP archives to search for class files.
    :type classpath: str

    :param stdin, stdout, stderr: Specify the executed programs'
        standard input, standard output and standard error file
        handles, respectively.  Valid values are ``subprocess.PIPE``,
        an existing file descriptor (a positive integer), an existing
        file object, and None.  ``subprocess.PIPE`` indicates that a
        new pipe to the child should be created.  With None, no
        redirection will occur; the child's file handles will be
        inherited from the parent.  Additionally, stderr can be
        ``subprocess.STDOUT``, which indicates that the stderr data
        from the applications should be captured into the same file
        handle as for stdout.

    :param blocking: If ``false``, then return immediately after
        spawning the subprocess.  In this case, the return value is
        the ``Popen`` object, and not a ``(stdout, stderr)`` tuple.

    :return: If ``blocking=True``, then return a tuple ``(stdout,
        stderr)``, containing the stdout and stderr outputs generated
        by the java command if the ``stdout`` and ``stderr`` parameters
        were set to ``subprocess.PIPE``; or None otherwise.  If
        ``blocking=False``, then return a ``subprocess.Popen`` object.

    :raise OSError: If the java command returns a nonzero return code.
    """
    if stdin == 'pipe': stdin = subprocess.PIPE
    if stdout == 'pipe': stdout = subprocess.PIPE
    if stderr == 'pipe': stderr = subprocess.PIPE
    if isinstance(cmd, compat.string_types):
        raise TypeError('cmd should be a list of strings')

    # Make sure we know where a java binary is.
    if _java_bin is None:
        config_java()

    # Set up the classpath.
    if isinstance(classpath, compat.string_types):
        classpaths=[classpath]
    else:
        classpaths=list(classpath)
    classpath=os.path.pathsep.join(classpaths)

    # Construct the full command string.
    cmd = list(cmd)
    cmd = ['-cp', classpath] + cmd
    cmd = [_java_bin] + _java_options + cmd

    # Call java via a subprocess
    p = subprocess.Popen(cmd, stdin=stdin, stdout=stdout, stderr=stderr)
    if not blocking: return p
    (stdout, stderr) = p.communicate()

    # Check the return code.
    if p.returncode != 0:
        print(_decode_stdoutdata(stderr))
        raise OSError('Java command failed : ' + str(cmd))

    return (stdout, stderr)

if 0:
    #config_java(options='-Xmx512m')
    # Write:
    #java('weka.classifiers.bayes.NaiveBayes',
    #     ['-d', '/tmp/names.model', '-t', '/tmp/train.arff'],
    #     classpath='/Users/edloper/Desktop/weka/weka.jar')
    # Read:
    (a,b) = java(['weka.classifiers.bayes.NaiveBayes',
                  '-l', '/tmp/names.model', '-T', '/tmp/test.arff',
                  '-p', '0'],#, '-distribution'],
                 classpath='/Users/edloper/Desktop/weka/weka.jar')


######################################################################
# Parsing
######################################################################

class ReadError(ValueError):
    """
    Exception raised by read_* functions when they fail.
    :param position: The index in the input string where an error occurred.
    :param expected: What was expected when an error occurred.
    """
    def __init__(self, expected, position):
        ValueError.__init__(self, expected, position)
        self.expected = expected
        self.position = position
    def __str__(self):
        return 'Expected %s at %s' % (self.expected, self.position)

_STRING_START_RE = re.compile(r"[uU]?[rR]?(\"\"\"|\'\'\'|\"|\')")
def read_str(s, start_position):
    """
    If a Python string literal begins at the specified position in the
    given string, then return a tuple ``(val, end_position)``
    containing the value of the string literal and the position where
    it ends.  Otherwise, raise a ``ReadError``.

    :param s: A string that will be checked to see if within which a 
        Python string literal exists.
    :type s: str
    
    :param start_position: The specified beginning position of the string ``s``
        to begin regex matching.
    :type start_position: int
    
    :return: A tuple containing the matched string literal evaluated as a 
        string and the end position of the string literal.
    :rtype: tuple(str, int)

    :raise ReadError: If the ``_STRING_START_RE`` regex doesn't return a
        match in ``s`` at ``start_position``, i.e., open quote. If the 
        ``_STRING_END_RE`` regex doesn't return a match in ``s`` at the 
        end of the first match, i.e., close quote.
    :raise ValueError: If an invalid string (i.e., contains an invalid
        escape sequence) is passed into the ``eval``.

    :Example:
    >>> from nltk.internals import read_str
    >>> read_str('"Hello", World!', 0)
    ('Hello', 7)

    """
    # Read the open quote, and any modifiers.
    m = _STRING_START_RE.match(s, start_position)
    if not m: raise ReadError('open quote', start_position)
    quotemark = m.group(1)

    # Find the close quote.
    _STRING_END_RE = re.compile(r'\\|%s' % quotemark)
    position = m.end()
    while True:
        match = _STRING_END_RE.search(s, position)
        if not match: raise ReadError('close quote', position)
        if match.group(0) == '\\': position = match.end()+1
        else: break

    # Process it, using eval.  Strings with invalid escape sequences
    # might raise ValueEerror.
    try:
        return eval(s[start_position:match.end()]), match.end()
    except ValueError as e:
        raise ReadError('invalid string (%s)' % e)

_READ_INT_RE = re.compile(r'-?\d+')
def read_int(s, start_position):
    """
    If an integer begins at the specified position in the given
    string, then return a tuple ``(val, end_position)`` containing the
    value of the integer and the position where it ends.  Otherwise,
    raise a ``ReadError``.

    :param s: A string that will be checked to see if within which a 
        Python integer exists.
    :type s: str
    
    :param start_position: The specified beginning position of the string ``s``
        to begin regex matching.
    :type start_position: int
    
    :return: A tuple containing the matched integer casted to an int,
        and the end position of the int in ``s``.
    :rtype: tuple(int, int)

    :raise ReadError: If the ``_READ_INT_RE`` regex doesn't return a
        match in ``s`` at ``start_position``.

    :Example:
    >>> from nltk.internals import read_int
    >>> read_int('42 is the answer', 0)
    (42, 2)
    
    """
    m = _READ_INT_RE.match(s, start_position)
    if not m: raise ReadError('integer', start_position)
    return int(m.group()), m.end()

_READ_NUMBER_VALUE = re.compile(r'-?(\d*)([.]?\d*)?')
def read_number(s, start_position):
    """
    If an integer or float begins at the specified position in the
    given string, then return a tuple ``(val, end_position)``
    containing the value of the number and the position where it ends.
    Otherwise, raise a ``ReadError``.

    :param s: A string that will be checked to see if within which a 
        Python number exists.
    :type s: str
    
    :param start_position: The specified beginning position of the string ``s``
        to begin regex matching.
    :type start_position: int
    
    :return: A tuple containing the matched number casted to a ``float``,
        and the end position of the number in ``s``.
    :rtype: tuple(float, int)

    :raise ReadError: If the ``_READ_NUMBER_VALUE`` regex doesn't return a
        match in ``s`` at ``start_position``.

    :Example:
    >>> from nltk.internals import read_number
    >>> read_number('Pi is 3.14159', 6)
    (3.14159, 13)
    
    """
    m = _READ_NUMBER_VALUE.match(s, start_position)
    if not m or not (m.group(1) or m.group(2)):
        raise ReadError('number', start_position)
    if m.group(2): return float(m.group()), m.end()
    else: return int(m.group()), m.end()



######################################################################
# Check if a method has been overridden
######################################################################

def overridden(method):
    """
    :return: True if ``method`` overrides some method with the same
    name in a base class.  This is typically used when defining
    abstract base classes or interfaces, to allow subclasses to define
    either of two related methods:

        >>> class EaterI:
        ...     '''Subclass must define eat() or batch_eat().'''
        ...     def eat(self, food):
        ...         if overridden(self.batch_eat):
        ...             return self.batch_eat([food])[0]
        ...         else:
        ...             raise NotImplementedError()
        ...     def batch_eat(self, foods):
        ...         return [self.eat(food) for food in foods]

    :type method: instance method
    """
    # [xx] breaks on classic classes!
    if isinstance(method, types.MethodType) and compat.get_im_class(method) is not None:
        name = method.__name__
        funcs = [cls.__dict__[name]
                 for cls in _mro(compat.get_im_class(method))
                 if name in cls.__dict__]
        return len(funcs) > 1
    else:
        raise TypeError('Expected an instance method.')

def _mro(cls):
    """
    Return the method resolution order for ``cls`` -- i.e., a list
    containing ``cls`` and all its base classes, in the order in which
    they would be checked by ``getattr``.  For new-style classes, this
    is just cls.__mro__.  For classic classes, this can be obtained by
    a depth-first left-to-right traversal of ``__bases__``.
    """
    if isinstance(cls, type):
        return cls.__mro__
    else:
        mro = [cls]
        for base in cls.__bases__: mro.extend(_mro(base))
        return mro

######################################################################
# Deprecation decorator & base class
######################################################################
# [xx] dedent msg first if it comes from  a docstring.

def _add_epytext_field(obj, field, message):
    """Add an epytext @field to a given object's docstring."""
    indent = ''
    # If we already have a docstring, then add a blank line to separate
    # it from the new field, and check its indentation.
    if obj.__doc__:
        obj.__doc__ = obj.__doc__.rstrip()+'\n\n'
        indents = re.findall(r'(?<=\n)[ ]+(?!\s)', obj.__doc__.expandtabs())
        if indents: indent = min(indents)
    # If we don't have a docstring, add an empty one.
    else:
        obj.__doc__ = ''

    obj.__doc__ += textwrap.fill('@%s: %s' % (field, message),
                                 initial_indent=indent,
                                 subsequent_indent=indent+'    ')

def deprecated(message):
    """
    A decorator used to mark functions as deprecated.  This will cause
    a warning to be printed the when the function is used.  Usage:

        >>> from nltk.internals import deprecated
        >>> @deprecated('Use foo() instead')
        ... def bar(x):
        ...     print(x/10)

    """

    def decorator(func):
        msg = ("Function %s() has been deprecated.  %s"
               % (func.__name__, message))
        msg = '\n' + textwrap.fill(msg, initial_indent='  ',
                                   subsequent_indent='  ')
        def newFunc(*args, **kwargs):
            warnings.warn(msg, category=DeprecationWarning, stacklevel=2)
            return func(*args, **kwargs)

        # Copy the old function's name, docstring, & dict
        newFunc.__dict__.update(func.__dict__)
        newFunc.__name__ = func.__name__
        newFunc.__doc__ = func.__doc__
        newFunc.__deprecated__ = True
        # Add a @deprecated field to the docstring.
        _add_epytext_field(newFunc, 'deprecated', message)
        return newFunc
    return decorator

class Deprecated(object):
    """
    A base class used to mark deprecated classes.  A typical usage is to
    alert users that the name of a class has changed:

        >>> from nltk.internals import Deprecated
        >>> class NewClassName(object):
        ...     pass # All logic goes here.
        ...
        >>> class OldClassName(Deprecated, NewClassName):
        ...     "Use NewClassName instead."

    The docstring of the deprecated class will be used in the
    deprecation warning message.
    """
    def __new__(cls, *args, **kwargs):
        # Figure out which class is the deprecated one.
        dep_cls = None
        for base in _mro(cls):
            if Deprecated in base.__bases__:
                dep_cls = base; break
        assert dep_cls, 'Unable to determine which base is deprecated.'

        # Construct an appropriate warning.
        doc = dep_cls.__doc__ or ''.strip()
        # If there's a @deprecated field, strip off the field marker.
        doc = re.sub(r'\A\s*@deprecated:', r'', doc)
        # Strip off any indentation.
        doc = re.sub(r'(?m)^\s*', '', doc)
        # Construct a 'name' string.
        name = 'Class %s' % dep_cls.__name__
        if cls != dep_cls:
            name += ' (base class for %s)' % cls.__name__
        # Put it all together.
        msg = '%s has been deprecated.  %s' % (name, doc)
        # Wrap it.
        msg = '\n' + textwrap.fill(msg, initial_indent='    ',
                                   subsequent_indent='    ')
        warnings.warn(msg, category=DeprecationWarning, stacklevel=2)
        # Do the actual work of __new__.
        return object.__new__(cls)

##########################################################################
# COUNTER, FOR UNIQUE NAMING
##########################################################################

class Counter:
    """
    A counter that auto-increments each time its value is read.
    """
    def __init__(self, initial_value=0):
        self._value = initial_value
    def get(self):
        self._value += 1
        return self._value

##########################################################################
# Search for files/binaries
##########################################################################

def find_file_iter(filename, env_vars=(), searchpath=(),
    file_names=None, url=None, verbose=True, finding_dir=False):
    """
    Search for a file to be used by nltk.

    :param filename: The name or path of the file.
    :param env_vars: A list of environment variable names to check.
    :param file_names: A list of alternative file names to check.
    :param searchpath: List of directories to search.
    :param url: URL presented to user for download help.
    :param verbose: Whether or not to print path when a file is found.
    """
    file_names = [filename] + (file_names or [])
    assert isinstance(filename, compat.string_types)
    assert not isinstance(file_names, compat.string_types)
    assert not isinstance(searchpath, compat.string_types)
    if isinstance(env_vars, compat.string_types):
        env_vars = env_vars.split()
    yielded = False

    # File exists, no magic
    for alternative in file_names:
        path_to_file = os.path.join(filename, alternative)
        if os.path.isfile(path_to_file):
            if verbose:
                print('[Found %s: %s]' % (filename, path_to_file))
            yielded = True
            yield path_to_file
        # Check the bare alternatives
        if os.path.isfile(alternative):
            if verbose:
                print('[Found %s: %s]' % (filename, alternative))
            yielded = True
            yield alternative
        # Check if the alternative is inside a 'file' directory
        path_to_file = os.path.join(filename, 'file', alternative)
        if os.path.isfile(path_to_file):
            if verbose:
                print('[Found %s: %s]' % (filename, path_to_file))
            yielded = True
            yield path_to_file

    # Check environment variables
    for env_var in env_vars:
        if env_var in os.environ:
            if finding_dir: # This is to file a directory instead of file
                yielded = True
                yield os.environ[env_var]
        		
            for env_dir in os.environ[env_var].split(os.pathsep):
                # Check if the environment variable contains a direct path to the bin
                if os.path.isfile(env_dir):
                    if verbose:
                        print('[Found %s: %s]'%(filename, env_dir))
                    yielded = True
                    yield env_dir
                # Check if the possible bin names exist inside the environment variable directories
                for alternative in file_names:
                    path_to_file = os.path.join(env_dir, alternative)
                    if os.path.isfile(path_to_file):
                        if verbose:
                            print('[Found %s: %s]'%(filename, path_to_file))
                        yielded = True
                        yield path_to_file
                    # Check if the alternative is inside a 'file' directory
                    # path_to_file = os.path.join(env_dir, 'file', alternative)

                    # Check if the alternative is inside a 'bin' directory
                    path_to_file = os.path.join(env_dir, 'bin', alternative)

                    if os.path.isfile(path_to_file):
                        if verbose:
                            print('[Found %s: %s]' % (filename, path_to_file))
                        yielded = True
                        yield path_to_file

    # Check the path list.
    for directory in searchpath:
        for alternative in file_names:
            path_to_file = os.path.join(directory, alternative)
            if os.path.isfile(path_to_file):
                yielded = True
                yield path_to_file

    # If we're on a POSIX system, then try using the 'which' command
    # to find the file.
    if os.name == 'posix':
        for alternative in file_names:
            try:
                p = subprocess.Popen(['which', alternative],
                        stdout=subprocess.PIPE, stderr=subprocess.PIPE)
                stdout, stderr = p.communicate()
                path = _decode_stdoutdata(stdout).strip()
                if path.endswith(alternative) and os.path.exists(path):
                    if verbose:
                        print('[Found %s: %s]' % (filename, path))
                    yielded = True
                    yield path
            except (KeyboardInterrupt, SystemExit, OSError):
                raise
            except:
                pass

    if not yielded:
        msg = ("NLTK was unable to find the %s file!" "\nUse software specific "
               "configuration paramaters" % filename)
        if env_vars: msg += ' or set the %s environment variable' % env_vars[0]
        msg += '.'
        if searchpath:
            msg += '\n\n  Searched in:'
            msg += ''.join('\n    - %s' % d for d in searchpath)
        if url: msg += ('\n\n  For more information on %s, see:\n    <%s>' %
                        (filename, url))
        div = '='*75
        raise LookupError('\n\n%s\n%s\n%s' % (div, msg, div))


def find_file(filename, env_vars=(), searchpath=(),
        file_names=None, url=None, verbose=True):
    return next(find_file_iter(filename, env_vars, searchpath,
                               file_names, url, verbose))


def find_dir(filename, env_vars=(), searchpath=(),
        file_names=None, url=None, verbose=True):
    return next(find_file_iter(filename, env_vars, searchpath,
                               file_names, url, verbose, finding_dir=True))


def find_binary_iter(name, path_to_bin=None, env_vars=(), searchpath=(),
                binary_names=None, url=None, verbose=True):
    """
    Search for a file to be used by nltk.

    :param name: The name or path of the file.
    :param path_to_bin: The user-supplied binary location (deprecated)
    :param env_vars: A list of environment variable names to check.
    :param file_names: A list of alternative file names to check.
    :param searchpath: List of directories to search.
    :param url: URL presented to user for download help.
    :param verbose: Whether or not to print path when a file is found.
    """
    for file in  find_file_iter(path_to_bin or name, env_vars, searchpath, binary_names,
                     url, verbose):
        yield file

def find_binary(name, path_to_bin=None, env_vars=(), searchpath=(),
                binary_names=None, url=None, verbose=True):
    return next(find_binary_iter(name, path_to_bin, env_vars, searchpath,
                                 binary_names, url, verbose))

def find_jar_iter(name_pattern, path_to_jar=None, env_vars=(),
        searchpath=(), url=None, verbose=True, is_regex=False):
    """
    Search for a jar that is used by nltk.

    :param name_pattern: The name of the jar file
    :param path_to_jar: The user-supplied jar location, or None.
    :param env_vars: A list of environment variable names to check
                     in addition to the CLASSPATH variable which is
                     checked by default.
    :param searchpath: List of directories to search.
    :param is_regex: Whether name is a regular expression.
    """

    assert isinstance(name_pattern, compat.string_types)
    assert not isinstance(searchpath, compat.string_types)
    if isinstance(env_vars, compat.string_types):
        env_vars = env_vars.split()
    yielded = False

    # Make sure we check the CLASSPATH first
    env_vars = ['CLASSPATH'] + list(env_vars)

    # If an explicit location was given, then check it, and yield it if
    # it's present; otherwise, complain.
    if path_to_jar is not None:
        if os.path.isfile(path_to_jar):
            yielded = True
            yield path_to_jar
        else:
            raise LookupError('Could not find %s jar file at %s' %
                            (name_pattern, path_to_jar))

    # Check environment variables
    for env_var in env_vars:
        if env_var in os.environ:
            if env_var == 'CLASSPATH':
                classpath = os.environ['CLASSPATH']
                for cp in classpath.split(os.path.pathsep):
                    if os.path.isfile(cp):
                        filename=os.path.basename(cp)
                        if is_regex and re.match(name_pattern, filename) or \
                                (not is_regex and filename == name_pattern):
                            if verbose:
                                print('[Found %s: %s]' % (name_pattern, cp))
                            yielded = True
                            yield cp
                    # The case where user put directory containing the jar file in the classpath 
                    if os.path.isdir(cp):
                        if not is_regex:
                            if os.path.isfile(os.path.join(cp,name_pattern)):
                                if verbose:
                                    print('[Found %s: %s]' % (name_pattern, cp))
                                yielded = True
                                yield os.path.join(cp,name_pattern)
                        else:
                            # Look for file using regular expression 
                            for file_name in os.listdir(cp):
                                if re.match(name_pattern,file_name):
                                    if verbose:
                                        print('[Found %s: %s]' % (name_pattern, os.path.join(cp,file_name)))
                                    yielded = True
                                    yield os.path.join(cp,file_name)
                                
            else:
                jar_env = os.environ[env_var]
                jar_iter = ((os.path.join(jar_env, path_to_jar) for path_to_jar in os.listdir(jar_env))
                            if os.path.isdir(jar_env) else (jar_env,))
                for path_to_jar in jar_iter:
                    if os.path.isfile(path_to_jar):
                        filename=os.path.basename(path_to_jar)
                        if is_regex and re.match(name_pattern, filename) or \
                                (not is_regex and filename == name_pattern):
                            if verbose:
                                print('[Found %s: %s]' % (name_pattern, path_to_jar))
                            yielded = True
                            yield path_to_jar

    # Check the path list.
    for directory in searchpath:
        if is_regex:
            for filename in os.listdir(directory):
                path_to_jar = os.path.join(directory, filename)
                if os.path.isfile(path_to_jar):
                    if re.match(name_pattern, filename):
                        if verbose:
                            print('[Found %s: %s]' % (filename, path_to_jar))
                yielded = True
                yield path_to_jar
        else:
            path_to_jar = os.path.join(directory, name_pattern)
            if os.path.isfile(path_to_jar):
                if verbose:
                    print('[Found %s: %s]' % (name_pattern, path_to_jar))
                yielded = True
                yield path_to_jar

    if not yielded:
        # If nothing was found, raise an error
        msg = ("NLTK was unable to find %s!" % name_pattern)
        if env_vars: msg += ' Set the %s environment variable' % env_vars[0]
        msg = textwrap.fill(msg+'.', initial_indent='  ',
                            subsequent_indent='  ')
        if searchpath:
            msg += '\n\n  Searched in:'
            msg += ''.join('\n    - %s' % d for d in searchpath)
        if url:
            msg += ('\n\n  For more information, on %s, see:\n    <%s>' %
                    (name_pattern, url))
        div = '='*75
        raise LookupError('\n\n%s\n%s\n%s' % (div, msg, div))

def find_jar(name_pattern, path_to_jar=None, env_vars=(),
        searchpath=(), url=None, verbose=True, is_regex=False):
    return next(find_jar_iter(name_pattern, path_to_jar, env_vars,
                         searchpath, url, verbose, is_regex))

                
def find_jars_within_path(path_to_jars):
	return [os.path.join(root, filename) 
			for root, dirnames, filenames in os.walk(path_to_jars) 
			for filename in fnmatch.filter(filenames, '*.jar')]

def _decode_stdoutdata(stdoutdata):
    """ Convert data read from stdout/stderr to unicode """
    if not isinstance(stdoutdata, bytes):
        return stdoutdata
    
    encoding = getattr(sys.__stdout__, "encoding", locale.getpreferredencoding())
    if encoding is None:
        return stdoutdata.decode()
    return stdoutdata.decode(encoding)

##########################################################################
# Import Stdlib Module
##########################################################################

def import_from_stdlib(module):
    """
    When python is run from within the nltk/ directory tree, the
    current directory is included at the beginning of the search path.
    Unfortunately, that means that modules within nltk can sometimes
    shadow standard library modules.  As an example, the stdlib
    'inspect' module will attempt to import the stdlib 'tokenize'
    module, but will instead end up importing NLTK's 'tokenize' module
    instead (causing the import to fail).
    """
    old_path = sys.path
    sys.path = [d for d in sys.path if d not in ('', '.')]
    m = __import__(module)
    sys.path = old_path
    return m


##########################################################################
# Wrapper for ElementTree Elements
##########################################################################

@compat.python_2_unicode_compatible
class ElementWrapper(object):
    """
    A wrapper around ElementTree Element objects whose main purpose is
    to provide nicer __repr__ and __str__ methods.  In addition, any
    of the wrapped Element's methods that return other Element objects
    are overridden to wrap those values before returning them.

    This makes Elements more convenient to work with in
    interactive sessions and doctests, at the expense of some
    efficiency.
    """

    # Prevent double-wrapping:
    def __new__(cls, etree):
        """
        Create and return a wrapper around a given Element object.
        If ``etree`` is an ``ElementWrapper``, then ``etree`` is
        returned as-is.
        """
        if isinstance(etree, ElementWrapper):
            return etree
        else:
            return object.__new__(ElementWrapper)

    def __init__(self, etree):
        r"""
        Initialize a new Element wrapper for ``etree``.

        If ``etree`` is a string, then it will be converted to an
        Element object using ``ElementTree.fromstring()`` first:

            >>> ElementWrapper("<test></test>")
            <Element "<?xml version='1.0' encoding='utf8'?>\n<test />">

        """
        if isinstance(etree, compat.string_types):
            etree = ElementTree.fromstring(etree)
        self.__dict__['_etree'] = etree

    def unwrap(self):
        """
        Return the Element object wrapped by this wrapper.
        """
        return self._etree

    ##////////////////////////////////////////////////////////////
    #{ String Representation
    ##////////////////////////////////////////////////////////////

    def __repr__(self):
        s = ElementTree.tostring(self._etree, encoding='utf8').decode('utf8')
        if len(s) > 60:
            e = s.rfind('<')
            if (len(s)-e) > 30: e = -20
            s = '%s...%s' % (s[:30], s[e:])
        return '<Element %r>' % s

    def __str__(self):
        """
        :return: the result of applying ``ElementTree.tostring()`` to
        the wrapped Element object.
        """
        return ElementTree.tostring(self._etree, encoding='utf8').decode('utf8').rstrip()

    ##////////////////////////////////////////////////////////////
    #{ Element interface Delegation (pass-through)
    ##////////////////////////////////////////////////////////////

    def __getattr__(self, attrib):
        return getattr(self._etree, attrib)

    def __setattr__(self, attr, value):
        return setattr(self._etree, attr, value)

    def __delattr__(self, attr):
        return delattr(self._etree, attr)

    def __setitem__(self, index, element):
        self._etree[index] = element

    def __delitem__(self, index):
        del self._etree[index]

    def __setslice__(self, start, stop, elements):
        self._etree[start:stop] = elements

    def __delslice__(self, start, stop):
        del self._etree[start:stop]

    def __len__(self):
        return len(self._etree)

    ##////////////////////////////////////////////////////////////
    #{ Element interface Delegation (wrap result)
    ##////////////////////////////////////////////////////////////

    def __getitem__(self, index):
        return ElementWrapper(self._etree[index])

    def __getslice__(self, start, stop):
        return [ElementWrapper(elt) for elt in self._etree[start:stop]]

    def getchildren(self):
        return [ElementWrapper(elt) for elt in self._etree]

    def getiterator(self, tag=None):
        return (ElementWrapper(elt)
                for elt in self._etree.getiterator(tag))

    def makeelement(self, tag, attrib):
        return ElementWrapper(self._etree.makeelement(tag, attrib))

    def find(self, path):
        elt = self._etree.find(path)
        if elt is None: return elt
        else: return ElementWrapper(elt)

    def findall(self, path):
        return [ElementWrapper(elt) for elt in self._etree.findall(path)]

######################################################################
# Helper for Handling Slicing
######################################################################

def slice_bounds(sequence, slice_obj, allow_step=False):
    """
    Given a slice, return the corresponding (start, stop) bounds,
    taking into account None indices and negative indices.  The
    following guarantees are made for the returned start and stop values:

      - 0 <= start <= len(sequence)
      - 0 <= stop <= len(sequence)
      - start <= stop

    :raise ValueError: If ``slice_obj.step`` is not None.
    :param allow_step: If true, then the slice object may have a
        non-None step.  If it does, then return a tuple
        (start, stop, step).
    """
    start, stop = (slice_obj.start, slice_obj.stop)

    # If allow_step is true, then include the step in our return
    # value tuple.
    if allow_step:
        step = slice_obj.step
        if step is None: step = 1
        # Use a recursive call without allow_step to find the slice
        # bounds.  If step is negative, then the roles of start and
        # stop (in terms of default values, etc), are swapped.
        if step < 0:
            start, stop = slice_bounds(sequence, slice(stop, start))
        else:
            start, stop = slice_bounds(sequence, slice(start, stop))
        return start, stop, step

    # Otherwise, make sure that no non-default step value is used.
    elif slice_obj.step not in (None, 1):
        raise ValueError('slices with steps are not supported by %s' %
                         sequence.__class__.__name__)

    # Supply default offsets.
    if start is None: start = 0
    if stop is None: stop = len(sequence)

    # Handle negative indices.
    if start < 0: start = max(0, len(sequence)+start)
    if stop < 0: stop = max(0, len(sequence)+stop)

    # Make sure stop doesn't go past the end of the list.  Note that
    # we avoid calculating len(sequence) if possible, because for lazy
    # sequences, calculating the length of a sequence can be expensive.
    if stop > 0:
        try: sequence[stop-1]
        except IndexError: stop = len(sequence)

    # Make sure start isn't past stop.
    start = min(start, stop)

    # That's all folks!
    return start, stop

######################################################################
# Permission Checking
######################################################################

def is_writable(path):
    # Ensure that it exists.
    if not os.path.exists(path):
        return False

    # If we're on a posix system, check its permissions.
    if hasattr(os, 'getuid'):
        statdata = os.stat(path)
        perm = stat.S_IMODE(statdata.st_mode)
        # is it world-writable?
        if (perm & 0o002):
            return True
        # do we own it?
        elif statdata.st_uid == os.getuid() and (perm & 0o200):
            return True
        # are we in a group that can write to it?
        elif (statdata.st_gid in [os.getgid()] + os.getgroups()) \
            and (perm & 0o020):
            return True
        # otherwise, we can't write to it.
        else:
            return False

    # Otherwise, we'll assume it's writable.
    # [xx] should we do other checks on other platforms?
    return True

######################################################################
# NLTK Error reporting
######################################################################

def raise_unorderable_types(ordering, a, b):
    raise TypeError("unorderable types: %s() %s %s()" % (type(a).__name__, ordering, type(b).__name__))