Old engine for Continuous Time Bayesian Networks. Superseded by reCTBN. 🐍
https://github.com/madlabunimib/PyCTBN
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1549 lines
58 KiB
1549 lines
58 KiB
4 years ago
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"""
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Customisable progressbar decorator for iterators.
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Includes a default `range` iterator printing to `stderr`.
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Usage:
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>>> from tqdm import trange, tqdm
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>>> for i in trange(10):
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... ...
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"""
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from __future__ import absolute_import, division
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from collections import OrderedDict
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from contextlib import contextmanager
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from datetime import datetime, timedelta
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from numbers import Number
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from time import time
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from warnings import warn
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from weakref import WeakSet
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import sys
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from .utils import _supports_unicode, _screen_shape_wrapper, _range, _unich, \
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_term_move_up, _unicode, _basestring, \
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Comparable, _is_ascii, FormatReplace, disp_len, disp_trim, \
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SimpleTextIOWrapper, DisableOnWriteError, CallbackIOWrapper
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from ._monitor import TMonitor
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__author__ = "https://github.com/tqdm/tqdm#contributions"
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__all__ = ['tqdm', 'trange',
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'TqdmTypeError', 'TqdmKeyError', 'TqdmWarning',
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'TqdmExperimentalWarning', 'TqdmDeprecationWarning',
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'TqdmMonitorWarning']
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class TqdmTypeError(TypeError):
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pass
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class TqdmKeyError(KeyError):
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pass
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class TqdmWarning(Warning):
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"""base class for all tqdm warnings.
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Used for non-external-code-breaking errors, such as garbled printing.
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"""
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def __init__(self, msg, fp_write=None, *a, **k):
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if fp_write is not None:
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fp_write("\n" + self.__class__.__name__ + ": " +
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str(msg).rstrip() + '\n')
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else:
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super(TqdmWarning, self).__init__(msg, *a, **k)
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class TqdmExperimentalWarning(TqdmWarning, FutureWarning):
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"""beta feature, unstable API and behaviour"""
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pass
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class TqdmDeprecationWarning(TqdmWarning, DeprecationWarning):
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# not suppressed if raised
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pass
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class TqdmMonitorWarning(TqdmWarning, RuntimeWarning):
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"""tqdm monitor errors which do not affect external functionality"""
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pass
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def TRLock(*args, **kwargs):
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"""threading RLock"""
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try:
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from threading import RLock
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return RLock(*args, **kwargs)
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except (ImportError, OSError): # pragma: no cover
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pass
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class TqdmDefaultWriteLock(object):
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"""
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Provide a default write lock for thread and multiprocessing safety.
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Works only on platforms supporting `fork` (so Windows is excluded).
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You must initialise a `tqdm` or `TqdmDefaultWriteLock` instance
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before forking in order for the write lock to work.
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On Windows, you need to supply the lock from the parent to the children as
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an argument to joblib or the parallelism lib you use.
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"""
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# global thread lock so no setup required for multithreading.
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# NB: Do not create multiprocessing lock as it sets the multiprocessing
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# context, disallowing `spawn()`/`forkserver()`
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th_lock = TRLock()
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def __init__(self):
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# Create global parallelism locks to avoid racing issues with parallel
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# bars works only if fork available (Linux/MacOSX, but not Windows)
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cls = type(self)
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root_lock = cls.th_lock
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if root_lock is not None:
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root_lock.acquire()
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cls.create_mp_lock()
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self.locks = [lk for lk in [cls.mp_lock, cls.th_lock] if lk is not None]
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if root_lock is not None:
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root_lock.release()
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def acquire(self, *a, **k):
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for lock in self.locks:
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lock.acquire(*a, **k)
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def release(self):
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for lock in self.locks[::-1]: # Release in inverse order of acquisition
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lock.release()
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def __enter__(self):
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self.acquire()
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def __exit__(self, *exc):
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self.release()
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@classmethod
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def create_mp_lock(cls):
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if not hasattr(cls, 'mp_lock'):
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try:
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from multiprocessing import RLock
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cls.mp_lock = RLock()
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except (ImportError, OSError): # pragma: no cover
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cls.mp_lock = None
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@classmethod
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def create_th_lock(cls):
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assert hasattr(cls, 'th_lock')
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warn("create_th_lock not needed anymore", TqdmDeprecationWarning,
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stacklevel=2)
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class Bar(object):
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"""
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`str.format`-able bar with format specifiers: `[width][type]`
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- `width`
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+ unspecified (default): use `self.default_len`
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+ `int >= 0`: overrides `self.default_len`
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+ `int < 0`: subtract from `self.default_len`
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- `type`
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+ `a`: ascii (`charset=self.ASCII` override)
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+ `u`: unicode (`charset=self.UTF` override)
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+ `b`: blank (`charset=" "` override)
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"""
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ASCII = " 123456789#"
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UTF = u" " + u''.join(map(_unich, range(0x258F, 0x2587, -1)))
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BLANK = " "
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COLOUR_RESET = '\x1b[0m'
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COLOUR_RGB = '\x1b[38;2;%d;%d;%dm'
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COLOURS = dict(BLACK='\x1b[30m', RED='\x1b[31m', GREEN='\x1b[32m',
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YELLOW='\x1b[33m', BLUE='\x1b[34m', MAGENTA='\x1b[35m',
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CYAN='\x1b[36m', WHITE='\x1b[37m')
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def __init__(self, frac, default_len=10, charset=UTF, colour=None):
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if not 0 <= frac <= 1:
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warn("clamping frac to range [0, 1]", TqdmWarning, stacklevel=2)
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frac = max(0, min(1, frac))
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assert default_len > 0
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self.frac = frac
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self.default_len = default_len
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self.charset = charset
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self.colour = colour
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@property
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def colour(self):
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return self._colour
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@colour.setter
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def colour(self, value):
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if not value:
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self._colour = None
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return
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try:
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if value.upper() in self.COLOURS:
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self._colour = self.COLOURS[value.upper()]
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elif value[0] == '#' and len(value) == 7:
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self._colour = self.COLOUR_RGB % tuple(
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int(i, 16) for i in (value[1:3], value[3:5], value[5:7]))
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else:
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raise KeyError
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except (KeyError, AttributeError):
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warn("Unknown colour (%s); valid choices: [hex (#00ff00), %s]" % (
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value, ", ".join(self.COLOURS)),
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TqdmWarning, stacklevel=2)
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self._colour = None
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def __format__(self, format_spec):
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if format_spec:
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_type = format_spec[-1].lower()
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try:
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charset = dict(a=self.ASCII, u=self.UTF, b=self.BLANK)[_type]
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except KeyError:
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charset = self.charset
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else:
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format_spec = format_spec[:-1]
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if format_spec:
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N_BARS = int(format_spec)
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if N_BARS < 0:
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N_BARS += self.default_len
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else:
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N_BARS = self.default_len
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else:
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charset = self.charset
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N_BARS = self.default_len
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nsyms = len(charset) - 1
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bar_length, frac_bar_length = divmod(
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int(self.frac * N_BARS * nsyms), nsyms)
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res = charset[-1] * bar_length
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if bar_length < N_BARS: # whitespace padding
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res = res + charset[frac_bar_length] + \
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charset[0] * (N_BARS - bar_length - 1)
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return self.colour + res + self.COLOUR_RESET if self.colour else res
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class tqdm(Comparable):
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"""
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Decorate an iterable object, returning an iterator which acts exactly
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like the original iterable, but prints a dynamically updating
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progressbar every time a value is requested.
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"""
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monitor_interval = 10 # set to 0 to disable the thread
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monitor = None
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_instances = WeakSet()
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@staticmethod
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def format_sizeof(num, suffix='', divisor=1000):
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"""
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Formats a number (greater than unity) with SI Order of Magnitude
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prefixes.
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Parameters
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----------
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num : float
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Number ( >= 1) to format.
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suffix : str, optional
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Post-postfix [default: ''].
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divisor : float, optional
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Divisor between prefixes [default: 1000].
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Returns
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-------
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out : str
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Number with Order of Magnitude SI unit postfix.
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"""
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for unit in ['', 'k', 'M', 'G', 'T', 'P', 'E', 'Z']:
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if abs(num) < 999.5:
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if abs(num) < 99.95:
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if abs(num) < 9.995:
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return '{0:1.2f}'.format(num) + unit + suffix
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return '{0:2.1f}'.format(num) + unit + suffix
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return '{0:3.0f}'.format(num) + unit + suffix
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num /= divisor
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return '{0:3.1f}Y'.format(num) + suffix
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@staticmethod
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def format_interval(t):
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"""
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Formats a number of seconds as a clock time, [H:]MM:SS
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Parameters
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----------
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t : int
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Number of seconds.
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Returns
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-------
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out : str
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[H:]MM:SS
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"""
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mins, s = divmod(int(t), 60)
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h, m = divmod(mins, 60)
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if h:
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return '{0:d}:{1:02d}:{2:02d}'.format(h, m, s)
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else:
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return '{0:02d}:{1:02d}'.format(m, s)
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@staticmethod
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def format_num(n):
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"""
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Intelligent scientific notation (.3g).
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Parameters
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----------
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n : int or float or Numeric
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A Number.
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||
|
|
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||
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Returns
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-------
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out : str
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Formatted number.
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"""
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f = '{0:.3g}'.format(n).replace('+0', '+').replace('-0', '-')
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n = str(n)
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return f if len(f) < len(n) else n
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|
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@staticmethod
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def ema(x, mu=None, alpha=0.3):
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"""
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|
|
Exponential moving average: smoothing to give progressively lower
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weights to older values.
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||
|
|
|
||
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Parameters
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----------
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x : float
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New value to include in EMA.
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mu : float, optional
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Previous EMA value.
|
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alpha : float, optional
|
||
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Smoothing factor in range [0, 1], [default: 0.3].
|
||
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Increase to give more weight to recent values.
|
||
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Ranges from 0 (yields mu) to 1 (yields x).
|
||
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|
"""
|
||
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return x if mu is None else (alpha * x) + (1 - alpha) * mu
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||
|
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|
||
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|
@staticmethod
|
||
|
|
def status_printer(file):
|
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|
|
"""
|
||
|
|
Manage the printing and in-place updating of a line of characters.
|
||
|
|
Note that if the string is longer than a line, then in-place
|
||
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|
updating may not work (it will print a new line at each refresh).
|
||
|
|
"""
|
||
|
|
fp = file
|
||
|
|
fp_flush = getattr(fp, 'flush', lambda: None) # pragma: no cover
|
||
|
|
|
||
|
|
def fp_write(s):
|
||
|
|
fp.write(_unicode(s))
|
||
|
|
fp_flush()
|
||
|
|
|
||
|
|
last_len = [0]
|
||
|
|
|
||
|
|
def print_status(s):
|
||
|
|
len_s = disp_len(s)
|
||
|
|
fp_write('\r' + s + (' ' * max(last_len[0] - len_s, 0)))
|
||
|
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last_len[0] = len_s
|
||
|
|
|
||
|
|
return print_status
|
||
|
|
|
||
|
|
@staticmethod
|
||
|
|
def format_meter(n, total, elapsed, ncols=None, prefix='', ascii=False,
|
||
|
|
unit='it', unit_scale=False, rate=None, bar_format=None,
|
||
|
|
postfix=None, unit_divisor=1000, initial=0, colour=None,
|
||
|
|
**extra_kwargs):
|
||
|
|
"""
|
||
|
|
Return a string-based progress bar given some parameters
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
n : int or float
|
||
|
|
Number of finished iterations.
|
||
|
|
total : int or float
|
||
|
|
The expected total number of iterations. If meaningless (None),
|
||
|
|
only basic progress statistics are displayed (no ETA).
|
||
|
|
elapsed : float
|
||
|
|
Number of seconds passed since start.
|
||
|
|
ncols : int, optional
|
||
|
|
The width of the entire output message. If specified,
|
||
|
|
dynamically resizes `{bar}` to stay within this bound
|
||
|
|
[default: None]. If `0`, will not print any bar (only stats).
|
||
|
|
The fallback is `{bar:10}`.
|
||
|
|
prefix : str, optional
|
||
|
|
Prefix message (included in total width) [default: ''].
|
||
|
|
Use as {desc} in bar_format string.
|
||
|
|
ascii : bool, optional or str, optional
|
||
|
|
If not set, use unicode (smooth blocks) to fill the meter
|
||
|
|
[default: False]. The fallback is to use ASCII characters
|
||
|
|
" 123456789#".
|
||
|
|
unit : str, optional
|
||
|
|
The iteration unit [default: 'it'].
|
||
|
|
unit_scale : bool or int or float, optional
|
||
|
|
If 1 or True, the number of iterations will be printed with an
|
||
|
|
appropriate SI metric prefix (k = 10^3, M = 10^6, etc.)
|
||
|
|
[default: False]. If any other non-zero number, will scale
|
||
|
|
`total` and `n`.
|
||
|
|
rate : float, optional
|
||
|
|
Manual override for iteration rate.
|
||
|
|
If [default: None], uses n/elapsed.
|
||
|
|
bar_format : str, optional
|
||
|
|
Specify a custom bar string formatting. May impact performance.
|
||
|
|
[default: '{l_bar}{bar}{r_bar}'], where
|
||
|
|
l_bar='{desc}: {percentage:3.0f}%|' and
|
||
|
|
r_bar='| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, '
|
||
|
|
'{rate_fmt}{postfix}]'
|
||
|
|
Possible vars: l_bar, bar, r_bar, n, n_fmt, total, total_fmt,
|
||
|
|
percentage, elapsed, elapsed_s, ncols, nrows, desc, unit,
|
||
|
|
rate, rate_fmt, rate_noinv, rate_noinv_fmt,
|
||
|
|
rate_inv, rate_inv_fmt, postfix, unit_divisor,
|
||
|
|
remaining, remaining_s, eta.
|
||
|
|
Note that a trailing ": " is automatically removed after {desc}
|
||
|
|
if the latter is empty.
|
||
|
|
postfix : *, optional
|
||
|
|
Similar to `prefix`, but placed at the end
|
||
|
|
(e.g. for additional stats).
|
||
|
|
Note: postfix is usually a string (not a dict) for this method,
|
||
|
|
and will if possible be set to postfix = ', ' + postfix.
|
||
|
|
However other types are supported (#382).
|
||
|
|
unit_divisor : float, optional
|
||
|
|
[default: 1000], ignored unless `unit_scale` is True.
|
||
|
|
initial : int or float, optional
|
||
|
|
The initial counter value [default: 0].
|
||
|
|
colour : str, optional
|
||
|
|
Bar colour (e.g. 'green', '#00ff00').
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
out : Formatted meter and stats, ready to display.
|
||
|
|
"""
|
||
|
|
|
||
|
|
# sanity check: total
|
||
|
|
if total and n >= (total + 0.5): # allow float imprecision (#849)
|
||
|
|
total = None
|
||
|
|
|
||
|
|
# apply custom scale if necessary
|
||
|
|
if unit_scale and unit_scale not in (True, 1):
|
||
|
|
if total:
|
||
|
|
total *= unit_scale
|
||
|
|
n *= unit_scale
|
||
|
|
if rate:
|
||
|
|
rate *= unit_scale # by default rate = 1 / self.avg_time
|
||
|
|
unit_scale = False
|
||
|
|
|
||
|
|
elapsed_str = tqdm.format_interval(elapsed)
|
||
|
|
|
||
|
|
# if unspecified, attempt to use rate = average speed
|
||
|
|
# (we allow manual override since predicting time is an arcane art)
|
||
|
|
if rate is None and elapsed:
|
||
|
|
rate = (n - initial) / elapsed
|
||
|
|
inv_rate = 1 / rate if rate else None
|
||
|
|
format_sizeof = tqdm.format_sizeof
|
||
|
|
rate_noinv_fmt = ((format_sizeof(rate) if unit_scale else
|
||
|
|
'{0:5.2f}'.format(rate))
|
||
|
|
if rate else '?') + unit + '/s'
|
||
|
|
rate_inv_fmt = ((format_sizeof(inv_rate) if unit_scale else
|
||
|
|
'{0:5.2f}'.format(inv_rate))
|
||
|
|
if inv_rate else '?') + 's/' + unit
|
||
|
|
rate_fmt = rate_inv_fmt if inv_rate and inv_rate > 1 else rate_noinv_fmt
|
||
|
|
|
||
|
|
if unit_scale:
|
||
|
|
n_fmt = format_sizeof(n, divisor=unit_divisor)
|
||
|
|
total_fmt = format_sizeof(total, divisor=unit_divisor) \
|
||
|
|
if total is not None else '?'
|
||
|
|
else:
|
||
|
|
n_fmt = str(n)
|
||
|
|
total_fmt = str(total) if total is not None else '?'
|
||
|
|
|
||
|
|
try:
|
||
|
|
postfix = ', ' + postfix if postfix else ''
|
||
|
|
except TypeError:
|
||
|
|
pass
|
||
|
|
|
||
|
|
remaining = (total - n) / rate if rate and total else 0
|
||
|
|
remaining_str = tqdm.format_interval(remaining) if rate else '?'
|
||
|
|
try:
|
||
|
|
eta_dt = datetime.now() + timedelta(seconds=remaining) \
|
||
|
|
if rate and total else datetime.utcfromtimestamp(0)
|
||
|
|
except OverflowError:
|
||
|
|
eta_dt = datetime.max
|
||
|
|
|
||
|
|
# format the stats displayed to the left and right sides of the bar
|
||
|
|
if prefix:
|
||
|
|
# old prefix setup work around
|
||
|
|
bool_prefix_colon_already = (prefix[-2:] == ": ")
|
||
|
|
l_bar = prefix if bool_prefix_colon_already else prefix + ": "
|
||
|
|
else:
|
||
|
|
l_bar = ''
|
||
|
|
|
||
|
|
r_bar = '| {0}/{1} [{2}<{3}, {4}{5}]'.format(
|
||
|
|
n_fmt, total_fmt, elapsed_str, remaining_str, rate_fmt, postfix)
|
||
|
|
|
||
|
|
# Custom bar formatting
|
||
|
|
# Populate a dict with all available progress indicators
|
||
|
|
format_dict = dict(
|
||
|
|
# slight extension of self.format_dict
|
||
|
|
n=n, n_fmt=n_fmt, total=total, total_fmt=total_fmt,
|
||
|
|
elapsed=elapsed_str, elapsed_s=elapsed,
|
||
|
|
ncols=ncols, desc=prefix or '', unit=unit,
|
||
|
|
rate=inv_rate if inv_rate and inv_rate > 1 else rate,
|
||
|
|
rate_fmt=rate_fmt, rate_noinv=rate,
|
||
|
|
rate_noinv_fmt=rate_noinv_fmt, rate_inv=inv_rate,
|
||
|
|
rate_inv_fmt=rate_inv_fmt,
|
||
|
|
postfix=postfix, unit_divisor=unit_divisor,
|
||
|
|
colour=colour,
|
||
|
|
# plus more useful definitions
|
||
|
|
remaining=remaining_str, remaining_s=remaining,
|
||
|
|
l_bar=l_bar, r_bar=r_bar, eta=eta_dt,
|
||
|
|
**extra_kwargs)
|
||
|
|
|
||
|
|
# total is known: we can predict some stats
|
||
|
|
if total:
|
||
|
|
# fractional and percentage progress
|
||
|
|
frac = n / total
|
||
|
|
percentage = frac * 100
|
||
|
|
|
||
|
|
l_bar += '{0:3.0f}%|'.format(percentage)
|
||
|
|
|
||
|
|
if ncols == 0:
|
||
|
|
return l_bar[:-1] + r_bar[1:]
|
||
|
|
|
||
|
|
format_dict.update(l_bar=l_bar)
|
||
|
|
if bar_format:
|
||
|
|
format_dict.update(percentage=percentage)
|
||
|
|
|
||
|
|
# auto-remove colon for empty `desc`
|
||
|
|
if not prefix:
|
||
|
|
bar_format = bar_format.replace("{desc}: ", '')
|
||
|
|
else:
|
||
|
|
bar_format = "{l_bar}{bar}{r_bar}"
|
||
|
|
|
||
|
|
full_bar = FormatReplace()
|
||
|
|
try:
|
||
|
|
nobar = bar_format.format(bar=full_bar, **format_dict)
|
||
|
|
except UnicodeEncodeError:
|
||
|
|
bar_format = _unicode(bar_format)
|
||
|
|
nobar = bar_format.format(bar=full_bar, **format_dict)
|
||
|
|
if not full_bar.format_called:
|
||
|
|
# no {bar}, we can just format and return
|
||
|
|
return nobar
|
||
|
|
|
||
|
|
# Formatting progress bar space available for bar's display
|
||
|
|
full_bar = Bar(
|
||
|
|
frac,
|
||
|
|
max(1, ncols - disp_len(nobar))
|
||
|
|
if ncols else 10,
|
||
|
|
charset=Bar.ASCII if ascii is True else ascii or Bar.UTF,
|
||
|
|
colour=colour)
|
||
|
|
if not _is_ascii(full_bar.charset) and _is_ascii(bar_format):
|
||
|
|
bar_format = _unicode(bar_format)
|
||
|
|
res = bar_format.format(bar=full_bar, **format_dict)
|
||
|
|
return disp_trim(res, ncols) if ncols else res
|
||
|
|
|
||
|
|
elif bar_format:
|
||
|
|
# user-specified bar_format but no total
|
||
|
|
l_bar += '|'
|
||
|
|
format_dict.update(l_bar=l_bar, percentage=0)
|
||
|
|
full_bar = FormatReplace()
|
||
|
|
nobar = bar_format.format(bar=full_bar, **format_dict)
|
||
|
|
if not full_bar.format_called:
|
||
|
|
return nobar
|
||
|
|
full_bar = Bar(
|
||
|
|
0,
|
||
|
|
max(1, ncols - disp_len(nobar))
|
||
|
|
if ncols else 10,
|
||
|
|
charset=Bar.BLANK,
|
||
|
|
colour=colour)
|
||
|
|
res = bar_format.format(bar=full_bar, **format_dict)
|
||
|
|
return disp_trim(res, ncols) if ncols else res
|
||
|
|
else:
|
||
|
|
# no total: no progressbar, ETA, just progress stats
|
||
|
|
return ((prefix + ": ") if prefix else '') + \
|
||
|
|
'{0}{1} [{2}, {3}{4}]'.format(
|
||
|
|
n_fmt, unit, elapsed_str, rate_fmt, postfix)
|
||
|
|
|
||
|
|
def __new__(cls, *_, **__):
|
||
|
|
instance = object.__new__(cls)
|
||
|
|
with cls.get_lock(): # also constructs lock if non-existent
|
||
|
|
cls._instances.add(instance)
|
||
|
|
# create monitoring thread
|
||
|
|
if cls.monitor_interval and (cls.monitor is None or not
|
||
|
|
cls.monitor.report()):
|
||
|
|
try:
|
||
|
|
cls.monitor = TMonitor(cls, cls.monitor_interval)
|
||
|
|
except Exception as e: # pragma: nocover
|
||
|
|
warn("tqdm:disabling monitor support"
|
||
|
|
" (monitor_interval = 0) due to:\n" + str(e),
|
||
|
|
TqdmMonitorWarning, stacklevel=2)
|
||
|
|
cls.monitor_interval = 0
|
||
|
|
return instance
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def _get_free_pos(cls, instance=None):
|
||
|
|
"""Skips specified instance."""
|
||
|
|
positions = set(abs(inst.pos) for inst in cls._instances
|
||
|
|
if inst is not instance and hasattr(inst, "pos"))
|
||
|
|
return min(set(range(len(positions) + 1)).difference(positions))
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def _decr_instances(cls, instance):
|
||
|
|
"""
|
||
|
|
Remove from list and reposition another unfixed bar
|
||
|
|
to fill the new gap.
|
||
|
|
|
||
|
|
This means that by default (where all nested bars are unfixed),
|
||
|
|
order is not maintained but screen flicker/blank space is minimised.
|
||
|
|
(tqdm<=4.44.1 moved ALL subsequent unfixed bars up.)
|
||
|
|
"""
|
||
|
|
with cls._lock:
|
||
|
|
try:
|
||
|
|
cls._instances.remove(instance)
|
||
|
|
except KeyError:
|
||
|
|
# if not instance.gui: # pragma: no cover
|
||
|
|
# raise
|
||
|
|
pass # py2: maybe magically removed already
|
||
|
|
# else:
|
||
|
|
if not instance.gui:
|
||
|
|
last = (instance.nrows or 20) - 1
|
||
|
|
# find unfixed (`pos >= 0`) overflow (`pos >= nrows - 1`)
|
||
|
|
instances = list(filter(
|
||
|
|
lambda i: hasattr(i, "pos") and last <= i.pos,
|
||
|
|
cls._instances))
|
||
|
|
# set first found to current `pos`
|
||
|
|
if instances:
|
||
|
|
inst = min(instances, key=lambda i: i.pos)
|
||
|
|
inst.clear(nolock=True)
|
||
|
|
inst.pos = abs(instance.pos)
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def write(cls, s, file=None, end="\n", nolock=False):
|
||
|
|
"""Print a message via tqdm (without overlap with bars)."""
|
||
|
|
fp = file if file is not None else sys.stdout
|
||
|
|
with cls.external_write_mode(file=file, nolock=nolock):
|
||
|
|
# Write the message
|
||
|
|
fp.write(s)
|
||
|
|
fp.write(end)
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
@contextmanager
|
||
|
|
def external_write_mode(cls, file=None, nolock=False):
|
||
|
|
"""
|
||
|
|
Disable tqdm within context and refresh tqdm when exits.
|
||
|
|
Useful when writing to standard output stream
|
||
|
|
"""
|
||
|
|
fp = file if file is not None else sys.stdout
|
||
|
|
|
||
|
|
try:
|
||
|
|
if not nolock:
|
||
|
|
cls.get_lock().acquire()
|
||
|
|
# Clear all bars
|
||
|
|
inst_cleared = []
|
||
|
|
for inst in getattr(cls, '_instances', []):
|
||
|
|
# Clear instance if in the target output file
|
||
|
|
# or if write output + tqdm output are both either
|
||
|
|
# sys.stdout or sys.stderr (because both are mixed in terminal)
|
||
|
|
if hasattr(inst, "start_t") and (inst.fp == fp or all(
|
||
|
|
f in (sys.stdout, sys.stderr) for f in (fp, inst.fp))):
|
||
|
|
inst.clear(nolock=True)
|
||
|
|
inst_cleared.append(inst)
|
||
|
|
yield
|
||
|
|
# Force refresh display of bars we cleared
|
||
|
|
for inst in inst_cleared:
|
||
|
|
inst.refresh(nolock=True)
|
||
|
|
finally:
|
||
|
|
if not nolock:
|
||
|
|
cls._lock.release()
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def set_lock(cls, lock):
|
||
|
|
"""Set the global lock."""
|
||
|
|
cls._lock = lock
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def get_lock(cls):
|
||
|
|
"""Get the global lock. Construct it if it does not exist."""
|
||
|
|
if not hasattr(cls, '_lock'):
|
||
|
|
cls._lock = TqdmDefaultWriteLock()
|
||
|
|
return cls._lock
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
def pandas(cls, **tqdm_kwargs):
|
||
|
|
"""
|
||
|
|
Registers the current `tqdm` class with
|
||
|
|
pandas.core.
|
||
|
|
( frame.DataFrame
|
||
|
|
| series.Series
|
||
|
|
| groupby.(generic.)DataFrameGroupBy
|
||
|
|
| groupby.(generic.)SeriesGroupBy
|
||
|
|
).progress_apply
|
||
|
|
|
||
|
|
A new instance will be create every time `progress_apply` is called,
|
||
|
|
and each instance will automatically `close()` upon completion.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
tqdm_kwargs : arguments for the tqdm instance
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
>>> import pandas as pd
|
||
|
|
>>> import numpy as np
|
||
|
|
>>> from tqdm import tqdm
|
||
|
|
>>> from tqdm.gui import tqdm as tqdm_gui
|
||
|
|
>>>
|
||
|
|
>>> df = pd.DataFrame(np.random.randint(0, 100, (100000, 6)))
|
||
|
|
>>> tqdm.pandas(ncols=50) # can use tqdm_gui, optional kwargs, etc
|
||
|
|
>>> # Now you can use `progress_apply` instead of `apply`
|
||
|
|
>>> df.groupby(0).progress_apply(lambda x: x**2)
|
||
|
|
|
||
|
|
References
|
||
|
|
----------
|
||
|
|
<https://stackoverflow.com/questions/18603270/\
|
||
|
|
progress-indicator-during-pandas-operations-python>
|
||
|
|
"""
|
||
|
|
from pandas.core.frame import DataFrame
|
||
|
|
from pandas.core.series import Series
|
||
|
|
try:
|
||
|
|
from pandas import Panel
|
||
|
|
except ImportError: # TODO: pandas>0.25.2
|
||
|
|
Panel = None
|
||
|
|
try: # pandas>=1.0.0
|
||
|
|
from pandas.core.window.rolling import _Rolling_and_Expanding
|
||
|
|
except ImportError:
|
||
|
|
try: # pandas>=0.18.0
|
||
|
|
from pandas.core.window import _Rolling_and_Expanding
|
||
|
|
except ImportError: # pragma: no cover
|
||
|
|
_Rolling_and_Expanding = None
|
||
|
|
try: # pandas>=0.25.0
|
||
|
|
from pandas.core.groupby.generic import DataFrameGroupBy, \
|
||
|
|
SeriesGroupBy # , NDFrameGroupBy
|
||
|
|
except ImportError:
|
||
|
|
try: # pandas>=0.23.0
|
||
|
|
from pandas.core.groupby.groupby import DataFrameGroupBy, \
|
||
|
|
SeriesGroupBy
|
||
|
|
except ImportError:
|
||
|
|
from pandas.core.groupby import DataFrameGroupBy, \
|
||
|
|
SeriesGroupBy
|
||
|
|
try: # pandas>=0.23.0
|
||
|
|
from pandas.core.groupby.groupby import GroupBy
|
||
|
|
except ImportError:
|
||
|
|
from pandas.core.groupby import GroupBy
|
||
|
|
|
||
|
|
try: # pandas>=0.23.0
|
||
|
|
from pandas.core.groupby.groupby import PanelGroupBy
|
||
|
|
except ImportError:
|
||
|
|
try:
|
||
|
|
from pandas.core.groupby import PanelGroupBy
|
||
|
|
except ImportError: # pandas>=0.25.0
|
||
|
|
PanelGroupBy = None
|
||
|
|
|
||
|
|
tqdm_kwargs = tqdm_kwargs.copy()
|
||
|
|
deprecated_t = [tqdm_kwargs.pop('deprecated_t', None)]
|
||
|
|
|
||
|
|
def inner_generator(df_function='apply'):
|
||
|
|
def inner(df, func, *args, **kwargs):
|
||
|
|
"""
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
df : (DataFrame|Series)[GroupBy]
|
||
|
|
Data (may be grouped).
|
||
|
|
func : function
|
||
|
|
To be applied on the (grouped) data.
|
||
|
|
**kwargs : optional
|
||
|
|
Transmitted to `df.apply()`.
|
||
|
|
"""
|
||
|
|
|
||
|
|
# Precompute total iterations
|
||
|
|
total = tqdm_kwargs.pop("total", getattr(df, 'ngroups', None))
|
||
|
|
if total is None: # not grouped
|
||
|
|
if df_function == 'applymap':
|
||
|
|
total = df.size
|
||
|
|
elif isinstance(df, Series):
|
||
|
|
total = len(df)
|
||
|
|
elif _Rolling_and_Expanding is None or \
|
||
|
|
not isinstance(df, _Rolling_and_Expanding):
|
||
|
|
# DataFrame or Panel
|
||
|
|
axis = kwargs.get('axis', 0)
|
||
|
|
if axis == 'index':
|
||
|
|
axis = 0
|
||
|
|
elif axis == 'columns':
|
||
|
|
axis = 1
|
||
|
|
# when axis=0, total is shape[axis1]
|
||
|
|
total = df.size // df.shape[axis]
|
||
|
|
|
||
|
|
# Init bar
|
||
|
|
if deprecated_t[0] is not None:
|
||
|
|
t = deprecated_t[0]
|
||
|
|
deprecated_t[0] = None
|
||
|
|
else:
|
||
|
|
t = cls(total=total, **tqdm_kwargs)
|
||
|
|
|
||
|
|
if len(args) > 0:
|
||
|
|
# *args intentionally not supported (see #244, #299)
|
||
|
|
TqdmDeprecationWarning(
|
||
|
|
"Except func, normal arguments are intentionally" +
|
||
|
|
" not supported by" +
|
||
|
|
" `(DataFrame|Series|GroupBy).progress_apply`." +
|
||
|
|
" Use keyword arguments instead.",
|
||
|
|
fp_write=getattr(t.fp, 'write', sys.stderr.write))
|
||
|
|
|
||
|
|
try:
|
||
|
|
func = df._is_builtin_func(func)
|
||
|
|
except TypeError:
|
||
|
|
pass
|
||
|
|
|
||
|
|
# Define bar updating wrapper
|
||
|
|
def wrapper(*args, **kwargs):
|
||
|
|
# update tbar correctly
|
||
|
|
# it seems `pandas apply` calls `func` twice
|
||
|
|
# on the first column/row to decide whether it can
|
||
|
|
# take a fast or slow code path; so stop when t.total==t.n
|
||
|
|
t.update(n=1 if not t.total or t.n < t.total else 0)
|
||
|
|
return func(*args, **kwargs)
|
||
|
|
|
||
|
|
# Apply the provided function (in **kwargs)
|
||
|
|
# on the df using our wrapper (which provides bar updating)
|
||
|
|
try:
|
||
|
|
return getattr(df, df_function)(wrapper, **kwargs)
|
||
|
|
finally:
|
||
|
|
t.close()
|
||
|
|
|
||
|
|
return inner
|
||
|
|
|
||
|
|
# Monkeypatch pandas to provide easy methods
|
||
|
|
# Enable custom tqdm progress in pandas!
|
||
|
|
Series.progress_apply = inner_generator()
|
||
|
|
SeriesGroupBy.progress_apply = inner_generator()
|
||
|
|
Series.progress_map = inner_generator('map')
|
||
|
|
SeriesGroupBy.progress_map = inner_generator('map')
|
||
|
|
|
||
|
|
DataFrame.progress_apply = inner_generator()
|
||
|
|
DataFrameGroupBy.progress_apply = inner_generator()
|
||
|
|
DataFrame.progress_applymap = inner_generator('applymap')
|
||
|
|
|
||
|
|
if Panel is not None:
|
||
|
|
Panel.progress_apply = inner_generator()
|
||
|
|
if PanelGroupBy is not None:
|
||
|
|
PanelGroupBy.progress_apply = inner_generator()
|
||
|
|
|
||
|
|
GroupBy.progress_apply = inner_generator()
|
||
|
|
GroupBy.progress_aggregate = inner_generator('aggregate')
|
||
|
|
GroupBy.progress_transform = inner_generator('transform')
|
||
|
|
|
||
|
|
if _Rolling_and_Expanding is not None: # pragma: no cover
|
||
|
|
_Rolling_and_Expanding.progress_apply = inner_generator()
|
||
|
|
|
||
|
|
def __init__(self, iterable=None, desc=None, total=None, leave=True,
|
||
|
|
file=None, ncols=None, mininterval=0.1, maxinterval=10.0,
|
||
|
|
miniters=None, ascii=None, disable=False, unit='it',
|
||
|
|
unit_scale=False, dynamic_ncols=False, smoothing=0.3,
|
||
|
|
bar_format=None, initial=0, position=None, postfix=None,
|
||
|
|
unit_divisor=1000, write_bytes=None, lock_args=None,
|
||
|
|
nrows=None, colour=None,
|
||
|
|
gui=False, **kwargs):
|
||
|
|
"""
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
iterable : iterable, optional
|
||
|
|
Iterable to decorate with a progressbar.
|
||
|
|
Leave blank to manually manage the updates.
|
||
|
|
desc : str, optional
|
||
|
|
Prefix for the progressbar.
|
||
|
|
total : int or float, optional
|
||
|
|
The number of expected iterations. If unspecified,
|
||
|
|
len(iterable) is used if possible. If float("inf") or as a last
|
||
|
|
resort, only basic progress statistics are displayed
|
||
|
|
(no ETA, no progressbar).
|
||
|
|
If `gui` is True and this parameter needs subsequent updating,
|
||
|
|
specify an initial arbitrary large positive number,
|
||
|
|
e.g. 9e9.
|
||
|
|
leave : bool, optional
|
||
|
|
If [default: True], keeps all traces of the progressbar
|
||
|
|
upon termination of iteration.
|
||
|
|
If `None`, will leave only if `position` is `0`.
|
||
|
|
file : `io.TextIOWrapper` or `io.StringIO`, optional
|
||
|
|
Specifies where to output the progress messages
|
||
|
|
(default: sys.stderr). Uses `file.write(str)` and `file.flush()`
|
||
|
|
methods. For encoding, see `write_bytes`.
|
||
|
|
ncols : int, optional
|
||
|
|
The width of the entire output message. If specified,
|
||
|
|
dynamically resizes the progressbar to stay within this bound.
|
||
|
|
If unspecified, attempts to use environment width. The
|
||
|
|
fallback is a meter width of 10 and no limit for the counter and
|
||
|
|
statistics. If 0, will not print any meter (only stats).
|
||
|
|
mininterval : float, optional
|
||
|
|
Minimum progress display update interval [default: 0.1] seconds.
|
||
|
|
maxinterval : float, optional
|
||
|
|
Maximum progress display update interval [default: 10] seconds.
|
||
|
|
Automatically adjusts `miniters` to correspond to `mininterval`
|
||
|
|
after long display update lag. Only works if `dynamic_miniters`
|
||
|
|
or monitor thread is enabled.
|
||
|
|
miniters : int or float, optional
|
||
|
|
Minimum progress display update interval, in iterations.
|
||
|
|
If 0 and `dynamic_miniters`, will automatically adjust to equal
|
||
|
|
`mininterval` (more CPU efficient, good for tight loops).
|
||
|
|
If > 0, will skip display of specified number of iterations.
|
||
|
|
Tweak this and `mininterval` to get very efficient loops.
|
||
|
|
If your progress is erratic with both fast and slow iterations
|
||
|
|
(network, skipping items, etc) you should set miniters=1.
|
||
|
|
ascii : bool or str, optional
|
||
|
|
If unspecified or False, use unicode (smooth blocks) to fill
|
||
|
|
the meter. The fallback is to use ASCII characters " 123456789#".
|
||
|
|
disable : bool, optional
|
||
|
|
Whether to disable the entire progressbar wrapper
|
||
|
|
[default: False]. If set to None, disable on non-TTY.
|
||
|
|
unit : str, optional
|
||
|
|
String that will be used to define the unit of each iteration
|
||
|
|
[default: it].
|
||
|
|
unit_scale : bool or int or float, optional
|
||
|
|
If 1 or True, the number of iterations will be reduced/scaled
|
||
|
|
automatically and a metric prefix following the
|
||
|
|
International System of Units standard will be added
|
||
|
|
(kilo, mega, etc.) [default: False]. If any other non-zero
|
||
|
|
number, will scale `total` and `n`.
|
||
|
|
dynamic_ncols : bool, optional
|
||
|
|
If set, constantly alters `ncols` and `nrows` to the
|
||
|
|
environment (allowing for window resizes) [default: False].
|
||
|
|
smoothing : float, optional
|
||
|
|
Exponential moving average smoothing factor for speed estimates
|
||
|
|
(ignored in GUI mode). Ranges from 0 (average speed) to 1
|
||
|
|
(current/instantaneous speed) [default: 0.3].
|
||
|
|
bar_format : str, optional
|
||
|
|
Specify a custom bar string formatting. May impact performance.
|
||
|
|
[default: '{l_bar}{bar}{r_bar}'], where
|
||
|
|
l_bar='{desc}: {percentage:3.0f}%|' and
|
||
|
|
r_bar='| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, '
|
||
|
|
'{rate_fmt}{postfix}]'
|
||
|
|
Possible vars: l_bar, bar, r_bar, n, n_fmt, total, total_fmt,
|
||
|
|
percentage, elapsed, elapsed_s, ncols, nrows, desc, unit,
|
||
|
|
rate, rate_fmt, rate_noinv, rate_noinv_fmt,
|
||
|
|
rate_inv, rate_inv_fmt, postfix, unit_divisor,
|
||
|
|
remaining, remaining_s, eta.
|
||
|
|
Note that a trailing ": " is automatically removed after {desc}
|
||
|
|
if the latter is empty.
|
||
|
|
initial : int or float, optional
|
||
|
|
The initial counter value. Useful when restarting a progress
|
||
|
|
bar [default: 0]. If using float, consider specifying `{n:.3f}`
|
||
|
|
or similar in `bar_format`, or specifying `unit_scale`.
|
||
|
|
position : int, optional
|
||
|
|
Specify the line offset to print this bar (starting from 0)
|
||
|
|
Automatic if unspecified.
|
||
|
|
Useful to manage multiple bars at once (eg, from threads).
|
||
|
|
postfix : dict or *, optional
|
||
|
|
Specify additional stats to display at the end of the bar.
|
||
|
|
Calls `set_postfix(**postfix)` if possible (dict).
|
||
|
|
unit_divisor : float, optional
|
||
|
|
[default: 1000], ignored unless `unit_scale` is True.
|
||
|
|
write_bytes : bool, optional
|
||
|
|
If (default: None) and `file` is unspecified,
|
||
|
|
bytes will be written in Python 2. If `True` will also write
|
||
|
|
bytes. In all other cases will default to unicode.
|
||
|
|
lock_args : tuple, optional
|
||
|
|
Passed to `refresh` for intermediate output
|
||
|
|
(initialisation, iterating, and updating).
|
||
|
|
nrows : int, optional
|
||
|
|
The screen height. If specified, hides nested bars outside this
|
||
|
|
bound. If unspecified, attempts to use environment height.
|
||
|
|
The fallback is 20.
|
||
|
|
colour : str, optional
|
||
|
|
Bar colour (e.g. 'green', '#00ff00').
|
||
|
|
gui : bool, optional
|
||
|
|
WARNING: internal parameter - do not use.
|
||
|
|
Use tqdm.gui.tqdm(...) instead. If set, will attempt to use
|
||
|
|
matplotlib animations for a graphical output [default: False].
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
out : decorated iterator.
|
||
|
|
"""
|
||
|
|
if write_bytes is None:
|
||
|
|
write_bytes = file is None and sys.version_info < (3,)
|
||
|
|
|
||
|
|
if file is None:
|
||
|
|
file = sys.stderr
|
||
|
|
|
||
|
|
if write_bytes:
|
||
|
|
# Despite coercing unicode into bytes, py2 sys.std* streams
|
||
|
|
# should have bytes written to them.
|
||
|
|
file = SimpleTextIOWrapper(
|
||
|
|
file, encoding=getattr(file, 'encoding', None) or 'utf-8')
|
||
|
|
|
||
|
|
file = DisableOnWriteError(file, tqdm_instance=self)
|
||
|
|
|
||
|
|
if disable is None and hasattr(file, "isatty") and not file.isatty():
|
||
|
|
disable = True
|
||
|
|
|
||
|
|
if total is None and iterable is not None:
|
||
|
|
try:
|
||
|
|
total = len(iterable)
|
||
|
|
except (TypeError, AttributeError):
|
||
|
|
total = None
|
||
|
|
if total == float("inf"):
|
||
|
|
# Infinite iterations, behave same as unknown
|
||
|
|
total = None
|
||
|
|
|
||
|
|
if disable:
|
||
|
|
self.iterable = iterable
|
||
|
|
self.disable = disable
|
||
|
|
with self._lock:
|
||
|
|
self.pos = self._get_free_pos(self)
|
||
|
|
self._instances.remove(self)
|
||
|
|
self.n = initial
|
||
|
|
self.total = total
|
||
|
|
self.leave = leave
|
||
|
|
return
|
||
|
|
|
||
|
|
if kwargs:
|
||
|
|
self.disable = True
|
||
|
|
with self._lock:
|
||
|
|
self.pos = self._get_free_pos(self)
|
||
|
|
self._instances.remove(self)
|
||
|
|
raise (
|
||
|
|
TqdmDeprecationWarning(
|
||
|
|
"`nested` is deprecated and automated.\n"
|
||
|
|
"Use `position` instead for manual control.\n",
|
||
|
|
fp_write=getattr(file, 'write', sys.stderr.write))
|
||
|
|
if "nested" in kwargs else
|
||
|
|
TqdmKeyError("Unknown argument(s): " + str(kwargs)))
|
||
|
|
|
||
|
|
# Preprocess the arguments
|
||
|
|
if ((ncols is None or nrows is None) and
|
||
|
|
(file in (sys.stderr, sys.stdout))) or \
|
||
|
|
dynamic_ncols: # pragma: no cover
|
||
|
|
if dynamic_ncols:
|
||
|
|
dynamic_ncols = _screen_shape_wrapper()
|
||
|
|
if dynamic_ncols:
|
||
|
|
ncols, nrows = dynamic_ncols(file)
|
||
|
|
else:
|
||
|
|
_dynamic_ncols = _screen_shape_wrapper()
|
||
|
|
if _dynamic_ncols:
|
||
|
|
_ncols, _nrows = _dynamic_ncols(file)
|
||
|
|
if ncols is None:
|
||
|
|
ncols = _ncols
|
||
|
|
if nrows is None:
|
||
|
|
nrows = _nrows
|
||
|
|
|
||
|
|
if miniters is None:
|
||
|
|
miniters = 0
|
||
|
|
dynamic_miniters = True
|
||
|
|
else:
|
||
|
|
dynamic_miniters = False
|
||
|
|
|
||
|
|
if mininterval is None:
|
||
|
|
mininterval = 0
|
||
|
|
|
||
|
|
if maxinterval is None:
|
||
|
|
maxinterval = 0
|
||
|
|
|
||
|
|
if ascii is None:
|
||
|
|
ascii = not _supports_unicode(file)
|
||
|
|
|
||
|
|
if bar_format and not ((ascii is True) or _is_ascii(ascii)):
|
||
|
|
# Convert bar format into unicode since terminal uses unicode
|
||
|
|
bar_format = _unicode(bar_format)
|
||
|
|
|
||
|
|
if smoothing is None:
|
||
|
|
smoothing = 0
|
||
|
|
|
||
|
|
# Store the arguments
|
||
|
|
self.iterable = iterable
|
||
|
|
self.desc = desc or ''
|
||
|
|
self.total = total
|
||
|
|
self.leave = leave
|
||
|
|
self.fp = file
|
||
|
|
self.ncols = ncols
|
||
|
|
self.nrows = nrows
|
||
|
|
self.mininterval = mininterval
|
||
|
|
self.maxinterval = maxinterval
|
||
|
|
self.miniters = miniters
|
||
|
|
self.dynamic_miniters = dynamic_miniters
|
||
|
|
self.ascii = ascii
|
||
|
|
self.disable = disable
|
||
|
|
self.unit = unit
|
||
|
|
self.unit_scale = unit_scale
|
||
|
|
self.unit_divisor = unit_divisor
|
||
|
|
self.initial = initial
|
||
|
|
self.lock_args = lock_args
|
||
|
|
self.gui = gui
|
||
|
|
self.dynamic_ncols = dynamic_ncols
|
||
|
|
self.smoothing = smoothing
|
||
|
|
self.avg_time = None
|
||
|
|
self.bar_format = bar_format
|
||
|
|
self.postfix = None
|
||
|
|
self.colour = colour
|
||
|
|
self._time = time
|
||
|
|
if postfix:
|
||
|
|
try:
|
||
|
|
self.set_postfix(refresh=False, **postfix)
|
||
|
|
except TypeError:
|
||
|
|
self.postfix = postfix
|
||
|
|
|
||
|
|
# Init the iterations counters
|
||
|
|
self.last_print_n = initial
|
||
|
|
self.n = initial
|
||
|
|
|
||
|
|
# if nested, at initial sp() call we replace '\r' by '\n' to
|
||
|
|
# not overwrite the outer progress bar
|
||
|
|
with self._lock:
|
||
|
|
if position is None:
|
||
|
|
self.pos = self._get_free_pos(self)
|
||
|
|
else: # mark fixed positions as negative
|
||
|
|
self.pos = -position
|
||
|
|
|
||
|
|
if not gui:
|
||
|
|
# Initialize the screen printer
|
||
|
|
self.sp = self.status_printer(self.fp)
|
||
|
|
self.refresh(lock_args=self.lock_args)
|
||
|
|
|
||
|
|
# Init the time counter
|
||
|
|
self.last_print_t = self._time()
|
||
|
|
# NB: Avoid race conditions by setting start_t at the very end of init
|
||
|
|
self.start_t = self.last_print_t
|
||
|
|
|
||
|
|
def __bool__(self):
|
||
|
|
if self.total is not None:
|
||
|
|
return self.total > 0
|
||
|
|
if self.iterable is None:
|
||
|
|
raise TypeError('bool() undefined when iterable == total == None')
|
||
|
|
return bool(self.iterable)
|
||
|
|
|
||
|
|
def __nonzero__(self):
|
||
|
|
return self.__bool__()
|
||
|
|
|
||
|
|
def __len__(self):
|
||
|
|
return self.total if self.iterable is None else \
|
||
|
|
(self.iterable.shape[0] if hasattr(self.iterable, "shape")
|
||
|
|
else len(self.iterable) if hasattr(self.iterable, "__len__")
|
||
|
|
else getattr(self, "total", None))
|
||
|
|
|
||
|
|
def __enter__(self):
|
||
|
|
return self
|
||
|
|
|
||
|
|
def __exit__(self, exc_type, exc_value, traceback):
|
||
|
|
try:
|
||
|
|
self.close()
|
||
|
|
except AttributeError:
|
||
|
|
# maybe eager thread cleanup upon external error
|
||
|
|
if (exc_type, exc_value, traceback) == (None, None, None):
|
||
|
|
raise
|
||
|
|
warn("AttributeError ignored", TqdmWarning, stacklevel=2)
|
||
|
|
|
||
|
|
def __del__(self):
|
||
|
|
self.close()
|
||
|
|
|
||
|
|
def __repr__(self):
|
||
|
|
return self.format_meter(**self.format_dict)
|
||
|
|
|
||
|
|
@property
|
||
|
|
def _comparable(self):
|
||
|
|
return abs(getattr(self, "pos", 1 << 31))
|
||
|
|
|
||
|
|
def __hash__(self):
|
||
|
|
return id(self)
|
||
|
|
|
||
|
|
def __iter__(self):
|
||
|
|
"""Backward-compatibility to use: for x in tqdm(iterable)"""
|
||
|
|
|
||
|
|
# Inlining instance variables as locals (speed optimisation)
|
||
|
|
iterable = self.iterable
|
||
|
|
|
||
|
|
# If the bar is disabled, then just walk the iterable
|
||
|
|
# (note: keep this check outside the loop for performance)
|
||
|
|
if self.disable:
|
||
|
|
for obj in iterable:
|
||
|
|
yield obj
|
||
|
|
return
|
||
|
|
|
||
|
|
mininterval = self.mininterval
|
||
|
|
maxinterval = self.maxinterval
|
||
|
|
miniters = self.miniters
|
||
|
|
dynamic_miniters = self.dynamic_miniters
|
||
|
|
last_print_t = self.last_print_t
|
||
|
|
last_print_n = self.last_print_n
|
||
|
|
n = self.n
|
||
|
|
smoothing = self.smoothing
|
||
|
|
avg_time = self.avg_time
|
||
|
|
time = self._time
|
||
|
|
|
||
|
|
if not hasattr(self, 'sp'):
|
||
|
|
raise TqdmDeprecationWarning(
|
||
|
|
"Please use `tqdm.gui.tqdm(...)` instead of"
|
||
|
|
" `tqdm(..., gui=True)`\n",
|
||
|
|
fp_write=getattr(self.fp, 'write', sys.stderr.write))
|
||
|
|
|
||
|
|
try:
|
||
|
|
for obj in iterable:
|
||
|
|
yield obj
|
||
|
|
# Update and possibly print the progressbar.
|
||
|
|
# Note: does not call self.update(1) for speed optimisation.
|
||
|
|
n += 1
|
||
|
|
# check counter first to avoid calls to time()
|
||
|
|
if n - last_print_n >= self.miniters:
|
||
|
|
miniters = self.miniters # watch monitoring thread changes
|
||
|
|
delta_t = time() - last_print_t
|
||
|
|
if delta_t >= mininterval:
|
||
|
|
cur_t = time()
|
||
|
|
delta_it = n - last_print_n
|
||
|
|
# EMA (not just overall average)
|
||
|
|
if smoothing and delta_t and delta_it:
|
||
|
|
rate = delta_t / delta_it
|
||
|
|
avg_time = self.ema(rate, avg_time, smoothing)
|
||
|
|
self.avg_time = avg_time
|
||
|
|
|
||
|
|
self.n = n
|
||
|
|
self.refresh(lock_args=self.lock_args)
|
||
|
|
|
||
|
|
# If no `miniters` was specified, adjust automatically
|
||
|
|
# to the max iteration rate seen so far between 2 prints
|
||
|
|
if dynamic_miniters:
|
||
|
|
if maxinterval and delta_t >= maxinterval:
|
||
|
|
# Adjust miniters to time interval by rule of 3
|
||
|
|
if mininterval:
|
||
|
|
# Set miniters to correspond to mininterval
|
||
|
|
miniters = delta_it * mininterval / delta_t
|
||
|
|
else:
|
||
|
|
# Set miniters to correspond to maxinterval
|
||
|
|
miniters = delta_it * maxinterval / delta_t
|
||
|
|
elif smoothing:
|
||
|
|
# EMA-weight miniters to converge
|
||
|
|
# towards the timeframe of mininterval
|
||
|
|
rate = delta_it
|
||
|
|
if mininterval and delta_t:
|
||
|
|
rate *= mininterval / delta_t
|
||
|
|
miniters = self.ema(rate, miniters, smoothing)
|
||
|
|
else:
|
||
|
|
# Maximum nb of iterations between 2 prints
|
||
|
|
miniters = max(miniters, delta_it)
|
||
|
|
|
||
|
|
# Store old values for next call
|
||
|
|
self.n = self.last_print_n = last_print_n = n
|
||
|
|
self.last_print_t = last_print_t = cur_t
|
||
|
|
self.miniters = miniters
|
||
|
|
finally:
|
||
|
|
# Closing the progress bar.
|
||
|
|
# Update some internal variables for close().
|
||
|
|
self.last_print_n = last_print_n
|
||
|
|
self.n = n
|
||
|
|
self.miniters = miniters
|
||
|
|
self.close()
|
||
|
|
|
||
|
|
def update(self, n=1):
|
||
|
|
"""
|
||
|
|
Manually update the progress bar, useful for streams
|
||
|
|
such as reading files.
|
||
|
|
E.g.:
|
||
|
|
>>> t = tqdm(total=filesize) # Initialise
|
||
|
|
>>> for current_buffer in stream:
|
||
|
|
... ...
|
||
|
|
... t.update(len(current_buffer))
|
||
|
|
>>> t.close()
|
||
|
|
The last line is highly recommended, but possibly not necessary if
|
||
|
|
`t.update()` will be called in such a way that `filesize` will be
|
||
|
|
exactly reached and printed.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
n : int or float, optional
|
||
|
|
Increment to add to the internal counter of iterations
|
||
|
|
[default: 1]. If using float, consider specifying `{n:.3f}`
|
||
|
|
or similar in `bar_format`, or specifying `unit_scale`.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
out : bool or None
|
||
|
|
True if a `display()` was triggered.
|
||
|
|
"""
|
||
|
|
# N.B.: see __iter__() for more comments.
|
||
|
|
if self.disable:
|
||
|
|
return
|
||
|
|
|
||
|
|
if n < 0:
|
||
|
|
self.last_print_n += n # for auto-refresh logic to work
|
||
|
|
self.n += n
|
||
|
|
|
||
|
|
# check counter first to reduce calls to time()
|
||
|
|
if self.n - self.last_print_n >= self.miniters:
|
||
|
|
delta_t = self._time() - self.last_print_t
|
||
|
|
if delta_t >= self.mininterval:
|
||
|
|
cur_t = self._time()
|
||
|
|
delta_it = self.n - self.last_print_n # >= n
|
||
|
|
# elapsed = cur_t - self.start_t
|
||
|
|
# EMA (not just overall average)
|
||
|
|
if self.smoothing and delta_t and delta_it:
|
||
|
|
rate = delta_t / delta_it
|
||
|
|
self.avg_time = self.ema(
|
||
|
|
rate, self.avg_time, self.smoothing)
|
||
|
|
|
||
|
|
if not hasattr(self, "sp"):
|
||
|
|
raise TqdmDeprecationWarning(
|
||
|
|
"Please use `tqdm.gui.tqdm(...)`"
|
||
|
|
" instead of `tqdm(..., gui=True)`\n",
|
||
|
|
fp_write=getattr(self.fp, 'write', sys.stderr.write))
|
||
|
|
|
||
|
|
self.refresh(lock_args=self.lock_args)
|
||
|
|
|
||
|
|
# If no `miniters` was specified, adjust automatically to the
|
||
|
|
# maximum iteration rate seen so far between two prints.
|
||
|
|
# e.g.: After running `tqdm.update(5)`, subsequent
|
||
|
|
# calls to `tqdm.update()` will only cause an update after
|
||
|
|
# at least 5 more iterations.
|
||
|
|
if self.dynamic_miniters:
|
||
|
|
if self.maxinterval and delta_t >= self.maxinterval:
|
||
|
|
if self.mininterval:
|
||
|
|
self.miniters = delta_it * self.mininterval \
|
||
|
|
/ delta_t
|
||
|
|
else:
|
||
|
|
self.miniters = delta_it * self.maxinterval \
|
||
|
|
/ delta_t
|
||
|
|
elif self.smoothing:
|
||
|
|
self.miniters = self.smoothing * delta_it * \
|
||
|
|
(self.mininterval / delta_t
|
||
|
|
if self.mininterval and delta_t
|
||
|
|
else 1) + \
|
||
|
|
(1 - self.smoothing) * self.miniters
|
||
|
|
else:
|
||
|
|
self.miniters = max(self.miniters, delta_it)
|
||
|
|
|
||
|
|
# Store old values for next call
|
||
|
|
self.last_print_n = self.n
|
||
|
|
self.last_print_t = cur_t
|
||
|
|
return True
|
||
|
|
|
||
|
|
def close(self):
|
||
|
|
"""Cleanup and (if leave=False) close the progressbar."""
|
||
|
|
if self.disable:
|
||
|
|
return
|
||
|
|
|
||
|
|
# Prevent multiple closures
|
||
|
|
self.disable = True
|
||
|
|
|
||
|
|
# decrement instance pos and remove from internal set
|
||
|
|
pos = abs(self.pos)
|
||
|
|
self._decr_instances(self)
|
||
|
|
|
||
|
|
# GUI mode
|
||
|
|
if not hasattr(self, "sp"):
|
||
|
|
return
|
||
|
|
|
||
|
|
# annoyingly, _supports_unicode isn't good enough
|
||
|
|
def fp_write(s):
|
||
|
|
self.fp.write(_unicode(s))
|
||
|
|
|
||
|
|
try:
|
||
|
|
fp_write('')
|
||
|
|
except ValueError as e:
|
||
|
|
if 'closed' in str(e):
|
||
|
|
return
|
||
|
|
raise # pragma: no cover
|
||
|
|
|
||
|
|
leave = pos == 0 if self.leave is None else self.leave
|
||
|
|
|
||
|
|
with self._lock:
|
||
|
|
if leave:
|
||
|
|
# stats for overall rate (no weighted average)
|
||
|
|
self.avg_time = None
|
||
|
|
self.display(pos=0)
|
||
|
|
fp_write('\n')
|
||
|
|
else:
|
||
|
|
# clear previous display
|
||
|
|
if self.display(msg='', pos=pos) and not pos:
|
||
|
|
fp_write('\r')
|
||
|
|
|
||
|
|
def clear(self, nolock=False):
|
||
|
|
"""Clear current bar display."""
|
||
|
|
if self.disable:
|
||
|
|
return
|
||
|
|
|
||
|
|
if not nolock:
|
||
|
|
self._lock.acquire()
|
||
|
|
pos = abs(self.pos)
|
||
|
|
if pos < (self.nrows or 20):
|
||
|
|
self.moveto(pos)
|
||
|
|
self.sp('')
|
||
|
|
self.fp.write('\r') # place cursor back at the beginning of line
|
||
|
|
self.moveto(-pos)
|
||
|
|
if not nolock:
|
||
|
|
self._lock.release()
|
||
|
|
|
||
|
|
def refresh(self, nolock=False, lock_args=None):
|
||
|
|
"""
|
||
|
|
Force refresh the display of this bar.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
nolock : bool, optional
|
||
|
|
If `True`, does not lock.
|
||
|
|
If [default: `False`]: calls `acquire()` on internal lock.
|
||
|
|
lock_args : tuple, optional
|
||
|
|
Passed to internal lock's `acquire()`.
|
||
|
|
If specified, will only `display()` if `acquire()` returns `True`.
|
||
|
|
"""
|
||
|
|
if self.disable:
|
||
|
|
return
|
||
|
|
|
||
|
|
if not nolock:
|
||
|
|
if lock_args:
|
||
|
|
if not self._lock.acquire(*lock_args):
|
||
|
|
return False
|
||
|
|
else:
|
||
|
|
self._lock.acquire()
|
||
|
|
self.display()
|
||
|
|
if not nolock:
|
||
|
|
self._lock.release()
|
||
|
|
return True
|
||
|
|
|
||
|
|
def unpause(self):
|
||
|
|
"""Restart tqdm timer from last print time."""
|
||
|
|
cur_t = self._time()
|
||
|
|
self.start_t += cur_t - self.last_print_t
|
||
|
|
self.last_print_t = cur_t
|
||
|
|
|
||
|
|
def reset(self, total=None):
|
||
|
|
"""
|
||
|
|
Resets to 0 iterations for repeated use.
|
||
|
|
|
||
|
|
Consider combining with `leave=True`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
total : int or float, optional. Total to use for the new bar.
|
||
|
|
"""
|
||
|
|
self.last_print_n = self.n = 0
|
||
|
|
self.last_print_t = self.start_t = self._time()
|
||
|
|
if total is not None:
|
||
|
|
self.total = total
|
||
|
|
self.refresh()
|
||
|
|
|
||
|
|
def set_description(self, desc=None, refresh=True):
|
||
|
|
"""
|
||
|
|
Set/modify description of the progress bar.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
desc : str, optional
|
||
|
|
refresh : bool, optional
|
||
|
|
Forces refresh [default: True].
|
||
|
|
"""
|
||
|
|
self.desc = desc + ': ' if desc else ''
|
||
|
|
if refresh:
|
||
|
|
self.refresh()
|
||
|
|
|
||
|
|
def set_description_str(self, desc=None, refresh=True):
|
||
|
|
"""Set/modify description without ': ' appended."""
|
||
|
|
self.desc = desc or ''
|
||
|
|
if refresh:
|
||
|
|
self.refresh()
|
||
|
|
|
||
|
|
def set_postfix(self, ordered_dict=None, refresh=True, **kwargs):
|
||
|
|
"""
|
||
|
|
Set/modify postfix (additional stats)
|
||
|
|
with automatic formatting based on datatype.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
ordered_dict : dict or OrderedDict, optional
|
||
|
|
refresh : bool, optional
|
||
|
|
Forces refresh [default: True].
|
||
|
|
kwargs : dict, optional
|
||
|
|
"""
|
||
|
|
# Sort in alphabetical order to be more deterministic
|
||
|
|
postfix = OrderedDict([] if ordered_dict is None else ordered_dict)
|
||
|
|
for key in sorted(kwargs.keys()):
|
||
|
|
postfix[key] = kwargs[key]
|
||
|
|
# Preprocess stats according to datatype
|
||
|
|
for key in postfix.keys():
|
||
|
|
# Number: limit the length of the string
|
||
|
|
if isinstance(postfix[key], Number):
|
||
|
|
postfix[key] = self.format_num(postfix[key])
|
||
|
|
# Else for any other type, try to get the string conversion
|
||
|
|
elif not isinstance(postfix[key], _basestring):
|
||
|
|
postfix[key] = str(postfix[key])
|
||
|
|
# Else if it's a string, don't need to preprocess anything
|
||
|
|
# Stitch together to get the final postfix
|
||
|
|
self.postfix = ', '.join(key + '=' + postfix[key].strip()
|
||
|
|
for key in postfix.keys())
|
||
|
|
if refresh:
|
||
|
|
self.refresh()
|
||
|
|
|
||
|
|
def set_postfix_str(self, s='', refresh=True):
|
||
|
|
"""
|
||
|
|
Postfix without dictionary expansion, similar to prefix handling.
|
||
|
|
"""
|
||
|
|
self.postfix = str(s)
|
||
|
|
if refresh:
|
||
|
|
self.refresh()
|
||
|
|
|
||
|
|
def moveto(self, n):
|
||
|
|
# TODO: private method
|
||
|
|
self.fp.write(_unicode('\n' * n + _term_move_up() * -n))
|
||
|
|
self.fp.flush()
|
||
|
|
|
||
|
|
@property
|
||
|
|
def format_dict(self):
|
||
|
|
"""Public API for read-only member access."""
|
||
|
|
if self.dynamic_ncols:
|
||
|
|
self.ncols, self.nrows = self.dynamic_ncols(self.fp)
|
||
|
|
ncols, nrows = self.ncols, self.nrows
|
||
|
|
return dict(
|
||
|
|
n=self.n, total=self.total,
|
||
|
|
elapsed=self._time() - self.start_t
|
||
|
|
if hasattr(self, 'start_t') else 0,
|
||
|
|
ncols=ncols, nrows=nrows,
|
||
|
|
prefix=self.desc, ascii=self.ascii, unit=self.unit,
|
||
|
|
unit_scale=self.unit_scale,
|
||
|
|
rate=1 / self.avg_time if self.avg_time else None,
|
||
|
|
bar_format=self.bar_format, postfix=self.postfix,
|
||
|
|
unit_divisor=self.unit_divisor, initial=self.initial,
|
||
|
|
colour=self.colour)
|
||
|
|
|
||
|
|
def display(self, msg=None, pos=None):
|
||
|
|
"""
|
||
|
|
Use `self.sp` to display `msg` in the specified `pos`.
|
||
|
|
|
||
|
|
Consider overloading this function when inheriting to use e.g.:
|
||
|
|
`self.some_frontend(**self.format_dict)` instead of `self.sp`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
msg : str, optional. What to display (default: `repr(self)`).
|
||
|
|
pos : int, optional. Position to `moveto`
|
||
|
|
(default: `abs(self.pos)`).
|
||
|
|
"""
|
||
|
|
if pos is None:
|
||
|
|
pos = abs(self.pos)
|
||
|
|
|
||
|
|
nrows = self.nrows or 20
|
||
|
|
if pos >= nrows - 1:
|
||
|
|
if pos >= nrows:
|
||
|
|
return False
|
||
|
|
if msg or msg is None: # override at `nrows - 1`
|
||
|
|
msg = " ... (more hidden) ..."
|
||
|
|
|
||
|
|
if pos:
|
||
|
|
self.moveto(pos)
|
||
|
|
self.sp(self.__repr__() if msg is None else msg)
|
||
|
|
if pos:
|
||
|
|
self.moveto(-pos)
|
||
|
|
return True
|
||
|
|
|
||
|
|
@classmethod
|
||
|
|
@contextmanager
|
||
|
|
def wrapattr(cls, stream, method, total=None, bytes=True, **tqdm_kwargs):
|
||
|
|
"""
|
||
|
|
stream : file-like object.
|
||
|
|
method : str, "read" or "write". The result of `read()` and
|
||
|
|
the first argument of `write()` should have a `len()`.
|
||
|
|
|
||
|
|
>>> with tqdm.wrapattr(file_obj, "read", total=file_obj.size) as fobj:
|
||
|
|
... while True:
|
||
|
|
... chunk = fobj.read(chunk_size)
|
||
|
|
... if not chunk:
|
||
|
|
... break
|
||
|
|
"""
|
||
|
|
with cls(total=total, **tqdm_kwargs) as t:
|
||
|
|
if bytes:
|
||
|
|
t.unit = "B"
|
||
|
|
t.unit_scale = True
|
||
|
|
t.unit_divisor = 1024
|
||
|
|
yield CallbackIOWrapper(t.update, stream, method)
|
||
|
|
|
||
|
|
|
||
|
|
def trange(*args, **kwargs):
|
||
|
|
"""
|
||
|
|
A shortcut for tqdm(xrange(*args), **kwargs).
|
||
|
|
On Python3+ range is used instead of xrange.
|
||
|
|
"""
|
||
|
|
return tqdm(_range(*args), **kwargs)
|