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-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/__init__.py38
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/__main__.py3
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_dist_ver.py1
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_main.py9
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_monitor.py95
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_tqdm.py9
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_tqdm_gui.py9
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_tqdm_notebook.py9
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_tqdm_pandas.py24
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/_utils.py11
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/asyncio.py93
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/auto.py40
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/autonotebook.py29
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/cli.py324
-rwxr-xr-x.venv/lib/python3.12/site-packages/tqdm/completion.sh19
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/__init__.py92
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/bells.py26
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/concurrent.py105
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/discord.py156
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/itertools.py35
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/logging.py126
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/slack.py120
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/telegram.py153
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/contrib/utils_worker.py38
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/dask.py44
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/gui.py179
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/keras.py122
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/notebook.py317
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/rich.py151
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/std.py1524
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/tk.py196
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/tqdm.1314
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/utils.py399
-rw-r--r--.venv/lib/python3.12/site-packages/tqdm/version.py9
34 files changed, 4819 insertions, 0 deletions
diff --git a/.venv/lib/python3.12/site-packages/tqdm/__init__.py b/.venv/lib/python3.12/site-packages/tqdm/__init__.py
new file mode 100644
index 00000000..8081f77b
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/__init__.py
@@ -0,0 +1,38 @@
+from ._monitor import TMonitor, TqdmSynchronisationWarning
+from ._tqdm_pandas import tqdm_pandas
+from .cli import main # TODO: remove in v5.0.0
+from .gui import tqdm as tqdm_gui # TODO: remove in v5.0.0
+from .gui import trange as tgrange # TODO: remove in v5.0.0
+from .std import (
+ TqdmDeprecationWarning, TqdmExperimentalWarning, TqdmKeyError, TqdmMonitorWarning,
+ TqdmTypeError, TqdmWarning, tqdm, trange)
+from .version import __version__
+
+__all__ = ['tqdm', 'tqdm_gui', 'trange', 'tgrange', 'tqdm_pandas',
+ 'tqdm_notebook', 'tnrange', 'main', 'TMonitor',
+ 'TqdmTypeError', 'TqdmKeyError',
+ 'TqdmWarning', 'TqdmDeprecationWarning',
+ 'TqdmExperimentalWarning',
+ 'TqdmMonitorWarning', 'TqdmSynchronisationWarning',
+ '__version__']
+
+
+def tqdm_notebook(*args, **kwargs): # pragma: no cover
+ """See tqdm.notebook.tqdm for full documentation"""
+ from warnings import warn
+
+ from .notebook import tqdm as _tqdm_notebook
+ warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`",
+ TqdmDeprecationWarning, stacklevel=2)
+ return _tqdm_notebook(*args, **kwargs)
+
+
+def tnrange(*args, **kwargs): # pragma: no cover
+ """Shortcut for `tqdm.notebook.tqdm(range(*args), **kwargs)`."""
+ from warnings import warn
+
+ from .notebook import trange as _tnrange
+ warn("Please use `tqdm.notebook.trange` instead of `tqdm.tnrange`",
+ TqdmDeprecationWarning, stacklevel=2)
+ return _tnrange(*args, **kwargs)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/__main__.py b/.venv/lib/python3.12/site-packages/tqdm/__main__.py
new file mode 100644
index 00000000..4e28416e
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/__main__.py
@@ -0,0 +1,3 @@
+from .cli import main
+
+main()
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_dist_ver.py b/.venv/lib/python3.12/site-packages/tqdm/_dist_ver.py
new file mode 100644
index 00000000..61af7d5b
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_dist_ver.py
@@ -0,0 +1 @@
+__version__ = '4.67.1'
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_main.py b/.venv/lib/python3.12/site-packages/tqdm/_main.py
new file mode 100644
index 00000000..04fdeeff
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_main.py
@@ -0,0 +1,9 @@
+from warnings import warn
+
+from .cli import * # NOQA
+from .cli import __all__ # NOQA
+from .std import TqdmDeprecationWarning
+
+warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.cli.*` instead of `tqdm._main.*`",
+ TqdmDeprecationWarning, stacklevel=2)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_monitor.py b/.venv/lib/python3.12/site-packages/tqdm/_monitor.py
new file mode 100644
index 00000000..f71aa568
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_monitor.py
@@ -0,0 +1,95 @@
+import atexit
+from threading import Event, Thread, current_thread
+from time import time
+from warnings import warn
+
+__all__ = ["TMonitor", "TqdmSynchronisationWarning"]
+
+
+class TqdmSynchronisationWarning(RuntimeWarning):
+ """tqdm multi-thread/-process errors which may cause incorrect nesting
+ but otherwise no adverse effects"""
+ pass
+
+
+class TMonitor(Thread):
+ """
+ Monitoring thread for tqdm bars.
+ Monitors if tqdm bars are taking too much time to display
+ and readjusts miniters automatically if necessary.
+
+ Parameters
+ ----------
+ tqdm_cls : class
+ tqdm class to use (can be core tqdm or a submodule).
+ sleep_interval : float
+ Time to sleep between monitoring checks.
+ """
+ _test = {} # internal vars for unit testing
+
+ def __init__(self, tqdm_cls, sleep_interval):
+ Thread.__init__(self)
+ self.daemon = True # kill thread when main killed (KeyboardInterrupt)
+ self.woken = 0 # last time woken up, to sync with monitor
+ self.tqdm_cls = tqdm_cls
+ self.sleep_interval = sleep_interval
+ self._time = self._test.get("time", time)
+ self.was_killed = self._test.get("Event", Event)()
+ atexit.register(self.exit)
+ self.start()
+
+ def exit(self):
+ self.was_killed.set()
+ if self is not current_thread():
+ self.join()
+ return self.report()
+
+ def get_instances(self):
+ # returns a copy of started `tqdm_cls` instances
+ return [i for i in self.tqdm_cls._instances.copy()
+ # Avoid race by checking that the instance started
+ if hasattr(i, 'start_t')]
+
+ def run(self):
+ cur_t = self._time()
+ while True:
+ # After processing and before sleeping, notify that we woke
+ # Need to be done just before sleeping
+ self.woken = cur_t
+ # Sleep some time...
+ self.was_killed.wait(self.sleep_interval)
+ # Quit if killed
+ if self.was_killed.is_set():
+ return
+ # Then monitor!
+ # Acquire lock (to access _instances)
+ with self.tqdm_cls.get_lock():
+ cur_t = self._time()
+ # Check tqdm instances are waiting too long to print
+ instances = self.get_instances()
+ for instance in instances:
+ # Check event in loop to reduce blocking time on exit
+ if self.was_killed.is_set():
+ return
+ # Only if mininterval > 1 (else iterations are just slow)
+ # and last refresh exceeded maxinterval
+ if (
+ instance.miniters > 1
+ and (cur_t - instance.last_print_t) >= instance.maxinterval
+ ):
+ # force bypassing miniters on next iteration
+ # (dynamic_miniters adjusts mininterval automatically)
+ instance.miniters = 1
+ # Refresh now! (works only for manual tqdm)
+ instance.refresh(nolock=True)
+ # Remove accidental long-lived strong reference
+ del instance
+ if instances != self.get_instances(): # pragma: nocover
+ warn("Set changed size during iteration" +
+ " (see https://github.com/tqdm/tqdm/issues/481)",
+ TqdmSynchronisationWarning, stacklevel=2)
+ # Remove accidental long-lived strong references
+ del instances
+
+ def report(self):
+ return not self.was_killed.is_set()
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_tqdm.py b/.venv/lib/python3.12/site-packages/tqdm/_tqdm.py
new file mode 100644
index 00000000..7fc49627
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_tqdm.py
@@ -0,0 +1,9 @@
+from warnings import warn
+
+from .std import * # NOQA
+from .std import __all__ # NOQA
+from .std import TqdmDeprecationWarning
+
+warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.std.*` instead of `tqdm._tqdm.*`",
+ TqdmDeprecationWarning, stacklevel=2)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_tqdm_gui.py b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_gui.py
new file mode 100644
index 00000000..f32aa894
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_gui.py
@@ -0,0 +1,9 @@
+from warnings import warn
+
+from .gui import * # NOQA
+from .gui import __all__ # NOQA
+from .std import TqdmDeprecationWarning
+
+warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.gui.*` instead of `tqdm._tqdm_gui.*`",
+ TqdmDeprecationWarning, stacklevel=2)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_tqdm_notebook.py b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_notebook.py
new file mode 100644
index 00000000..f225fbf5
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_notebook.py
@@ -0,0 +1,9 @@
+from warnings import warn
+
+from .notebook import * # NOQA
+from .notebook import __all__ # NOQA
+from .std import TqdmDeprecationWarning
+
+warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.notebook.*` instead of `tqdm._tqdm_notebook.*`",
+ TqdmDeprecationWarning, stacklevel=2)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_tqdm_pandas.py b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_pandas.py
new file mode 100644
index 00000000..c4fe6efd
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_tqdm_pandas.py
@@ -0,0 +1,24 @@
+import sys
+
+__author__ = "github.com/casperdcl"
+__all__ = ['tqdm_pandas']
+
+
+def tqdm_pandas(tclass, **tqdm_kwargs):
+ """
+ Registers the given `tqdm` instance with
+ `pandas.core.groupby.DataFrameGroupBy.progress_apply`.
+ """
+ from tqdm import TqdmDeprecationWarning
+
+ if isinstance(tclass, type) or (getattr(tclass, '__name__', '').startswith(
+ 'tqdm_')): # delayed adapter case
+ TqdmDeprecationWarning(
+ "Please use `tqdm.pandas(...)` instead of `tqdm_pandas(tqdm, ...)`.",
+ fp_write=getattr(tqdm_kwargs.get('file', None), 'write', sys.stderr.write))
+ tclass.pandas(**tqdm_kwargs)
+ else:
+ TqdmDeprecationWarning(
+ "Please use `tqdm.pandas(...)` instead of `tqdm_pandas(tqdm(...))`.",
+ fp_write=getattr(tclass.fp, 'write', sys.stderr.write))
+ type(tclass).pandas(deprecated_t=tclass)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/_utils.py b/.venv/lib/python3.12/site-packages/tqdm/_utils.py
new file mode 100644
index 00000000..385e849e
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/_utils.py
@@ -0,0 +1,11 @@
+from warnings import warn
+
+from .std import TqdmDeprecationWarning
+from .utils import ( # NOQA, pylint: disable=unused-import
+ CUR_OS, IS_NIX, IS_WIN, RE_ANSI, Comparable, FormatReplace, SimpleTextIOWrapper,
+ _environ_cols_wrapper, _is_ascii, _is_utf, _screen_shape_linux, _screen_shape_tput,
+ _screen_shape_windows, _screen_shape_wrapper, _supports_unicode, _term_move_up, colorama)
+
+warn("This function will be removed in tqdm==5.0.0\n"
+ "Please use `tqdm.utils.*` instead of `tqdm._utils.*`",
+ TqdmDeprecationWarning, stacklevel=2)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/asyncio.py b/.venv/lib/python3.12/site-packages/tqdm/asyncio.py
new file mode 100644
index 00000000..2d00a0a2
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/asyncio.py
@@ -0,0 +1,93 @@
+"""
+Asynchronous progressbar decorator for iterators.
+Includes a default `range` iterator printing to `stderr`.
+
+Usage:
+>>> from tqdm.asyncio import trange, tqdm
+>>> async for i in trange(10):
+... ...
+"""
+import asyncio
+from sys import version_info
+
+from .std import tqdm as std_tqdm
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['tqdm_asyncio', 'tarange', 'tqdm', 'trange']
+
+
+class tqdm_asyncio(std_tqdm):
+ """
+ Asynchronous-friendly version of tqdm.
+ """
+ def __init__(self, iterable=None, *args, **kwargs):
+ super().__init__(iterable, *args, **kwargs)
+ self.iterable_awaitable = False
+ if iterable is not None:
+ if hasattr(iterable, "__anext__"):
+ self.iterable_next = iterable.__anext__
+ self.iterable_awaitable = True
+ elif hasattr(iterable, "__next__"):
+ self.iterable_next = iterable.__next__
+ else:
+ self.iterable_iterator = iter(iterable)
+ self.iterable_next = self.iterable_iterator.__next__
+
+ def __aiter__(self):
+ return self
+
+ async def __anext__(self):
+ try:
+ if self.iterable_awaitable:
+ res = await self.iterable_next()
+ else:
+ res = self.iterable_next()
+ self.update()
+ return res
+ except StopIteration:
+ self.close()
+ raise StopAsyncIteration
+ except BaseException:
+ self.close()
+ raise
+
+ def send(self, *args, **kwargs):
+ return self.iterable.send(*args, **kwargs)
+
+ @classmethod
+ def as_completed(cls, fs, *, loop=None, timeout=None, total=None, **tqdm_kwargs):
+ """
+ Wrapper for `asyncio.as_completed`.
+ """
+ if total is None:
+ total = len(fs)
+ kwargs = {}
+ if version_info[:2] < (3, 10):
+ kwargs['loop'] = loop
+ yield from cls(asyncio.as_completed(fs, timeout=timeout, **kwargs),
+ total=total, **tqdm_kwargs)
+
+ @classmethod
+ async def gather(cls, *fs, loop=None, timeout=None, total=None, **tqdm_kwargs):
+ """
+ Wrapper for `asyncio.gather`.
+ """
+ async def wrap_awaitable(i, f):
+ return i, await f
+
+ ifs = [wrap_awaitable(i, f) for i, f in enumerate(fs)]
+ res = [await f for f in cls.as_completed(ifs, loop=loop, timeout=timeout,
+ total=total, **tqdm_kwargs)]
+ return [i for _, i in sorted(res)]
+
+
+def tarange(*args, **kwargs):
+ """
+ A shortcut for `tqdm.asyncio.tqdm(range(*args), **kwargs)`.
+ """
+ return tqdm_asyncio(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_asyncio
+trange = tarange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/auto.py b/.venv/lib/python3.12/site-packages/tqdm/auto.py
new file mode 100644
index 00000000..206c4409
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/auto.py
@@ -0,0 +1,40 @@
+"""
+Enables multiple commonly used features.
+
+Method resolution order:
+
+- `tqdm.autonotebook` without import warnings
+- `tqdm.asyncio`
+- `tqdm.std` base class
+
+Usage:
+>>> from tqdm.auto import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+import warnings
+
+from .std import TqdmExperimentalWarning
+
+with warnings.catch_warnings():
+ warnings.simplefilter("ignore", category=TqdmExperimentalWarning)
+ from .autonotebook import tqdm as notebook_tqdm
+
+from .asyncio import tqdm as asyncio_tqdm
+from .std import tqdm as std_tqdm
+
+if notebook_tqdm != std_tqdm:
+ class tqdm(notebook_tqdm, asyncio_tqdm): # pylint: disable=inconsistent-mro
+ pass
+else:
+ tqdm = asyncio_tqdm
+
+
+def trange(*args, **kwargs):
+ """
+ A shortcut for `tqdm.auto.tqdm(range(*args), **kwargs)`.
+ """
+ return tqdm(range(*args), **kwargs)
+
+
+__all__ = ["tqdm", "trange"]
diff --git a/.venv/lib/python3.12/site-packages/tqdm/autonotebook.py b/.venv/lib/python3.12/site-packages/tqdm/autonotebook.py
new file mode 100644
index 00000000..a09f2ec4
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/autonotebook.py
@@ -0,0 +1,29 @@
+"""
+Automatically choose between `tqdm.notebook` and `tqdm.std`.
+
+Usage:
+>>> from tqdm.autonotebook import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+import sys
+from warnings import warn
+
+try:
+ get_ipython = sys.modules['IPython'].get_ipython
+ if 'IPKernelApp' not in get_ipython().config: # pragma: no cover
+ raise ImportError("console")
+ from .notebook import WARN_NOIPYW, IProgress
+ if IProgress is None:
+ from .std import TqdmWarning
+ warn(WARN_NOIPYW, TqdmWarning, stacklevel=2)
+ raise ImportError('ipywidgets')
+except Exception:
+ from .std import tqdm, trange
+else: # pragma: no cover
+ from .notebook import tqdm, trange
+ from .std import TqdmExperimentalWarning
+ warn("Using `tqdm.autonotebook.tqdm` in notebook mode."
+ " Use `tqdm.tqdm` instead to force console mode"
+ " (e.g. in jupyter console)", TqdmExperimentalWarning, stacklevel=2)
+__all__ = ["tqdm", "trange"]
diff --git a/.venv/lib/python3.12/site-packages/tqdm/cli.py b/.venv/lib/python3.12/site-packages/tqdm/cli.py
new file mode 100644
index 00000000..e54a7fc8
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/cli.py
@@ -0,0 +1,324 @@
+"""
+Module version for monitoring CLI pipes (`... | python -m tqdm | ...`).
+"""
+import logging
+import re
+import sys
+from ast import literal_eval as numeric
+from textwrap import indent
+
+from .std import TqdmKeyError, TqdmTypeError, tqdm
+from .version import __version__
+
+__all__ = ["main"]
+log = logging.getLogger(__name__)
+
+
+def cast(val, typ):
+ log.debug((val, typ))
+ if " or " in typ:
+ for t in typ.split(" or "):
+ try:
+ return cast(val, t)
+ except TqdmTypeError:
+ pass
+ raise TqdmTypeError(f"{val} : {typ}")
+
+ # sys.stderr.write('\ndebug | `val:type`: `' + val + ':' + typ + '`.\n')
+ if typ == 'bool':
+ if (val == 'True') or (val == ''):
+ return True
+ if val == 'False':
+ return False
+ raise TqdmTypeError(val + ' : ' + typ)
+ if typ == 'chr':
+ if len(val) == 1:
+ return val.encode()
+ if re.match(r"^\\\w+$", val):
+ return eval(f'"{val}"').encode()
+ raise TqdmTypeError(f"{val} : {typ}")
+ if typ == 'str':
+ return val
+ if typ == 'int':
+ try:
+ return int(val)
+ except ValueError as exc:
+ raise TqdmTypeError(f"{val} : {typ}") from exc
+ if typ == 'float':
+ try:
+ return float(val)
+ except ValueError as exc:
+ raise TqdmTypeError(f"{val} : {typ}") from exc
+ raise TqdmTypeError(f"{val} : {typ}")
+
+
+def posix_pipe(fin, fout, delim=b'\\n', buf_size=256,
+ callback=lambda float: None, callback_len=True):
+ """
+ Params
+ ------
+ fin : binary file with `read(buf_size : int)` method
+ fout : binary file with `write` (and optionally `flush`) methods.
+ callback : function(float), e.g.: `tqdm.update`
+ callback_len : If (default: True) do `callback(len(buffer))`.
+ Otherwise, do `callback(data) for data in buffer.split(delim)`.
+ """
+ fp_write = fout.write
+
+ if not delim:
+ while True:
+ tmp = fin.read(buf_size)
+
+ # flush at EOF
+ if not tmp:
+ getattr(fout, 'flush', lambda: None)()
+ return
+
+ fp_write(tmp)
+ callback(len(tmp))
+ # return
+
+ buf = b''
+ len_delim = len(delim)
+ # n = 0
+ while True:
+ tmp = fin.read(buf_size)
+
+ # flush at EOF
+ if not tmp:
+ if buf:
+ fp_write(buf)
+ if callback_len:
+ # n += 1 + buf.count(delim)
+ callback(1 + buf.count(delim))
+ else:
+ for i in buf.split(delim):
+ callback(i)
+ getattr(fout, 'flush', lambda: None)()
+ return # n
+
+ while True:
+ i = tmp.find(delim)
+ if i < 0:
+ buf += tmp
+ break
+ fp_write(buf + tmp[:i + len(delim)])
+ # n += 1
+ callback(1 if callback_len else (buf + tmp[:i]))
+ buf = b''
+ tmp = tmp[i + len_delim:]
+
+
+# ((opt, type), ... )
+RE_OPTS = re.compile(r'\n {4}(\S+)\s{2,}:\s*([^,]+)')
+# better split method assuming no positional args
+RE_SHLEX = re.compile(r'\s*(?<!\S)--?([^\s=]+)(\s+|=|$)')
+
+# TODO: add custom support for some of the following?
+UNSUPPORTED_OPTS = ('iterable', 'gui', 'out', 'file')
+
+# The 8 leading spaces are required for consistency
+CLI_EXTRA_DOC = r"""
+ Extra CLI Options
+ -----------------
+ name : type, optional
+ TODO: find out why this is needed.
+ delim : chr, optional
+ Delimiting character [default: '\n']. Use '\0' for null.
+ N.B.: on Windows systems, Python converts '\n' to '\r\n'.
+ buf_size : int, optional
+ String buffer size in bytes [default: 256]
+ used when `delim` is specified.
+ bytes : bool, optional
+ If true, will count bytes, ignore `delim`, and default
+ `unit_scale` to True, `unit_divisor` to 1024, and `unit` to 'B'.
+ tee : bool, optional
+ If true, passes `stdin` to both `stderr` and `stdout`.
+ update : bool, optional
+ If true, will treat input as newly elapsed iterations,
+ i.e. numbers to pass to `update()`. Note that this is slow
+ (~2e5 it/s) since every input must be decoded as a number.
+ update_to : bool, optional
+ If true, will treat input as total elapsed iterations,
+ i.e. numbers to assign to `self.n`. Note that this is slow
+ (~2e5 it/s) since every input must be decoded as a number.
+ null : bool, optional
+ If true, will discard input (no stdout).
+ manpath : str, optional
+ Directory in which to install tqdm man pages.
+ comppath : str, optional
+ Directory in which to place tqdm completion.
+ log : str, optional
+ CRITICAL|FATAL|ERROR|WARN(ING)|[default: 'INFO']|DEBUG|NOTSET.
+"""
+
+
+def main(fp=sys.stderr, argv=None):
+ """
+ Parameters (internal use only)
+ ---------
+ fp : file-like object for tqdm
+ argv : list (default: sys.argv[1:])
+ """
+ if argv is None:
+ argv = sys.argv[1:]
+ try:
+ log_idx = argv.index('--log')
+ except ValueError:
+ for i in argv:
+ if i.startswith('--log='):
+ logLevel = i[len('--log='):]
+ break
+ else:
+ logLevel = 'INFO'
+ else:
+ # argv.pop(log_idx)
+ # logLevel = argv.pop(log_idx)
+ logLevel = argv[log_idx + 1]
+ logging.basicConfig(level=getattr(logging, logLevel),
+ format="%(levelname)s:%(module)s:%(lineno)d:%(message)s")
+
+ # py<3.13 doesn't dedent docstrings
+ d = (tqdm.__doc__ if sys.version_info < (3, 13)
+ else indent(tqdm.__doc__, " ")) + CLI_EXTRA_DOC
+
+ opt_types = dict(RE_OPTS.findall(d))
+ # opt_types['delim'] = 'chr'
+
+ for o in UNSUPPORTED_OPTS:
+ opt_types.pop(o)
+
+ log.debug(sorted(opt_types.items()))
+
+ # d = RE_OPTS.sub(r' --\1=<\1> : \2', d)
+ split = RE_OPTS.split(d)
+ opt_types_desc = zip(split[1::3], split[2::3], split[3::3])
+ d = ''.join(('\n --{0} : {2}{3}' if otd[1] == 'bool' else
+ '\n --{0}=<{1}> : {2}{3}').format(
+ otd[0].replace('_', '-'), otd[0], *otd[1:])
+ for otd in opt_types_desc if otd[0] not in UNSUPPORTED_OPTS)
+
+ help_short = "Usage:\n tqdm [--help | options]\n"
+ d = help_short + """
+Options:
+ -h, --help Print this help and exit.
+ -v, --version Print version and exit.
+""" + d.strip('\n') + '\n'
+
+ # opts = docopt(d, version=__version__)
+ if any(v in argv for v in ('-v', '--version')):
+ sys.stdout.write(__version__ + '\n')
+ sys.exit(0)
+ elif any(v in argv for v in ('-h', '--help')):
+ sys.stdout.write(d + '\n')
+ sys.exit(0)
+ elif argv and argv[0][:2] != '--':
+ sys.stderr.write(f"Error:Unknown argument:{argv[0]}\n{help_short}")
+
+ argv = RE_SHLEX.split(' '.join(["tqdm"] + argv))
+ opts = dict(zip(argv[1::3], argv[3::3]))
+
+ log.debug(opts)
+ opts.pop('log', True)
+
+ tqdm_args = {'file': fp}
+ try:
+ for (o, v) in opts.items():
+ o = o.replace('-', '_')
+ try:
+ tqdm_args[o] = cast(v, opt_types[o])
+ except KeyError as e:
+ raise TqdmKeyError(str(e))
+ log.debug('args:' + str(tqdm_args))
+
+ delim_per_char = tqdm_args.pop('bytes', False)
+ update = tqdm_args.pop('update', False)
+ update_to = tqdm_args.pop('update_to', False)
+ if sum((delim_per_char, update, update_to)) > 1:
+ raise TqdmKeyError("Can only have one of --bytes --update --update_to")
+ except Exception:
+ fp.write("\nError:\n" + help_short)
+ stdin, stdout_write = sys.stdin, sys.stdout.write
+ for i in stdin:
+ stdout_write(i)
+ raise
+ else:
+ buf_size = tqdm_args.pop('buf_size', 256)
+ delim = tqdm_args.pop('delim', b'\\n')
+ tee = tqdm_args.pop('tee', False)
+ manpath = tqdm_args.pop('manpath', None)
+ comppath = tqdm_args.pop('comppath', None)
+ if tqdm_args.pop('null', False):
+ class stdout(object):
+ @staticmethod
+ def write(_):
+ pass
+ else:
+ stdout = sys.stdout
+ stdout = getattr(stdout, 'buffer', stdout)
+ stdin = getattr(sys.stdin, 'buffer', sys.stdin)
+ if manpath or comppath:
+ try: # py<3.9
+ import importlib_resources as resources
+ except ImportError:
+ from importlib import resources
+ from pathlib import Path
+
+ def cp(name, dst):
+ """copy resource `name` to `dst`"""
+ fi = resources.files('tqdm') / name
+ dst.write_bytes(fi.read_bytes())
+ log.info("written:%s", dst)
+ if manpath is not None:
+ cp('tqdm.1', Path(manpath) / 'tqdm.1')
+ if comppath is not None:
+ cp('completion.sh', Path(comppath) / 'tqdm_completion.sh')
+ sys.exit(0)
+ if tee:
+ stdout_write = stdout.write
+ fp_write = getattr(fp, 'buffer', fp).write
+
+ class stdout(object): # pylint: disable=function-redefined
+ @staticmethod
+ def write(x):
+ with tqdm.external_write_mode(file=fp):
+ fp_write(x)
+ stdout_write(x)
+ if delim_per_char:
+ tqdm_args.setdefault('unit', 'B')
+ tqdm_args.setdefault('unit_scale', True)
+ tqdm_args.setdefault('unit_divisor', 1024)
+ log.debug(tqdm_args)
+ with tqdm(**tqdm_args) as t:
+ posix_pipe(stdin, stdout, '', buf_size, t.update)
+ elif delim == b'\\n':
+ log.debug(tqdm_args)
+ write = stdout.write
+ if update or update_to:
+ with tqdm(**tqdm_args) as t:
+ if update:
+ def callback(i):
+ t.update(numeric(i.decode()))
+ else: # update_to
+ def callback(i):
+ t.update(numeric(i.decode()) - t.n)
+ for i in stdin:
+ write(i)
+ callback(i)
+ else:
+ for i in tqdm(stdin, **tqdm_args):
+ write(i)
+ else:
+ log.debug(tqdm_args)
+ with tqdm(**tqdm_args) as t:
+ callback_len = False
+ if update:
+ def callback(i):
+ t.update(numeric(i.decode()))
+ elif update_to:
+ def callback(i):
+ t.update(numeric(i.decode()) - t.n)
+ else:
+ callback = t.update
+ callback_len = True
+ posix_pipe(stdin, stdout, delim, buf_size, callback, callback_len)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/completion.sh b/.venv/lib/python3.12/site-packages/tqdm/completion.sh
new file mode 100755
index 00000000..9f61c7f1
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/completion.sh
@@ -0,0 +1,19 @@
+#!/usr/bin/env bash
+_tqdm(){
+ local cur prv
+ cur="${COMP_WORDS[COMP_CWORD]}"
+ prv="${COMP_WORDS[COMP_CWORD - 1]}"
+
+ case ${prv} in
+ --bar_format|--buf_size|--colour|--comppath|--delay|--delim|--desc|--initial|--lock_args|--manpath|--maxinterval|--mininterval|--miniters|--ncols|--nrows|--position|--postfix|--smoothing|--total|--unit|--unit_divisor)
+ # await user input
+ ;;
+ "--log")
+ COMPREPLY=($(compgen -W 'CRITICAL FATAL ERROR WARN WARNING INFO DEBUG NOTSET' -- ${cur}))
+ ;;
+ *)
+ COMPREPLY=($(compgen -W '--ascii --bar_format --buf_size --bytes --colour --comppath --delay --delim --desc --disable --dynamic_ncols --help --initial --leave --lock_args --log --manpath --maxinterval --mininterval --miniters --ncols --nrows --null --position --postfix --smoothing --tee --total --unit --unit_divisor --unit_scale --update --update_to --version --write_bytes -h -v' -- ${cur}))
+ ;;
+ esac
+}
+complete -F _tqdm tqdm
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/__init__.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/__init__.py
new file mode 100644
index 00000000..d059461f
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/__init__.py
@@ -0,0 +1,92 @@
+"""
+Thin wrappers around common functions.
+
+Subpackages contain potentially unstable extensions.
+"""
+from warnings import warn
+
+from ..auto import tqdm as tqdm_auto
+from ..std import TqdmDeprecationWarning, tqdm
+from ..utils import ObjectWrapper
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['tenumerate', 'tzip', 'tmap']
+
+
+class DummyTqdmFile(ObjectWrapper):
+ """Dummy file-like that will write to tqdm"""
+
+ def __init__(self, wrapped):
+ super().__init__(wrapped)
+ self._buf = []
+
+ def write(self, x, nolock=False):
+ nl = b"\n" if isinstance(x, bytes) else "\n"
+ pre, sep, post = x.rpartition(nl)
+ if sep:
+ blank = type(nl)()
+ tqdm.write(blank.join(self._buf + [pre, sep]),
+ end=blank, file=self._wrapped, nolock=nolock)
+ self._buf = [post]
+ else:
+ self._buf.append(x)
+
+ def __del__(self):
+ if self._buf:
+ blank = type(self._buf[0])()
+ try:
+ tqdm.write(blank.join(self._buf), end=blank, file=self._wrapped)
+ except (OSError, ValueError):
+ pass
+
+
+def builtin_iterable(func):
+ """Returns `func`"""
+ warn("This function has no effect, and will be removed in tqdm==5.0.0",
+ TqdmDeprecationWarning, stacklevel=2)
+ return func
+
+
+def tenumerate(iterable, start=0, total=None, tqdm_class=tqdm_auto, **tqdm_kwargs):
+ """
+ Equivalent of `numpy.ndenumerate` or builtin `enumerate`.
+
+ Parameters
+ ----------
+ tqdm_class : [default: tqdm.auto.tqdm].
+ """
+ try:
+ import numpy as np
+ except ImportError:
+ pass
+ else:
+ if isinstance(iterable, np.ndarray):
+ return tqdm_class(np.ndenumerate(iterable), total=total or iterable.size,
+ **tqdm_kwargs)
+ return enumerate(tqdm_class(iterable, total=total, **tqdm_kwargs), start)
+
+
+def tzip(iter1, *iter2plus, **tqdm_kwargs):
+ """
+ Equivalent of builtin `zip`.
+
+ Parameters
+ ----------
+ tqdm_class : [default: tqdm.auto.tqdm].
+ """
+ kwargs = tqdm_kwargs.copy()
+ tqdm_class = kwargs.pop("tqdm_class", tqdm_auto)
+ for i in zip(tqdm_class(iter1, **kwargs), *iter2plus):
+ yield i
+
+
+def tmap(function, *sequences, **tqdm_kwargs):
+ """
+ Equivalent of builtin `map`.
+
+ Parameters
+ ----------
+ tqdm_class : [default: tqdm.auto.tqdm].
+ """
+ for i in tzip(*sequences, **tqdm_kwargs):
+ yield function(*i)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/bells.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/bells.py
new file mode 100644
index 00000000..5b8f4b9e
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/bells.py
@@ -0,0 +1,26 @@
+"""
+Even more features than `tqdm.auto` (all the bells & whistles):
+
+- `tqdm.auto`
+- `tqdm.tqdm.pandas`
+- `tqdm.contrib.telegram`
+ + uses `${TQDM_TELEGRAM_TOKEN}` and `${TQDM_TELEGRAM_CHAT_ID}`
+- `tqdm.contrib.discord`
+ + uses `${TQDM_DISCORD_TOKEN}` and `${TQDM_DISCORD_CHANNEL_ID}`
+"""
+__all__ = ['tqdm', 'trange']
+import warnings
+from os import getenv
+
+if getenv("TQDM_SLACK_TOKEN") and getenv("TQDM_SLACK_CHANNEL"):
+ from .slack import tqdm, trange
+elif getenv("TQDM_TELEGRAM_TOKEN") and getenv("TQDM_TELEGRAM_CHAT_ID"):
+ from .telegram import tqdm, trange
+elif getenv("TQDM_DISCORD_TOKEN") and getenv("TQDM_DISCORD_CHANNEL_ID"):
+ from .discord import tqdm, trange
+else:
+ from ..auto import tqdm, trange
+
+with warnings.catch_warnings():
+ warnings.simplefilter("ignore", category=FutureWarning)
+ tqdm.pandas()
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/concurrent.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/concurrent.py
new file mode 100644
index 00000000..cd81d622
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/concurrent.py
@@ -0,0 +1,105 @@
+"""
+Thin wrappers around `concurrent.futures`.
+"""
+from contextlib import contextmanager
+from operator import length_hint
+from os import cpu_count
+
+from ..auto import tqdm as tqdm_auto
+from ..std import TqdmWarning
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['thread_map', 'process_map']
+
+
+@contextmanager
+def ensure_lock(tqdm_class, lock_name=""):
+ """get (create if necessary) and then restore `tqdm_class`'s lock"""
+ old_lock = getattr(tqdm_class, '_lock', None) # don't create a new lock
+ lock = old_lock or tqdm_class.get_lock() # maybe create a new lock
+ lock = getattr(lock, lock_name, lock) # maybe subtype
+ tqdm_class.set_lock(lock)
+ yield lock
+ if old_lock is None:
+ del tqdm_class._lock
+ else:
+ tqdm_class.set_lock(old_lock)
+
+
+def _executor_map(PoolExecutor, fn, *iterables, **tqdm_kwargs):
+ """
+ Implementation of `thread_map` and `process_map`.
+
+ Parameters
+ ----------
+ tqdm_class : [default: tqdm.auto.tqdm].
+ max_workers : [default: min(32, cpu_count() + 4)].
+ chunksize : [default: 1].
+ lock_name : [default: "":str].
+ """
+ kwargs = tqdm_kwargs.copy()
+ if "total" not in kwargs:
+ kwargs["total"] = length_hint(iterables[0])
+ tqdm_class = kwargs.pop("tqdm_class", tqdm_auto)
+ max_workers = kwargs.pop("max_workers", min(32, cpu_count() + 4))
+ chunksize = kwargs.pop("chunksize", 1)
+ lock_name = kwargs.pop("lock_name", "")
+ with ensure_lock(tqdm_class, lock_name=lock_name) as lk:
+ # share lock in case workers are already using `tqdm`
+ with PoolExecutor(max_workers=max_workers, initializer=tqdm_class.set_lock,
+ initargs=(lk,)) as ex:
+ return list(tqdm_class(ex.map(fn, *iterables, chunksize=chunksize), **kwargs))
+
+
+def thread_map(fn, *iterables, **tqdm_kwargs):
+ """
+ Equivalent of `list(map(fn, *iterables))`
+ driven by `concurrent.futures.ThreadPoolExecutor`.
+
+ Parameters
+ ----------
+ tqdm_class : optional
+ `tqdm` class to use for bars [default: tqdm.auto.tqdm].
+ max_workers : int, optional
+ Maximum number of workers to spawn; passed to
+ `concurrent.futures.ThreadPoolExecutor.__init__`.
+ [default: max(32, cpu_count() + 4)].
+ """
+ from concurrent.futures import ThreadPoolExecutor
+ return _executor_map(ThreadPoolExecutor, fn, *iterables, **tqdm_kwargs)
+
+
+def process_map(fn, *iterables, **tqdm_kwargs):
+ """
+ Equivalent of `list(map(fn, *iterables))`
+ driven by `concurrent.futures.ProcessPoolExecutor`.
+
+ Parameters
+ ----------
+ tqdm_class : optional
+ `tqdm` class to use for bars [default: tqdm.auto.tqdm].
+ max_workers : int, optional
+ Maximum number of workers to spawn; passed to
+ `concurrent.futures.ProcessPoolExecutor.__init__`.
+ [default: min(32, cpu_count() + 4)].
+ chunksize : int, optional
+ Size of chunks sent to worker processes; passed to
+ `concurrent.futures.ProcessPoolExecutor.map`. [default: 1].
+ lock_name : str, optional
+ Member of `tqdm_class.get_lock()` to use [default: mp_lock].
+ """
+ from concurrent.futures import ProcessPoolExecutor
+ if iterables and "chunksize" not in tqdm_kwargs:
+ # default `chunksize=1` has poor performance for large iterables
+ # (most time spent dispatching items to workers).
+ longest_iterable_len = max(map(length_hint, iterables))
+ if longest_iterable_len > 1000:
+ from warnings import warn
+ warn("Iterable length %d > 1000 but `chunksize` is not set."
+ " This may seriously degrade multiprocess performance."
+ " Set `chunksize=1` or more." % longest_iterable_len,
+ TqdmWarning, stacklevel=2)
+ if "lock_name" not in tqdm_kwargs:
+ tqdm_kwargs = tqdm_kwargs.copy()
+ tqdm_kwargs["lock_name"] = "mp_lock"
+ return _executor_map(ProcessPoolExecutor, fn, *iterables, **tqdm_kwargs)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/discord.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/discord.py
new file mode 100644
index 00000000..574baa84
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/discord.py
@@ -0,0 +1,156 @@
+"""
+Sends updates to a Discord bot.
+
+Usage:
+>>> from tqdm.contrib.discord import tqdm, trange
+>>> for i in trange(10, token='{token}', channel_id='{channel_id}'):
+... ...
+
+![screenshot](https://tqdm.github.io/img/screenshot-discord.png)
+"""
+from os import getenv
+from warnings import warn
+
+from requests import Session
+from requests.utils import default_user_agent
+
+from ..auto import tqdm as tqdm_auto
+from ..std import TqdmWarning
+from ..version import __version__
+from .utils_worker import MonoWorker
+
+__author__ = {"github.com/": ["casperdcl", "guigoruiz1"]}
+__all__ = ['DiscordIO', 'tqdm_discord', 'tdrange', 'tqdm', 'trange']
+
+
+class DiscordIO(MonoWorker):
+ """Non-blocking file-like IO using a Discord Bot."""
+ API = "https://discord.com/api/v10"
+ UA = f"tqdm (https://tqdm.github.io, {__version__}) {default_user_agent()}"
+
+ def __init__(self, token, channel_id):
+ """Creates a new message in the given `channel_id`."""
+ super().__init__()
+ self.token = token
+ self.channel_id = channel_id
+ self.session = Session()
+ self.text = self.__class__.__name__
+ self.message_id
+
+ @property
+ def message_id(self):
+ if hasattr(self, '_message_id'):
+ return self._message_id
+ try:
+ res = self.session.post(
+ f'{self.API}/channels/{self.channel_id}/messages',
+ headers={'Authorization': f'Bot {self.token}', 'User-Agent': self.UA},
+ json={'content': f"`{self.text}`"}).json()
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ if res.get('error_code') == 429:
+ warn("Creation rate limit: try increasing `mininterval`.",
+ TqdmWarning, stacklevel=2)
+ else:
+ self._message_id = res['id']
+ return self._message_id
+
+ def write(self, s):
+ """Replaces internal `message_id`'s text with `s`."""
+ if not s:
+ s = "..."
+ s = s.replace('\r', '').strip()
+ if s == self.text:
+ return # avoid duplicate message Bot error
+ message_id = self.message_id
+ if message_id is None:
+ return
+ self.text = s
+ try:
+ future = self.submit(
+ self.session.patch,
+ f'{self.API}/channels/{self.channel_id}/messages/{message_id}',
+ headers={'Authorization': f'Bot {self.token}', 'User-Agent': self.UA},
+ json={'content': f"`{self.text}`"})
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ return future
+
+ def delete(self):
+ """Deletes internal `message_id`."""
+ try:
+ future = self.submit(
+ self.session.delete,
+ f'{self.API}/channels/{self.channel_id}/messages/{self.message_id}',
+ headers={'Authorization': f'Bot {self.token}', 'User-Agent': self.UA})
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ return future
+
+
+class tqdm_discord(tqdm_auto):
+ """
+ Standard `tqdm.auto.tqdm` but also sends updates to a Discord Bot.
+ May take a few seconds to create (`__init__`).
+
+ - create a discord bot (not public, no requirement of OAuth2 code
+ grant, only send message permissions) & invite it to a channel:
+ <https://discordpy.readthedocs.io/en/latest/discord.html>
+ - copy the bot `{token}` & `{channel_id}` and paste below
+
+ >>> from tqdm.contrib.discord import tqdm, trange
+ >>> for i in tqdm(iterable, token='{token}', channel_id='{channel_id}'):
+ ... ...
+ """
+ def __init__(self, *args, **kwargs):
+ """
+ Parameters
+ ----------
+ token : str, required. Discord bot token
+ [default: ${TQDM_DISCORD_TOKEN}].
+ channel_id : int, required. Discord channel ID
+ [default: ${TQDM_DISCORD_CHANNEL_ID}].
+
+ See `tqdm.auto.tqdm.__init__` for other parameters.
+ """
+ if not kwargs.get('disable'):
+ kwargs = kwargs.copy()
+ self.dio = DiscordIO(
+ kwargs.pop('token', getenv('TQDM_DISCORD_TOKEN')),
+ kwargs.pop('channel_id', getenv('TQDM_DISCORD_CHANNEL_ID')))
+ super().__init__(*args, **kwargs)
+
+ def display(self, **kwargs):
+ super().display(**kwargs)
+ fmt = self.format_dict
+ if fmt.get('bar_format', None):
+ fmt['bar_format'] = fmt['bar_format'].replace(
+ '<bar/>', '{bar:10u}').replace('{bar}', '{bar:10u}')
+ else:
+ fmt['bar_format'] = '{l_bar}{bar:10u}{r_bar}'
+ self.dio.write(self.format_meter(**fmt))
+
+ def clear(self, *args, **kwargs):
+ super().clear(*args, **kwargs)
+ if not self.disable:
+ self.dio.write("")
+
+ def close(self):
+ if self.disable:
+ return
+ super().close()
+ if not (self.leave or (self.leave is None and self.pos == 0)):
+ self.dio.delete()
+
+
+def tdrange(*args, **kwargs):
+ """Shortcut for `tqdm.contrib.discord.tqdm(range(*args), **kwargs)`."""
+ return tqdm_discord(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_discord
+trange = tdrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/itertools.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/itertools.py
new file mode 100644
index 00000000..e67651a4
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/itertools.py
@@ -0,0 +1,35 @@
+"""
+Thin wrappers around `itertools`.
+"""
+import itertools
+
+from ..auto import tqdm as tqdm_auto
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['product']
+
+
+def product(*iterables, **tqdm_kwargs):
+ """
+ Equivalent of `itertools.product`.
+
+ Parameters
+ ----------
+ tqdm_class : [default: tqdm.auto.tqdm].
+ """
+ kwargs = tqdm_kwargs.copy()
+ tqdm_class = kwargs.pop("tqdm_class", tqdm_auto)
+ try:
+ lens = list(map(len, iterables))
+ except TypeError:
+ total = None
+ else:
+ total = 1
+ for i in lens:
+ total *= i
+ kwargs.setdefault("total", total)
+ with tqdm_class(**kwargs) as t:
+ it = itertools.product(*iterables)
+ for i in it:
+ yield i
+ t.update()
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/logging.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/logging.py
new file mode 100644
index 00000000..e06febe3
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/logging.py
@@ -0,0 +1,126 @@
+"""
+Helper functionality for interoperability with stdlib `logging`.
+"""
+import logging
+import sys
+from contextlib import contextmanager
+
+try:
+ from typing import Iterator, List, Optional, Type # noqa: F401
+except ImportError:
+ pass
+
+from ..std import tqdm as std_tqdm
+
+
+class _TqdmLoggingHandler(logging.StreamHandler):
+ def __init__(
+ self,
+ tqdm_class=std_tqdm # type: Type[std_tqdm]
+ ):
+ super().__init__()
+ self.tqdm_class = tqdm_class
+
+ def emit(self, record):
+ try:
+ msg = self.format(record)
+ self.tqdm_class.write(msg, file=self.stream)
+ self.flush()
+ except (KeyboardInterrupt, SystemExit):
+ raise
+ except: # noqa pylint: disable=bare-except
+ self.handleError(record)
+
+
+def _is_console_logging_handler(handler):
+ return (isinstance(handler, logging.StreamHandler)
+ and handler.stream in {sys.stdout, sys.stderr})
+
+
+def _get_first_found_console_logging_handler(handlers):
+ for handler in handlers:
+ if _is_console_logging_handler(handler):
+ return handler
+
+
+@contextmanager
+def logging_redirect_tqdm(
+ loggers=None, # type: Optional[List[logging.Logger]],
+ tqdm_class=std_tqdm # type: Type[std_tqdm]
+):
+ # type: (...) -> Iterator[None]
+ """
+ Context manager redirecting console logging to `tqdm.write()`, leaving
+ other logging handlers (e.g. log files) unaffected.
+
+ Parameters
+ ----------
+ loggers : list, optional
+ Which handlers to redirect (default: [logging.root]).
+ tqdm_class : optional
+
+ Example
+ -------
+ ```python
+ import logging
+ from tqdm import trange
+ from tqdm.contrib.logging import logging_redirect_tqdm
+
+ LOG = logging.getLogger(__name__)
+
+ if __name__ == '__main__':
+ logging.basicConfig(level=logging.INFO)
+ with logging_redirect_tqdm():
+ for i in trange(9):
+ if i == 4:
+ LOG.info("console logging redirected to `tqdm.write()`")
+ # logging restored
+ ```
+ """
+ if loggers is None:
+ loggers = [logging.root]
+ original_handlers_list = [logger.handlers for logger in loggers]
+ try:
+ for logger in loggers:
+ tqdm_handler = _TqdmLoggingHandler(tqdm_class)
+ orig_handler = _get_first_found_console_logging_handler(logger.handlers)
+ if orig_handler is not None:
+ tqdm_handler.setFormatter(orig_handler.formatter)
+ tqdm_handler.stream = orig_handler.stream
+ logger.handlers = [
+ handler for handler in logger.handlers
+ if not _is_console_logging_handler(handler)] + [tqdm_handler]
+ yield
+ finally:
+ for logger, original_handlers in zip(loggers, original_handlers_list):
+ logger.handlers = original_handlers
+
+
+@contextmanager
+def tqdm_logging_redirect(
+ *args,
+ # loggers=None, # type: Optional[List[logging.Logger]]
+ # tqdm=None, # type: Optional[Type[tqdm.tqdm]]
+ **kwargs
+):
+ # type: (...) -> Iterator[None]
+ """
+ Convenience shortcut for:
+ ```python
+ with tqdm_class(*args, **tqdm_kwargs) as pbar:
+ with logging_redirect_tqdm(loggers=loggers, tqdm_class=tqdm_class):
+ yield pbar
+ ```
+
+ Parameters
+ ----------
+ tqdm_class : optional, (default: tqdm.std.tqdm).
+ loggers : optional, list.
+ **tqdm_kwargs : passed to `tqdm_class`.
+ """
+ tqdm_kwargs = kwargs.copy()
+ loggers = tqdm_kwargs.pop('loggers', None)
+ tqdm_class = tqdm_kwargs.pop('tqdm_class', std_tqdm)
+ with tqdm_class(*args, **tqdm_kwargs) as pbar:
+ with logging_redirect_tqdm(loggers=loggers, tqdm_class=tqdm_class):
+ yield pbar
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/slack.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/slack.py
new file mode 100644
index 00000000..9bca8ee9
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/slack.py
@@ -0,0 +1,120 @@
+"""
+Sends updates to a Slack app.
+
+Usage:
+>>> from tqdm.contrib.slack import tqdm, trange
+>>> for i in trange(10, token='{token}', channel='{channel}'):
+... ...
+
+![screenshot](https://tqdm.github.io/img/screenshot-slack.png)
+"""
+import logging
+from os import getenv
+
+try:
+ from slack_sdk import WebClient
+except ImportError:
+ raise ImportError("Please `pip install slack-sdk`")
+
+from ..auto import tqdm as tqdm_auto
+from .utils_worker import MonoWorker
+
+__author__ = {"github.com/": ["0x2b3bfa0", "casperdcl"]}
+__all__ = ['SlackIO', 'tqdm_slack', 'tsrange', 'tqdm', 'trange']
+
+
+class SlackIO(MonoWorker):
+ """Non-blocking file-like IO using a Slack app."""
+ def __init__(self, token, channel):
+ """Creates a new message in the given `channel`."""
+ super().__init__()
+ self.client = WebClient(token=token)
+ self.text = self.__class__.__name__
+ try:
+ self.message = self.client.chat_postMessage(channel=channel, text=self.text)
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ self.message = None
+
+ def write(self, s):
+ """Replaces internal `message`'s text with `s`."""
+ if not s:
+ s = "..."
+ s = s.replace('\r', '').strip()
+ if s == self.text:
+ return # skip duplicate message
+ message = self.message
+ if message is None:
+ return
+ self.text = s
+ try:
+ future = self.submit(self.client.chat_update, channel=message['channel'],
+ ts=message['ts'], text='`' + s + '`')
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ return future
+
+
+class tqdm_slack(tqdm_auto):
+ """
+ Standard `tqdm.auto.tqdm` but also sends updates to a Slack app.
+ May take a few seconds to create (`__init__`).
+
+ - create a Slack app with the `chat:write` scope & invite it to a
+ channel: <https://api.slack.com/authentication/basics>
+ - copy the bot `{token}` & `{channel}` and paste below
+ >>> from tqdm.contrib.slack import tqdm, trange
+ >>> for i in tqdm(iterable, token='{token}', channel='{channel}'):
+ ... ...
+ """
+ def __init__(self, *args, **kwargs):
+ """
+ Parameters
+ ----------
+ token : str, required. Slack token
+ [default: ${TQDM_SLACK_TOKEN}].
+ channel : int, required. Slack channel
+ [default: ${TQDM_SLACK_CHANNEL}].
+ mininterval : float, optional.
+ Minimum of [default: 1.5] to avoid rate limit.
+
+ See `tqdm.auto.tqdm.__init__` for other parameters.
+ """
+ if not kwargs.get('disable'):
+ kwargs = kwargs.copy()
+ logging.getLogger("HTTPClient").setLevel(logging.WARNING)
+ self.sio = SlackIO(
+ kwargs.pop('token', getenv("TQDM_SLACK_TOKEN")),
+ kwargs.pop('channel', getenv("TQDM_SLACK_CHANNEL")))
+ kwargs['mininterval'] = max(1.5, kwargs.get('mininterval', 1.5))
+ super().__init__(*args, **kwargs)
+
+ def display(self, **kwargs):
+ super().display(**kwargs)
+ fmt = self.format_dict
+ if fmt.get('bar_format', None):
+ fmt['bar_format'] = fmt['bar_format'].replace(
+ '<bar/>', '`{bar:10}`').replace('{bar}', '`{bar:10u}`')
+ else:
+ fmt['bar_format'] = '{l_bar}`{bar:10}`{r_bar}'
+ if fmt['ascii'] is False:
+ fmt['ascii'] = [":black_square:", ":small_blue_diamond:", ":large_blue_diamond:",
+ ":large_blue_square:"]
+ fmt['ncols'] = 336
+ self.sio.write(self.format_meter(**fmt))
+
+ def clear(self, *args, **kwargs):
+ super().clear(*args, **kwargs)
+ if not self.disable:
+ self.sio.write("")
+
+
+def tsrange(*args, **kwargs):
+ """Shortcut for `tqdm.contrib.slack.tqdm(range(*args), **kwargs)`."""
+ return tqdm_slack(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_slack
+trange = tsrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/telegram.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/telegram.py
new file mode 100644
index 00000000..01915180
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/telegram.py
@@ -0,0 +1,153 @@
+"""
+Sends updates to a Telegram bot.
+
+Usage:
+>>> from tqdm.contrib.telegram import tqdm, trange
+>>> for i in trange(10, token='{token}', chat_id='{chat_id}'):
+... ...
+
+![screenshot](https://tqdm.github.io/img/screenshot-telegram.gif)
+"""
+from os import getenv
+from warnings import warn
+
+from requests import Session
+
+from ..auto import tqdm as tqdm_auto
+from ..std import TqdmWarning
+from .utils_worker import MonoWorker
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['TelegramIO', 'tqdm_telegram', 'ttgrange', 'tqdm', 'trange']
+
+
+class TelegramIO(MonoWorker):
+ """Non-blocking file-like IO using a Telegram Bot."""
+ API = 'https://api.telegram.org/bot'
+
+ def __init__(self, token, chat_id):
+ """Creates a new message in the given `chat_id`."""
+ super().__init__()
+ self.token = token
+ self.chat_id = chat_id
+ self.session = Session()
+ self.text = self.__class__.__name__
+ self.message_id
+
+ @property
+ def message_id(self):
+ if hasattr(self, '_message_id'):
+ return self._message_id
+ try:
+ res = self.session.post(
+ self.API + '%s/sendMessage' % self.token,
+ data={'text': '`' + self.text + '`', 'chat_id': self.chat_id,
+ 'parse_mode': 'MarkdownV2'}).json()
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ if res.get('error_code') == 429:
+ warn("Creation rate limit: try increasing `mininterval`.",
+ TqdmWarning, stacklevel=2)
+ else:
+ self._message_id = res['result']['message_id']
+ return self._message_id
+
+ def write(self, s):
+ """Replaces internal `message_id`'s text with `s`."""
+ if not s:
+ s = "..."
+ s = s.replace('\r', '').strip()
+ if s == self.text:
+ return # avoid duplicate message Bot error
+ message_id = self.message_id
+ if message_id is None:
+ return
+ self.text = s
+ try:
+ future = self.submit(
+ self.session.post, self.API + '%s/editMessageText' % self.token,
+ data={'text': '`' + s + '`', 'chat_id': self.chat_id,
+ 'message_id': message_id, 'parse_mode': 'MarkdownV2'})
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ return future
+
+ def delete(self):
+ """Deletes internal `message_id`."""
+ try:
+ future = self.submit(
+ self.session.post, self.API + '%s/deleteMessage' % self.token,
+ data={'chat_id': self.chat_id, 'message_id': self.message_id})
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ return future
+
+
+class tqdm_telegram(tqdm_auto):
+ """
+ Standard `tqdm.auto.tqdm` but also sends updates to a Telegram Bot.
+ May take a few seconds to create (`__init__`).
+
+ - create a bot <https://core.telegram.org/bots#6-botfather>
+ - copy its `{token}`
+ - add the bot to a chat and send it a message such as `/start`
+ - go to <https://api.telegram.org/bot`{token}`/getUpdates> to find out
+ the `{chat_id}`
+ - paste the `{token}` & `{chat_id}` below
+
+ >>> from tqdm.contrib.telegram import tqdm, trange
+ >>> for i in tqdm(iterable, token='{token}', chat_id='{chat_id}'):
+ ... ...
+ """
+ def __init__(self, *args, **kwargs):
+ """
+ Parameters
+ ----------
+ token : str, required. Telegram token
+ [default: ${TQDM_TELEGRAM_TOKEN}].
+ chat_id : str, required. Telegram chat ID
+ [default: ${TQDM_TELEGRAM_CHAT_ID}].
+
+ See `tqdm.auto.tqdm.__init__` for other parameters.
+ """
+ if not kwargs.get('disable'):
+ kwargs = kwargs.copy()
+ self.tgio = TelegramIO(
+ kwargs.pop('token', getenv('TQDM_TELEGRAM_TOKEN')),
+ kwargs.pop('chat_id', getenv('TQDM_TELEGRAM_CHAT_ID')))
+ super().__init__(*args, **kwargs)
+
+ def display(self, **kwargs):
+ super().display(**kwargs)
+ fmt = self.format_dict
+ if fmt.get('bar_format', None):
+ fmt['bar_format'] = fmt['bar_format'].replace(
+ '<bar/>', '{bar:10u}').replace('{bar}', '{bar:10u}')
+ else:
+ fmt['bar_format'] = '{l_bar}{bar:10u}{r_bar}'
+ self.tgio.write(self.format_meter(**fmt))
+
+ def clear(self, *args, **kwargs):
+ super().clear(*args, **kwargs)
+ if not self.disable:
+ self.tgio.write("")
+
+ def close(self):
+ if self.disable:
+ return
+ super().close()
+ if not (self.leave or (self.leave is None and self.pos == 0)):
+ self.tgio.delete()
+
+
+def ttgrange(*args, **kwargs):
+ """Shortcut for `tqdm.contrib.telegram.tqdm(range(*args), **kwargs)`."""
+ return tqdm_telegram(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_telegram
+trange = ttgrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/contrib/utils_worker.py b/.venv/lib/python3.12/site-packages/tqdm/contrib/utils_worker.py
new file mode 100644
index 00000000..2a03a2a8
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/contrib/utils_worker.py
@@ -0,0 +1,38 @@
+"""
+IO/concurrency helpers for `tqdm.contrib`.
+"""
+from collections import deque
+from concurrent.futures import ThreadPoolExecutor
+
+from ..auto import tqdm as tqdm_auto
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['MonoWorker']
+
+
+class MonoWorker(object):
+ """
+ Supports one running task and one waiting task.
+ The waiting task is the most recent submitted (others are discarded).
+ """
+ def __init__(self):
+ self.pool = ThreadPoolExecutor(max_workers=1)
+ self.futures = deque([], 2)
+
+ def submit(self, func, *args, **kwargs):
+ """`func(*args, **kwargs)` may replace currently waiting task."""
+ futures = self.futures
+ if len(futures) == futures.maxlen:
+ running = futures.popleft()
+ if not running.done():
+ if len(futures): # clear waiting
+ waiting = futures.pop()
+ waiting.cancel()
+ futures.appendleft(running) # re-insert running
+ try:
+ waiting = self.pool.submit(func, *args, **kwargs)
+ except Exception as e:
+ tqdm_auto.write(str(e))
+ else:
+ futures.append(waiting)
+ return waiting
diff --git a/.venv/lib/python3.12/site-packages/tqdm/dask.py b/.venv/lib/python3.12/site-packages/tqdm/dask.py
new file mode 100644
index 00000000..57f1b668
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/dask.py
@@ -0,0 +1,44 @@
+from functools import partial
+
+from dask.callbacks import Callback
+
+from .auto import tqdm as tqdm_auto
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['TqdmCallback']
+
+
+class TqdmCallback(Callback):
+ """Dask callback for task progress."""
+ def __init__(self, start=None, pretask=None, tqdm_class=tqdm_auto,
+ **tqdm_kwargs):
+ """
+ Parameters
+ ----------
+ tqdm_class : optional
+ `tqdm` class to use for bars [default: `tqdm.auto.tqdm`].
+ tqdm_kwargs : optional
+ Any other arguments used for all bars.
+ """
+ super().__init__(start=start, pretask=pretask)
+ if tqdm_kwargs:
+ tqdm_class = partial(tqdm_class, **tqdm_kwargs)
+ self.tqdm_class = tqdm_class
+
+ def _start_state(self, _, state):
+ self.pbar = self.tqdm_class(total=sum(
+ len(state[k]) for k in ['ready', 'waiting', 'running', 'finished']))
+
+ def _posttask(self, *_, **__):
+ self.pbar.update()
+
+ def _finish(self, *_, **__):
+ self.pbar.close()
+
+ def display(self):
+ """Displays in the current cell in Notebooks."""
+ container = getattr(self.bar, 'container', None)
+ if container is None:
+ return
+ from .notebook import display
+ display(container)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/gui.py b/.venv/lib/python3.12/site-packages/tqdm/gui.py
new file mode 100644
index 00000000..cb52fb91
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/gui.py
@@ -0,0 +1,179 @@
+"""
+Matplotlib GUI progressbar decorator for iterators.
+
+Usage:
+>>> from tqdm.gui import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+# future division is important to divide integers and get as
+# a result precise floating numbers (instead of truncated int)
+import re
+from warnings import warn
+
+# to inherit from the tqdm class
+from .std import TqdmExperimentalWarning
+from .std import tqdm as std_tqdm
+
+# import compatibility functions and utilities
+
+__author__ = {"github.com/": ["casperdcl", "lrq3000"]}
+__all__ = ['tqdm_gui', 'tgrange', 'tqdm', 'trange']
+
+
+class tqdm_gui(std_tqdm): # pragma: no cover
+ """Experimental Matplotlib GUI version of tqdm!"""
+ # TODO: @classmethod: write() on GUI?
+ def __init__(self, *args, **kwargs):
+ from collections import deque
+
+ import matplotlib as mpl
+ import matplotlib.pyplot as plt
+ kwargs = kwargs.copy()
+ kwargs['gui'] = True
+ colour = kwargs.pop('colour', 'g')
+ super().__init__(*args, **kwargs)
+
+ if self.disable:
+ return
+
+ warn("GUI is experimental/alpha", TqdmExperimentalWarning, stacklevel=2)
+ self.mpl = mpl
+ self.plt = plt
+
+ # Remember if external environment uses toolbars
+ self.toolbar = self.mpl.rcParams['toolbar']
+ self.mpl.rcParams['toolbar'] = 'None'
+
+ self.mininterval = max(self.mininterval, 0.5)
+ self.fig, ax = plt.subplots(figsize=(9, 2.2))
+ # self.fig.subplots_adjust(bottom=0.2)
+ total = self.__len__() # avoids TypeError on None #971
+ if total is not None:
+ self.xdata = []
+ self.ydata = []
+ self.zdata = []
+ else:
+ self.xdata = deque([])
+ self.ydata = deque([])
+ self.zdata = deque([])
+ self.line1, = ax.plot(self.xdata, self.ydata, color='b')
+ self.line2, = ax.plot(self.xdata, self.zdata, color='k')
+ ax.set_ylim(0, 0.001)
+ if total is not None:
+ ax.set_xlim(0, 100)
+ ax.set_xlabel("percent")
+ self.fig.legend((self.line1, self.line2), ("cur", "est"),
+ loc='center right')
+ # progressbar
+ self.hspan = plt.axhspan(0, 0.001, xmin=0, xmax=0, color=colour)
+ else:
+ # ax.set_xlim(-60, 0)
+ ax.set_xlim(0, 60)
+ ax.invert_xaxis()
+ ax.set_xlabel("seconds")
+ ax.legend(("cur", "est"), loc='lower left')
+ ax.grid()
+ # ax.set_xlabel('seconds')
+ ax.set_ylabel((self.unit if self.unit else "it") + "/s")
+ if self.unit_scale:
+ plt.ticklabel_format(style='sci', axis='y', scilimits=(0, 0))
+ ax.yaxis.get_offset_text().set_x(-0.15)
+
+ # Remember if external environment is interactive
+ self.wasion = plt.isinteractive()
+ plt.ion()
+ self.ax = ax
+
+ def close(self):
+ if self.disable:
+ return
+
+ self.disable = True
+
+ with self.get_lock():
+ self._instances.remove(self)
+
+ # Restore toolbars
+ self.mpl.rcParams['toolbar'] = self.toolbar
+ # Return to non-interactive mode
+ if not self.wasion:
+ self.plt.ioff()
+ if self.leave:
+ self.display()
+ else:
+ self.plt.close(self.fig)
+
+ def clear(self, *_, **__):
+ pass
+
+ def display(self, *_, **__):
+ n = self.n
+ cur_t = self._time()
+ elapsed = cur_t - self.start_t
+ delta_it = n - self.last_print_n
+ delta_t = cur_t - self.last_print_t
+
+ # Inline due to multiple calls
+ total = self.total
+ xdata = self.xdata
+ ydata = self.ydata
+ zdata = self.zdata
+ ax = self.ax
+ line1 = self.line1
+ line2 = self.line2
+ hspan = getattr(self, 'hspan', None)
+ # instantaneous rate
+ y = delta_it / delta_t
+ # overall rate
+ z = n / elapsed
+ # update line data
+ xdata.append(n * 100.0 / total if total else cur_t)
+ ydata.append(y)
+ zdata.append(z)
+
+ # Discard old values
+ # xmin, xmax = ax.get_xlim()
+ # if (not total) and elapsed > xmin * 1.1:
+ if (not total) and elapsed > 66:
+ xdata.popleft()
+ ydata.popleft()
+ zdata.popleft()
+
+ ymin, ymax = ax.get_ylim()
+ if y > ymax or z > ymax:
+ ymax = 1.1 * y
+ ax.set_ylim(ymin, ymax)
+ ax.figure.canvas.draw()
+
+ if total:
+ line1.set_data(xdata, ydata)
+ line2.set_data(xdata, zdata)
+ if hspan:
+ hspan.set_xy((0, ymin))
+ hspan.set_height(ymax - ymin)
+ hspan.set_width(n / total)
+ else:
+ t_ago = [cur_t - i for i in xdata]
+ line1.set_data(t_ago, ydata)
+ line2.set_data(t_ago, zdata)
+
+ d = self.format_dict
+ # remove {bar}
+ d['bar_format'] = (d['bar_format'] or "{l_bar}<bar/>{r_bar}").replace(
+ "{bar}", "<bar/>")
+ msg = self.format_meter(**d)
+ if '<bar/>' in msg:
+ msg = "".join(re.split(r'\|?<bar/>\|?', msg, maxsplit=1))
+ ax.set_title(msg, fontname="DejaVu Sans Mono", fontsize=11)
+ self.plt.pause(1e-9)
+
+
+def tgrange(*args, **kwargs):
+ """Shortcut for `tqdm.gui.tqdm(range(*args), **kwargs)`."""
+ return tqdm_gui(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_gui
+trange = tgrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/keras.py b/.venv/lib/python3.12/site-packages/tqdm/keras.py
new file mode 100644
index 00000000..cce9467c
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/keras.py
@@ -0,0 +1,122 @@
+from copy import copy
+from functools import partial
+
+from .auto import tqdm as tqdm_auto
+
+try:
+ import keras
+except (ImportError, AttributeError) as e:
+ try:
+ from tensorflow import keras
+ except ImportError:
+ raise e
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['TqdmCallback']
+
+
+class TqdmCallback(keras.callbacks.Callback):
+ """Keras callback for epoch and batch progress."""
+ @staticmethod
+ def bar2callback(bar, pop=None, delta=(lambda logs: 1)):
+ def callback(_, logs=None):
+ n = delta(logs)
+ if logs:
+ if pop:
+ logs = copy(logs)
+ [logs.pop(i, 0) for i in pop]
+ bar.set_postfix(logs, refresh=False)
+ bar.update(n)
+
+ return callback
+
+ def __init__(self, epochs=None, data_size=None, batch_size=None, verbose=1,
+ tqdm_class=tqdm_auto, **tqdm_kwargs):
+ """
+ Parameters
+ ----------
+ epochs : int, optional
+ data_size : int, optional
+ Number of training pairs.
+ batch_size : int, optional
+ Number of training pairs per batch.
+ verbose : int
+ 0: epoch, 1: batch (transient), 2: batch. [default: 1].
+ Will be set to `0` unless both `data_size` and `batch_size`
+ are given.
+ tqdm_class : optional
+ `tqdm` class to use for bars [default: `tqdm.auto.tqdm`].
+ tqdm_kwargs : optional
+ Any other arguments used for all bars.
+ """
+ if tqdm_kwargs:
+ tqdm_class = partial(tqdm_class, **tqdm_kwargs)
+ self.tqdm_class = tqdm_class
+ self.epoch_bar = tqdm_class(total=epochs, unit='epoch')
+ self.on_epoch_end = self.bar2callback(self.epoch_bar)
+ if data_size and batch_size:
+ self.batches = batches = (data_size + batch_size - 1) // batch_size
+ else:
+ self.batches = batches = None
+ self.verbose = verbose
+ if verbose == 1:
+ self.batch_bar = tqdm_class(total=batches, unit='batch', leave=False)
+ self.on_batch_end = self.bar2callback(
+ self.batch_bar, pop=['batch', 'size'],
+ delta=lambda logs: logs.get('size', 1))
+
+ def on_train_begin(self, *_, **__):
+ params = self.params.get
+ auto_total = params('epochs', params('nb_epoch', None))
+ if auto_total is not None and auto_total != self.epoch_bar.total:
+ self.epoch_bar.reset(total=auto_total)
+
+ def on_epoch_begin(self, epoch, *_, **__):
+ if self.epoch_bar.n < epoch:
+ ebar = self.epoch_bar
+ ebar.n = ebar.last_print_n = ebar.initial = epoch
+ if self.verbose:
+ params = self.params.get
+ total = params('samples', params(
+ 'nb_sample', params('steps', None))) or self.batches
+ if self.verbose == 2:
+ if hasattr(self, 'batch_bar'):
+ self.batch_bar.close()
+ self.batch_bar = self.tqdm_class(
+ total=total, unit='batch', leave=True,
+ unit_scale=1 / (params('batch_size', 1) or 1))
+ self.on_batch_end = self.bar2callback(
+ self.batch_bar, pop=['batch', 'size'],
+ delta=lambda logs: logs.get('size', 1))
+ elif self.verbose == 1:
+ self.batch_bar.unit_scale = 1 / (params('batch_size', 1) or 1)
+ self.batch_bar.reset(total=total)
+ else:
+ raise KeyError('Unknown verbosity')
+
+ def on_train_end(self, *_, **__):
+ if hasattr(self, 'batch_bar'):
+ self.batch_bar.close()
+ self.epoch_bar.close()
+
+ def display(self):
+ """Displays in the current cell in Notebooks."""
+ container = getattr(self.epoch_bar, 'container', None)
+ if container is None:
+ return
+ from .notebook import display
+ display(container)
+ batch_bar = getattr(self, 'batch_bar', None)
+ if batch_bar is not None:
+ display(batch_bar.container)
+
+ @staticmethod
+ def _implements_train_batch_hooks():
+ return True
+
+ @staticmethod
+ def _implements_test_batch_hooks():
+ return True
+
+ @staticmethod
+ def _implements_predict_batch_hooks():
+ return True
diff --git a/.venv/lib/python3.12/site-packages/tqdm/notebook.py b/.venv/lib/python3.12/site-packages/tqdm/notebook.py
new file mode 100644
index 00000000..77b91bdd
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/notebook.py
@@ -0,0 +1,317 @@
+"""
+IPython/Jupyter Notebook progressbar decorator for iterators.
+Includes a default `range` iterator printing to `stderr`.
+
+Usage:
+>>> from tqdm.notebook import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+# import compatibility functions and utilities
+import re
+import sys
+from html import escape
+from weakref import proxy
+
+# to inherit from the tqdm class
+from .std import tqdm as std_tqdm
+
+if True: # pragma: no cover
+ # import IPython/Jupyter base widget and display utilities
+ IPY = 0
+ try: # IPython 4.x
+ import ipywidgets
+ IPY = 4
+ except ImportError: # IPython 3.x / 2.x
+ IPY = 32
+ import warnings
+ with warnings.catch_warnings():
+ warnings.filterwarnings(
+ 'ignore', message=".*The `IPython.html` package has been deprecated.*")
+ try:
+ import IPython.html.widgets as ipywidgets # NOQA: F401
+ except ImportError:
+ pass
+
+ try: # IPython 4.x / 3.x
+ if IPY == 32:
+ from IPython.html.widgets import HTML
+ from IPython.html.widgets import FloatProgress as IProgress
+ from IPython.html.widgets import HBox
+ IPY = 3
+ else:
+ from ipywidgets import HTML
+ from ipywidgets import FloatProgress as IProgress
+ from ipywidgets import HBox
+ except ImportError:
+ try: # IPython 2.x
+ from IPython.html.widgets import HTML
+ from IPython.html.widgets import ContainerWidget as HBox
+ from IPython.html.widgets import FloatProgressWidget as IProgress
+ IPY = 2
+ except ImportError:
+ IPY = 0
+ IProgress = None
+ HBox = object
+
+ try:
+ from IPython.display import display # , clear_output
+ except ImportError:
+ pass
+
+__author__ = {"github.com/": ["lrq3000", "casperdcl", "alexanderkuk"]}
+__all__ = ['tqdm_notebook', 'tnrange', 'tqdm', 'trange']
+WARN_NOIPYW = ("IProgress not found. Please update jupyter and ipywidgets."
+ " See https://ipywidgets.readthedocs.io/en/stable"
+ "/user_install.html")
+
+
+class TqdmHBox(HBox):
+ """`ipywidgets.HBox` with a pretty representation"""
+ def _json_(self, pretty=None):
+ pbar = getattr(self, 'pbar', None)
+ if pbar is None:
+ return {}
+ d = pbar.format_dict
+ if pretty is not None:
+ d["ascii"] = not pretty
+ return d
+
+ def __repr__(self, pretty=False):
+ pbar = getattr(self, 'pbar', None)
+ if pbar is None:
+ return super().__repr__()
+ return pbar.format_meter(**self._json_(pretty))
+
+ def _repr_pretty_(self, pp, *_, **__):
+ pp.text(self.__repr__(True))
+
+
+class tqdm_notebook(std_tqdm):
+ """
+ Experimental IPython/Jupyter Notebook widget using tqdm!
+ """
+ @staticmethod
+ def status_printer(_, total=None, desc=None, ncols=None):
+ """
+ Manage the printing of an IPython/Jupyter Notebook progress bar widget.
+ """
+ # Fallback to text bar if there's no total
+ # DEPRECATED: replaced with an 'info' style bar
+ # if not total:
+ # return super(tqdm_notebook, tqdm_notebook).status_printer(file)
+
+ # fp = file
+
+ # Prepare IPython progress bar
+ if IProgress is None: # #187 #451 #558 #872
+ raise ImportError(WARN_NOIPYW)
+ if total:
+ pbar = IProgress(min=0, max=total)
+ else: # No total? Show info style bar with no progress tqdm status
+ pbar = IProgress(min=0, max=1)
+ pbar.value = 1
+ pbar.bar_style = 'info'
+ if ncols is None:
+ pbar.layout.width = "20px"
+
+ ltext = HTML()
+ rtext = HTML()
+ if desc:
+ ltext.value = desc
+ container = TqdmHBox(children=[ltext, pbar, rtext])
+ # Prepare layout
+ if ncols is not None: # use default style of ipywidgets
+ # ncols could be 100, "100px", "100%"
+ ncols = str(ncols) # ipywidgets only accepts string
+ try:
+ if int(ncols) > 0: # isnumeric and positive
+ ncols += 'px'
+ except ValueError:
+ pass
+ pbar.layout.flex = '2'
+ container.layout.width = ncols
+ container.layout.display = 'inline-flex'
+ container.layout.flex_flow = 'row wrap'
+
+ return container
+
+ def display(self, msg=None, pos=None,
+ # additional signals
+ close=False, bar_style=None, check_delay=True):
+ # Note: contrary to native tqdm, msg='' does NOT clear bar
+ # goal is to keep all infos if error happens so user knows
+ # at which iteration the loop failed.
+
+ # Clear previous output (really necessary?)
+ # clear_output(wait=1)
+
+ if not msg and not close:
+ d = self.format_dict
+ # remove {bar}
+ d['bar_format'] = (d['bar_format'] or "{l_bar}<bar/>{r_bar}").replace(
+ "{bar}", "<bar/>")
+ msg = self.format_meter(**d)
+
+ ltext, pbar, rtext = self.container.children
+ pbar.value = self.n
+
+ if msg:
+ msg = msg.replace(' ', u'\u2007') # fix html space padding
+ # html escape special characters (like '&')
+ if '<bar/>' in msg:
+ left, right = map(escape, re.split(r'\|?<bar/>\|?', msg, maxsplit=1))
+ else:
+ left, right = '', escape(msg)
+
+ # Update description
+ ltext.value = left
+ # never clear the bar (signal: msg='')
+ if right:
+ rtext.value = right
+
+ # Change bar style
+ if bar_style:
+ # Hack-ish way to avoid the danger bar_style being overridden by
+ # success because the bar gets closed after the error...
+ if pbar.bar_style != 'danger' or bar_style != 'success':
+ pbar.bar_style = bar_style
+
+ # Special signal to close the bar
+ if close and pbar.bar_style != 'danger': # hide only if no error
+ try:
+ self.container.close()
+ except AttributeError:
+ self.container.visible = False
+ self.container.layout.visibility = 'hidden' # IPYW>=8
+
+ if check_delay and self.delay > 0 and not self.displayed:
+ display(self.container)
+ self.displayed = True
+
+ @property
+ def colour(self):
+ if hasattr(self, 'container'):
+ return self.container.children[-2].style.bar_color
+
+ @colour.setter
+ def colour(self, bar_color):
+ if hasattr(self, 'container'):
+ self.container.children[-2].style.bar_color = bar_color
+
+ def __init__(self, *args, **kwargs):
+ """
+ Supports the usual `tqdm.tqdm` parameters as well as those listed below.
+
+ Parameters
+ ----------
+ display : Whether to call `display(self.container)` immediately
+ [default: True].
+ """
+ kwargs = kwargs.copy()
+ # Setup default output
+ file_kwarg = kwargs.get('file', sys.stderr)
+ if file_kwarg is sys.stderr or file_kwarg is None:
+ kwargs['file'] = sys.stdout # avoid the red block in IPython
+
+ # Initialize parent class + avoid printing by using gui=True
+ kwargs['gui'] = True
+ # convert disable = None to False
+ kwargs['disable'] = bool(kwargs.get('disable', False))
+ colour = kwargs.pop('colour', None)
+ display_here = kwargs.pop('display', True)
+ super().__init__(*args, **kwargs)
+ if self.disable or not kwargs['gui']:
+ self.disp = lambda *_, **__: None
+ return
+
+ # Get bar width
+ self.ncols = '100%' if self.dynamic_ncols else kwargs.get("ncols", None)
+
+ # Replace with IPython progress bar display (with correct total)
+ unit_scale = 1 if self.unit_scale is True else self.unit_scale or 1
+ total = self.total * unit_scale if self.total else self.total
+ self.container = self.status_printer(self.fp, total, self.desc, self.ncols)
+ self.container.pbar = proxy(self)
+ self.displayed = False
+ if display_here and self.delay <= 0:
+ display(self.container)
+ self.displayed = True
+ self.disp = self.display
+ self.colour = colour
+
+ # Print initial bar state
+ if not self.disable:
+ self.display(check_delay=False)
+
+ def __iter__(self):
+ try:
+ it = super().__iter__()
+ for obj in it:
+ # return super(tqdm...) will not catch exception
+ yield obj
+ # NB: except ... [ as ...] breaks IPython async KeyboardInterrupt
+ except: # NOQA
+ self.disp(bar_style='danger')
+ raise
+ # NB: don't `finally: close()`
+ # since this could be a shared bar which the user will `reset()`
+
+ def update(self, n=1):
+ try:
+ return super().update(n=n)
+ # NB: except ... [ as ...] breaks IPython async KeyboardInterrupt
+ except: # NOQA
+ # cannot catch KeyboardInterrupt when using manual tqdm
+ # as the interrupt will most likely happen on another statement
+ self.disp(bar_style='danger')
+ raise
+ # NB: don't `finally: close()`
+ # since this could be a shared bar which the user will `reset()`
+
+ def close(self):
+ if self.disable:
+ return
+ super().close()
+ # Try to detect if there was an error or KeyboardInterrupt
+ # in manual mode: if n < total, things probably got wrong
+ if self.total and self.n < self.total:
+ self.disp(bar_style='danger', check_delay=False)
+ else:
+ if self.leave:
+ self.disp(bar_style='success', check_delay=False)
+ else:
+ self.disp(close=True, check_delay=False)
+
+ def clear(self, *_, **__):
+ pass
+
+ 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.
+ """
+ if self.disable:
+ return super().reset(total=total)
+ _, pbar, _ = self.container.children
+ pbar.bar_style = ''
+ if total is not None:
+ pbar.max = total
+ if not self.total and self.ncols is None: # no longer unknown total
+ pbar.layout.width = None # reset width
+ return super().reset(total=total)
+
+
+def tnrange(*args, **kwargs):
+ """Shortcut for `tqdm.notebook.tqdm(range(*args), **kwargs)`."""
+ return tqdm_notebook(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_notebook
+trange = tnrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/rich.py b/.venv/lib/python3.12/site-packages/tqdm/rich.py
new file mode 100644
index 00000000..3d392eda
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/rich.py
@@ -0,0 +1,151 @@
+"""
+`rich.progress` decorator for iterators.
+
+Usage:
+>>> from tqdm.rich import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+from warnings import warn
+
+from rich.progress import (
+ BarColumn, Progress, ProgressColumn, Text, TimeElapsedColumn, TimeRemainingColumn, filesize)
+
+from .std import TqdmExperimentalWarning
+from .std import tqdm as std_tqdm
+
+__author__ = {"github.com/": ["casperdcl"]}
+__all__ = ['tqdm_rich', 'trrange', 'tqdm', 'trange']
+
+
+class FractionColumn(ProgressColumn):
+ """Renders completed/total, e.g. '0.5/2.3 G'."""
+ def __init__(self, unit_scale=False, unit_divisor=1000):
+ self.unit_scale = unit_scale
+ self.unit_divisor = unit_divisor
+ super().__init__()
+
+ def render(self, task):
+ """Calculate common unit for completed and total."""
+ completed = int(task.completed)
+ total = int(task.total)
+ if self.unit_scale:
+ unit, suffix = filesize.pick_unit_and_suffix(
+ total,
+ ["", "K", "M", "G", "T", "P", "E", "Z", "Y"],
+ self.unit_divisor,
+ )
+ else:
+ unit, suffix = filesize.pick_unit_and_suffix(total, [""], 1)
+ precision = 0 if unit == 1 else 1
+ return Text(
+ f"{completed/unit:,.{precision}f}/{total/unit:,.{precision}f} {suffix}",
+ style="progress.download")
+
+
+class RateColumn(ProgressColumn):
+ """Renders human readable transfer speed."""
+ def __init__(self, unit="", unit_scale=False, unit_divisor=1000):
+ self.unit = unit
+ self.unit_scale = unit_scale
+ self.unit_divisor = unit_divisor
+ super().__init__()
+
+ def render(self, task):
+ """Show data transfer speed."""
+ speed = task.speed
+ if speed is None:
+ return Text(f"? {self.unit}/s", style="progress.data.speed")
+ if self.unit_scale:
+ unit, suffix = filesize.pick_unit_and_suffix(
+ speed,
+ ["", "K", "M", "G", "T", "P", "E", "Z", "Y"],
+ self.unit_divisor,
+ )
+ else:
+ unit, suffix = filesize.pick_unit_and_suffix(speed, [""], 1)
+ precision = 0 if unit == 1 else 1
+ return Text(f"{speed/unit:,.{precision}f} {suffix}{self.unit}/s",
+ style="progress.data.speed")
+
+
+class tqdm_rich(std_tqdm): # pragma: no cover
+ """Experimental rich.progress GUI version of tqdm!"""
+ # TODO: @classmethod: write()?
+ def __init__(self, *args, **kwargs):
+ """
+ This class accepts the following parameters *in addition* to
+ the parameters accepted by `tqdm`.
+
+ Parameters
+ ----------
+ progress : tuple, optional
+ arguments for `rich.progress.Progress()`.
+ options : dict, optional
+ keyword arguments for `rich.progress.Progress()`.
+ """
+ kwargs = kwargs.copy()
+ kwargs['gui'] = True
+ # convert disable = None to False
+ kwargs['disable'] = bool(kwargs.get('disable', False))
+ progress = kwargs.pop('progress', None)
+ options = kwargs.pop('options', {}).copy()
+ super().__init__(*args, **kwargs)
+
+ if self.disable:
+ return
+
+ warn("rich is experimental/alpha", TqdmExperimentalWarning, stacklevel=2)
+ d = self.format_dict
+ if progress is None:
+ progress = (
+ "[progress.description]{task.description}"
+ "[progress.percentage]{task.percentage:>4.0f}%",
+ BarColumn(bar_width=None),
+ FractionColumn(
+ unit_scale=d['unit_scale'], unit_divisor=d['unit_divisor']),
+ "[", TimeElapsedColumn(), "<", TimeRemainingColumn(),
+ ",", RateColumn(unit=d['unit'], unit_scale=d['unit_scale'],
+ unit_divisor=d['unit_divisor']), "]"
+ )
+ options.setdefault('transient', not self.leave)
+ self._prog = Progress(*progress, **options)
+ self._prog.__enter__()
+ self._task_id = self._prog.add_task(self.desc or "", **d)
+
+ def close(self):
+ if self.disable:
+ return
+ self.display() # print 100%, vis #1306
+ super().close()
+ self._prog.__exit__(None, None, None)
+
+ def clear(self, *_, **__):
+ pass
+
+ def display(self, *_, **__):
+ if not hasattr(self, '_prog'):
+ return
+ self._prog.update(self._task_id, completed=self.n, description=self.desc)
+
+ def reset(self, total=None):
+ """
+ Resets to 0 iterations for repeated use.
+
+ Parameters
+ ----------
+ total : int or float, optional. Total to use for the new bar.
+ """
+ if hasattr(self, '_prog'):
+ self._prog.reset(total=total)
+ super().reset(total=total)
+
+
+def trrange(*args, **kwargs):
+ """Shortcut for `tqdm.rich.tqdm(range(*args), **kwargs)`."""
+ return tqdm_rich(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_rich
+trange = trrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/std.py b/.venv/lib/python3.12/site-packages/tqdm/std.py
new file mode 100644
index 00000000..e91ad309
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/std.py
@@ -0,0 +1,1524 @@
+"""
+Customisable progressbar decorator for iterators.
+Includes a default `range` iterator printing to `stderr`.
+
+Usage:
+>>> from tqdm import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+import sys
+from collections import OrderedDict, defaultdict
+from contextlib import contextmanager
+from datetime import datetime, timedelta, timezone
+from numbers import Number
+from time import time
+from warnings import warn
+from weakref import WeakSet
+
+from ._monitor import TMonitor
+from .utils import (
+ CallbackIOWrapper, Comparable, DisableOnWriteError, FormatReplace, SimpleTextIOWrapper,
+ _is_ascii, _screen_shape_wrapper, _supports_unicode, _term_move_up, disp_len, disp_trim,
+ envwrap)
+
+__author__ = "https://github.com/tqdm/tqdm#contributions"
+__all__ = ['tqdm', 'trange',
+ 'TqdmTypeError', 'TqdmKeyError', 'TqdmWarning',
+ 'TqdmExperimentalWarning', 'TqdmDeprecationWarning',
+ 'TqdmMonitorWarning']
+
+
+class TqdmTypeError(TypeError):
+ pass
+
+
+class TqdmKeyError(KeyError):
+ pass
+
+
+class TqdmWarning(Warning):
+ """base class for all tqdm warnings.
+
+ Used for non-external-code-breaking errors, such as garbled printing.
+ """
+ def __init__(self, msg, fp_write=None, *a, **k):
+ if fp_write is not None:
+ fp_write("\n" + self.__class__.__name__ + ": " + str(msg).rstrip() + '\n')
+ else:
+ super().__init__(msg, *a, **k)
+
+
+class TqdmExperimentalWarning(TqdmWarning, FutureWarning):
+ """beta feature, unstable API and behaviour"""
+ pass
+
+
+class TqdmDeprecationWarning(TqdmWarning, DeprecationWarning):
+ # not suppressed if raised
+ pass
+
+
+class TqdmMonitorWarning(TqdmWarning, RuntimeWarning):
+ """tqdm monitor errors which do not affect external functionality"""
+ pass
+
+
+def TRLock(*args, **kwargs):
+ """threading RLock"""
+ try:
+ from threading import RLock
+ return RLock(*args, **kwargs)
+ except (ImportError, OSError): # pragma: no cover
+ pass
+
+
+class TqdmDefaultWriteLock(object):
+ """
+ Provide a default write lock for thread and multiprocessing safety.
+ Works only on platforms supporting `fork` (so Windows is excluded).
+ You must initialise a `tqdm` or `TqdmDefaultWriteLock` instance
+ before forking in order for the write lock to work.
+ On Windows, you need to supply the lock from the parent to the children as
+ an argument to joblib or the parallelism lib you use.
+ """
+ # global thread lock so no setup required for multithreading.
+ # NB: Do not create multiprocessing lock as it sets the multiprocessing
+ # context, disallowing `spawn()`/`forkserver()`
+ th_lock = TRLock()
+
+ def __init__(self):
+ # Create global parallelism locks to avoid racing issues with parallel
+ # bars works only if fork available (Linux/MacOSX, but not Windows)
+ cls = type(self)
+ root_lock = cls.th_lock
+ if root_lock is not None:
+ root_lock.acquire()
+ cls.create_mp_lock()
+ self.locks = [lk for lk in [cls.mp_lock, cls.th_lock] if lk is not None]
+ if root_lock is not None:
+ root_lock.release()
+
+ def acquire(self, *a, **k):
+ for lock in self.locks:
+ lock.acquire(*a, **k)
+
+ def release(self):
+ for lock in self.locks[::-1]: # Release in inverse order of acquisition
+ lock.release()
+
+ def __enter__(self):
+ self.acquire()
+
+ def __exit__(self, *exc):
+ self.release()
+
+ @classmethod
+ def create_mp_lock(cls):
+ if not hasattr(cls, 'mp_lock'):
+ try:
+ from multiprocessing import RLock
+ cls.mp_lock = RLock()
+ except (ImportError, OSError): # pragma: no cover
+ cls.mp_lock = None
+
+ @classmethod
+ def create_th_lock(cls):
+ assert hasattr(cls, 'th_lock')
+ warn("create_th_lock not needed anymore", TqdmDeprecationWarning, stacklevel=2)
+
+
+class Bar(object):
+ """
+ `str.format`-able bar with format specifiers: `[width][type]`
+
+ - `width`
+ + unspecified (default): use `self.default_len`
+ + `int >= 0`: overrides `self.default_len`
+ + `int < 0`: subtract from `self.default_len`
+ - `type`
+ + `a`: ascii (`charset=self.ASCII` override)
+ + `u`: unicode (`charset=self.UTF` override)
+ + `b`: blank (`charset=" "` override)
+ """
+ ASCII = " 123456789#"
+ UTF = u" " + u''.join(map(chr, range(0x258F, 0x2587, -1)))
+ BLANK = " "
+ COLOUR_RESET = '\x1b[0m'
+ COLOUR_RGB = '\x1b[38;2;%d;%d;%dm'
+ COLOURS = {'BLACK': '\x1b[30m', 'RED': '\x1b[31m', 'GREEN': '\x1b[32m',
+ 'YELLOW': '\x1b[33m', 'BLUE': '\x1b[34m', 'MAGENTA': '\x1b[35m',
+ 'CYAN': '\x1b[36m', 'WHITE': '\x1b[37m'}
+
+ def __init__(self, frac, default_len=10, charset=UTF, colour=None):
+ if not 0 <= frac <= 1:
+ warn("clamping frac to range [0, 1]", TqdmWarning, stacklevel=2)
+ frac = max(0, min(1, frac))
+ assert default_len > 0
+ self.frac = frac
+ self.default_len = default_len
+ self.charset = charset
+ self.colour = colour
+
+ @property
+ def colour(self):
+ return self._colour
+
+ @colour.setter
+ def colour(self, value):
+ if not value:
+ self._colour = None
+ return
+ try:
+ if value.upper() in self.COLOURS:
+ self._colour = self.COLOURS[value.upper()]
+ elif value[0] == '#' and len(value) == 7:
+ self._colour = self.COLOUR_RGB % tuple(
+ int(i, 16) for i in (value[1:3], value[3:5], value[5:7]))
+ else:
+ raise KeyError
+ except (KeyError, AttributeError):
+ warn("Unknown colour (%s); valid choices: [hex (#00ff00), %s]" % (
+ value, ", ".join(self.COLOURS)),
+ TqdmWarning, stacklevel=2)
+ self._colour = None
+
+ def __format__(self, format_spec):
+ if format_spec:
+ _type = format_spec[-1].lower()
+ try:
+ charset = {'a': self.ASCII, 'u': self.UTF, 'b': self.BLANK}[_type]
+ except KeyError:
+ charset = self.charset
+ else:
+ format_spec = format_spec[:-1]
+ if format_spec:
+ N_BARS = int(format_spec)
+ if N_BARS < 0:
+ N_BARS += self.default_len
+ else:
+ N_BARS = self.default_len
+ else:
+ charset = self.charset
+ N_BARS = self.default_len
+
+ nsyms = len(charset) - 1
+ bar_length, frac_bar_length = divmod(int(self.frac * N_BARS * nsyms), nsyms)
+
+ res = charset[-1] * bar_length
+ if bar_length < N_BARS: # whitespace padding
+ res = res + charset[frac_bar_length] + charset[0] * (N_BARS - bar_length - 1)
+ return self.colour + res + self.COLOUR_RESET if self.colour else res
+
+
+class EMA(object):
+ """
+ Exponential moving average: smoothing to give progressively lower
+ weights to older values.
+
+ Parameters
+ ----------
+ smoothing : float, optional
+ Smoothing factor in range [0, 1], [default: 0.3].
+ Increase to give more weight to recent values.
+ Ranges from 0 (yields old value) to 1 (yields new value).
+ """
+ def __init__(self, smoothing=0.3):
+ self.alpha = smoothing
+ self.last = 0
+ self.calls = 0
+
+ def __call__(self, x=None):
+ """
+ Parameters
+ ----------
+ x : float
+ New value to include in EMA.
+ """
+ beta = 1 - self.alpha
+ if x is not None:
+ self.last = self.alpha * x + beta * self.last
+ self.calls += 1
+ return self.last / (1 - beta ** self.calls) if self.calls else self.last
+
+
+class tqdm(Comparable):
+ """
+ Decorate an iterable object, returning an iterator which acts exactly
+ like the original iterable, but prints a dynamically updating
+ progressbar every time a value is requested.
+
+ 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
+ Whether to write bytes. If (default: False) will write 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').
+ delay : float, optional
+ Don't display until [default: 0] seconds have elapsed.
+ 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.
+ """
+
+ monitor_interval = 10 # set to 0 to disable the thread
+ monitor = None
+ _instances = WeakSet()
+
+ @staticmethod
+ def format_sizeof(num, suffix='', divisor=1000):
+ """
+ Formats a number (greater than unity) with SI Order of Magnitude
+ prefixes.
+
+ Parameters
+ ----------
+ num : float
+ Number ( >= 1) to format.
+ suffix : str, optional
+ Post-postfix [default: ''].
+ divisor : float, optional
+ Divisor between prefixes [default: 1000].
+
+ Returns
+ -------
+ out : str
+ Number with Order of Magnitude SI unit postfix.
+ """
+ for unit in ['', 'k', 'M', 'G', 'T', 'P', 'E', 'Z']:
+ if abs(num) < 999.5:
+ if abs(num) < 99.95:
+ if abs(num) < 9.995:
+ return f'{num:1.2f}{unit}{suffix}'
+ return f'{num:2.1f}{unit}{suffix}'
+ return f'{num:3.0f}{unit}{suffix}'
+ num /= divisor
+ return f'{num:3.1f}Y{suffix}'
+
+ @staticmethod
+ def format_interval(t):
+ """
+ Formats a number of seconds as a clock time, [H:]MM:SS
+
+ Parameters
+ ----------
+ t : int
+ Number of seconds.
+
+ Returns
+ -------
+ out : str
+ [H:]MM:SS
+ """
+ mins, s = divmod(int(t), 60)
+ h, m = divmod(mins, 60)
+ return f'{h:d}:{m:02d}:{s:02d}' if h else f'{m:02d}:{s:02d}'
+
+ @staticmethod
+ def format_num(n):
+ """
+ Intelligent scientific notation (.3g).
+
+ Parameters
+ ----------
+ n : int or float or Numeric
+ A Number.
+
+ Returns
+ -------
+ out : str
+ Formatted number.
+ """
+ f = f'{n:.3g}'.replace('e+0', 'e+').replace('e-0', 'e-')
+ n = str(n)
+ return f if len(f) < len(n) else n
+
+ @staticmethod
+ def status_printer(file):
+ """
+ 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
+ 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
+ if fp in (sys.stderr, sys.stdout):
+ getattr(sys.stderr, 'flush', lambda: None)()
+ getattr(sys.stdout, 'flush', lambda: None)()
+
+ def fp_write(s):
+ fp.write(str(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)))
+ 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 = self.avg_dn / self.avg_dt
+ 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 f'{rate:5.2f}')
+ if rate else '?') + unit + '/s'
+ rate_inv_fmt = (
+ (format_sizeof(inv_rate) if unit_scale else f'{inv_rate:5.2f}')
+ 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.fromtimestamp(0, timezone.utc))
+ 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 = f'| {n_fmt}/{total_fmt} [{elapsed_str}<{remaining_str}, {rate_fmt}{postfix}]'
+
+ # Custom bar formatting
+ # Populate a dict with all available progress indicators
+ format_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 += f'{percentage:3.0f}%|'
+
+ 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()
+ nobar = bar_format.format(bar=full_bar, **format_dict)
+ if not full_bar.format_called:
+ return nobar # no `{bar}`; nothing else to do
+
+ # 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 = str(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 (f'{(prefix + ": ") if prefix else ""}'
+ f'{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 = {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 created 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 warnings import catch_warnings, simplefilter
+
+ from pandas.core.frame import DataFrame
+ from pandas.core.series import Series
+ try:
+ with catch_warnings():
+ simplefilter("ignore", category=FutureWarning)
+ from pandas import Panel
+ except ImportError: # pandas>=1.2.0
+ Panel = None
+ Rolling, Expanding = None, 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: # pandas>=1.2.0
+ try: # pandas>=1.2.0
+ from pandas.core.window.expanding import Expanding
+ from pandas.core.window.rolling import Rolling
+ _Rolling_and_Expanding = Rolling, Expanding
+ except ImportError: # pragma: no cover
+ _Rolling_and_Expanding = None
+ try: # pandas>=0.25.0
+ from pandas.core.groupby.generic import SeriesGroupBy # , NDFrameGroupBy
+ from pandas.core.groupby.generic import DataFrameGroupBy
+ except ImportError: # pragma: no cover
+ 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: # pragma: no cover
+ 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: # pandas>=1.3.0
+ from pandas.core.common import is_builtin_func
+ except ImportError:
+ is_builtin_func = df._is_builtin_func
+ try:
+ func = 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')
+ DataFrame.progress_map = inner_generator('map')
+ DataFrameGroupBy.progress_map = inner_generator('map')
+
+ 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 is not None and Expanding is not None:
+ Rolling.progress_apply = inner_generator()
+ Expanding.progress_apply = inner_generator()
+ elif _Rolling_and_Expanding is not None:
+ _Rolling_and_Expanding.progress_apply = inner_generator()
+
+ # override defaults via env vars
+ @envwrap("TQDM_", is_method=True, types={'total': float, 'ncols': int, 'miniters': float,
+ 'position': int, 'nrows': int})
+ 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=False,
+ lock_args=None, nrows=None, colour=None, delay=0.0, gui=False,
+ **kwargs):
+ """see tqdm.tqdm for arguments"""
+ 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 ascii is not True and not _is_ascii(ascii):
+ # Convert bar format into unicode since terminal uses unicode
+ bar_format = str(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.delay = delay
+ self.gui = gui
+ self.dynamic_ncols = dynamic_ncols
+ self.smoothing = smoothing
+ self._ema_dn = EMA(smoothing)
+ self._ema_dt = EMA(smoothing)
+ self._ema_miniters = EMA(smoothing)
+ 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:
+ # mark fixed positions as negative
+ self.pos = self._get_free_pos(self) if position is None else -position
+
+ if not gui:
+ # Initialize the screen printer
+ self.sp = self.status_printer(self.fp)
+ if delay <= 0:
+ 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 __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 self.iterable.__length_hint__() if hasattr(self.iterable, "__length_hint__")
+ else getattr(self, "total", None))
+
+ def __reversed__(self):
+ try:
+ orig = self.iterable
+ except AttributeError:
+ raise TypeError("'tqdm' object is not reversible")
+ else:
+ self.iterable = reversed(self.iterable)
+ return self.__iter__()
+ finally:
+ self.iterable = orig
+
+ def __contains__(self, item):
+ contains = getattr(self.iterable, '__contains__', None)
+ return contains(item) if contains is not None else item in self.__iter__()
+
+ 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 __str__(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
+ last_print_t = self.last_print_t
+ last_print_n = self.last_print_n
+ min_start_t = self.start_t + self.delay
+ n = self.n
+ time = self._time
+
+ 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
+
+ if n - last_print_n >= self.miniters:
+ cur_t = time()
+ dt = cur_t - last_print_t
+ if dt >= mininterval and cur_t >= min_start_t:
+ self.update(n - last_print_n)
+ last_print_n = self.last_print_n
+ last_print_t = self.last_print_t
+ finally:
+ self.n = n
+ 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.
+ """
+ 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:
+ cur_t = self._time()
+ dt = cur_t - self.last_print_t
+ if dt >= self.mininterval and cur_t >= self.start_t + self.delay:
+ cur_t = self._time()
+ dn = self.n - self.last_print_n # >= n
+ if self.smoothing and dt and dn:
+ # EMA (not just overall average)
+ self._ema_dn(dn)
+ self._ema_dt(dt)
+ self.refresh(lock_args=self.lock_args)
+ if self.dynamic_miniters:
+ # 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.maxinterval and dt >= self.maxinterval:
+ self.miniters = dn * (self.mininterval or self.maxinterval) / dt
+ elif self.smoothing:
+ # EMA miniters update
+ self.miniters = self._ema_miniters(
+ dn * (self.mininterval / dt if self.mininterval and dt
+ else 1))
+ else:
+ # max iters between two prints
+ self.miniters = max(self.miniters, dn)
+
+ # 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)
+
+ if self.last_print_t < self.start_t + self.delay:
+ # haven't ever displayed; nothing to clear
+ return
+
+ # GUI mode
+ if getattr(self, 'sp', None) is None:
+ return
+
+ # annoyingly, _supports_unicode isn't good enough
+ def fp_write(s):
+ self.fp.write(str(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._ema_dt = lambda: 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."""
+ if self.disable:
+ return
+ 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.n = 0
+ if total is not None:
+ self.total = total
+ if self.disable:
+ return
+ self.last_print_n = 0
+ self.last_print_t = self.start_t = self._time()
+ self._ema_dn = EMA(self.smoothing)
+ self._ema_dt = EMA(self.smoothing)
+ self._ema_miniters = EMA(self.smoothing)
+ 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], str):
+ 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('\n' * n + _term_move_up() * -n)
+ getattr(self.fp, 'flush', lambda: None)()
+
+ @property
+ def format_dict(self):
+ """Public API for read-only member access."""
+ if self.disable and not hasattr(self, 'unit'):
+ return defaultdict(lambda: None, {
+ 'n': self.n, 'total': self.total, 'elapsed': 0, 'unit': 'it'})
+ if self.dynamic_ncols:
+ self.ncols, self.nrows = self.dynamic_ncols(self.fp)
+ return {
+ 'n': self.n, 'total': self.total,
+ 'elapsed': self._time() - self.start_t if hasattr(self, 'start_t') else 0,
+ 'ncols': self.ncols, 'nrows': self.nrows, 'prefix': self.desc,
+ 'ascii': self.ascii, 'unit': self.unit, 'unit_scale': self.unit_scale,
+ 'rate': self._ema_dn() / self._ema_dt() if self._ema_dt() 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 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))
+
+ if pos:
+ self.moveto(pos)
+ self.sp(self.__str__() 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):
+ """Shortcut for tqdm(range(*args), **kwargs)."""
+ return tqdm(range(*args), **kwargs)
diff --git a/.venv/lib/python3.12/site-packages/tqdm/tk.py b/.venv/lib/python3.12/site-packages/tqdm/tk.py
new file mode 100644
index 00000000..788303c8
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/tk.py
@@ -0,0 +1,196 @@
+"""
+Tkinter GUI progressbar decorator for iterators.
+
+Usage:
+>>> from tqdm.tk import trange, tqdm
+>>> for i in trange(10):
+... ...
+"""
+import re
+import sys
+import tkinter
+import tkinter.ttk as ttk
+from warnings import warn
+
+from .std import TqdmExperimentalWarning, TqdmWarning
+from .std import tqdm as std_tqdm
+
+__author__ = {"github.com/": ["richardsheridan", "casperdcl"]}
+__all__ = ['tqdm_tk', 'ttkrange', 'tqdm', 'trange']
+
+
+class tqdm_tk(std_tqdm): # pragma: no cover
+ """
+ Experimental Tkinter GUI version of tqdm!
+
+ Note: Window interactivity suffers if `tqdm_tk` is not running within
+ a Tkinter mainloop and values are generated infrequently. In this case,
+ consider calling `tqdm_tk.refresh()` frequently in the Tk thread.
+ """
+
+ # TODO: @classmethod: write()?
+
+ def __init__(self, *args, **kwargs):
+ """
+ This class accepts the following parameters *in addition* to
+ the parameters accepted by `tqdm`.
+
+ Parameters
+ ----------
+ grab : bool, optional
+ Grab the input across all windows of the process.
+ tk_parent : `tkinter.Wm`, optional
+ Parent Tk window.
+ cancel_callback : Callable, optional
+ Create a cancel button and set `cancel_callback` to be called
+ when the cancel or window close button is clicked.
+ """
+ kwargs = kwargs.copy()
+ kwargs['gui'] = True
+ # convert disable = None to False
+ kwargs['disable'] = bool(kwargs.get('disable', False))
+ self._warn_leave = 'leave' in kwargs
+ grab = kwargs.pop('grab', False)
+ tk_parent = kwargs.pop('tk_parent', None)
+ self._cancel_callback = kwargs.pop('cancel_callback', None)
+ super().__init__(*args, **kwargs)
+
+ if self.disable:
+ return
+
+ if tk_parent is None: # Discover parent widget
+ try:
+ tk_parent = tkinter._default_root
+ except AttributeError:
+ raise AttributeError(
+ "`tk_parent` required when using `tkinter.NoDefaultRoot()`")
+ if tk_parent is None: # use new default root window as display
+ self._tk_window = tkinter.Tk()
+ else: # some other windows already exist
+ self._tk_window = tkinter.Toplevel()
+ else:
+ self._tk_window = tkinter.Toplevel(tk_parent)
+
+ warn("GUI is experimental/alpha", TqdmExperimentalWarning, stacklevel=2)
+ self._tk_dispatching = self._tk_dispatching_helper()
+
+ self._tk_window.protocol("WM_DELETE_WINDOW", self.cancel)
+ self._tk_window.wm_title(self.desc)
+ self._tk_window.wm_attributes("-topmost", 1)
+ self._tk_window.after(0, lambda: self._tk_window.wm_attributes("-topmost", 0))
+ self._tk_n_var = tkinter.DoubleVar(self._tk_window, value=0)
+ self._tk_text_var = tkinter.StringVar(self._tk_window)
+ pbar_frame = ttk.Frame(self._tk_window, padding=5)
+ pbar_frame.pack()
+ _tk_label = ttk.Label(pbar_frame, textvariable=self._tk_text_var,
+ wraplength=600, anchor="center", justify="center")
+ _tk_label.pack()
+ self._tk_pbar = ttk.Progressbar(
+ pbar_frame, variable=self._tk_n_var, length=450)
+ if self.total is not None:
+ self._tk_pbar.configure(maximum=self.total)
+ else:
+ self._tk_pbar.configure(mode="indeterminate")
+ self._tk_pbar.pack()
+ if self._cancel_callback is not None:
+ _tk_button = ttk.Button(pbar_frame, text="Cancel", command=self.cancel)
+ _tk_button.pack()
+ if grab:
+ self._tk_window.grab_set()
+
+ def close(self):
+ if self.disable:
+ return
+
+ self.disable = True
+
+ with self.get_lock():
+ self._instances.remove(self)
+
+ def _close():
+ self._tk_window.after('idle', self._tk_window.destroy)
+ if not self._tk_dispatching:
+ self._tk_window.update()
+
+ self._tk_window.protocol("WM_DELETE_WINDOW", _close)
+
+ # if leave is set but we are self-dispatching, the left window is
+ # totally unresponsive unless the user manually dispatches
+ if not self.leave:
+ _close()
+ elif not self._tk_dispatching:
+ if self._warn_leave:
+ warn("leave flag ignored if not in tkinter mainloop",
+ TqdmWarning, stacklevel=2)
+ _close()
+
+ def clear(self, *_, **__):
+ pass
+
+ def display(self, *_, **__):
+ self._tk_n_var.set(self.n)
+ d = self.format_dict
+ # remove {bar}
+ d['bar_format'] = (d['bar_format'] or "{l_bar}<bar/>{r_bar}").replace(
+ "{bar}", "<bar/>")
+ msg = self.format_meter(**d)
+ if '<bar/>' in msg:
+ msg = "".join(re.split(r'\|?<bar/>\|?', msg, maxsplit=1))
+ self._tk_text_var.set(msg)
+ if not self._tk_dispatching:
+ self._tk_window.update()
+
+ def set_description(self, desc=None, refresh=True):
+ self.set_description_str(desc, refresh)
+
+ def set_description_str(self, desc=None, refresh=True):
+ self.desc = desc
+ if not self.disable:
+ self._tk_window.wm_title(desc)
+ if refresh and not self._tk_dispatching:
+ self._tk_window.update()
+
+ def cancel(self):
+ """
+ `cancel_callback()` followed by `close()`
+ when close/cancel buttons clicked.
+ """
+ if self._cancel_callback is not None:
+ self._cancel_callback()
+ self.close()
+
+ def reset(self, total=None):
+ """
+ Resets to 0 iterations for repeated use.
+
+ Parameters
+ ----------
+ total : int or float, optional. Total to use for the new bar.
+ """
+ if hasattr(self, '_tk_pbar'):
+ if total is None:
+ self._tk_pbar.configure(maximum=100, mode="indeterminate")
+ else:
+ self._tk_pbar.configure(maximum=total, mode="determinate")
+ super().reset(total=total)
+
+ @staticmethod
+ def _tk_dispatching_helper():
+ """determine if Tkinter mainloop is dispatching events"""
+ codes = {tkinter.mainloop.__code__, tkinter.Misc.mainloop.__code__}
+ for frame in sys._current_frames().values():
+ while frame:
+ if frame.f_code in codes:
+ return True
+ frame = frame.f_back
+ return False
+
+
+def ttkrange(*args, **kwargs):
+ """Shortcut for `tqdm.tk.tqdm(range(*args), **kwargs)`."""
+ return tqdm_tk(range(*args), **kwargs)
+
+
+# Aliases
+tqdm = tqdm_tk
+trange = ttkrange
diff --git a/.venv/lib/python3.12/site-packages/tqdm/tqdm.1 b/.venv/lib/python3.12/site-packages/tqdm/tqdm.1
new file mode 100644
index 00000000..b90ab4b9
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/tqdm.1
@@ -0,0 +1,314 @@
+.\" Automatically generated by Pandoc 1.19.2
+.\"
+.TH "TQDM" "1" "2015\-2021" "tqdm User Manuals" ""
+.hy
+.SH NAME
+.PP
+tqdm \- fast, extensible progress bar for Python and CLI
+.SH SYNOPSIS
+.PP
+tqdm [\f[I]options\f[]]
+.SH DESCRIPTION
+.PP
+See <https://github.com/tqdm/tqdm>.
+Can be used as a pipe:
+.IP
+.nf
+\f[C]
+$\ #\ count\ lines\ of\ code
+$\ cat\ *.py\ |\ tqdm\ |\ wc\ \-l
+327it\ [00:00,\ 981773.38it/s]
+327
+
+$\ #\ find\ all\ files
+$\ find\ .\ \-name\ "*.py"\ |\ tqdm\ |\ wc\ \-l
+432it\ [00:00,\ 833842.30it/s]
+432
+
+#\ ...\ and\ more\ info
+$\ find\ .\ \-name\ \[aq]*.py\[aq]\ \-exec\ wc\ \-l\ \\{}\ \\;\ \\
+\ \ |\ tqdm\ \-\-total\ 432\ \-\-unit\ files\ \-\-desc\ counting\ \\
+\ \ |\ awk\ \[aq]{\ sum\ +=\ $1\ };\ END\ {\ print\ sum\ }\[aq]
+counting:\ 100%|█████████|\ 432/432\ [00:00<00:00,\ 794361.83files/s]
+131998
+\f[]
+.fi
+.SH OPTIONS
+.TP
+.B \-h, \-\-help
+Print this help and exit.
+.RS
+.RE
+.TP
+.B \-v, \-\-version
+Print version and exit.
+.RS
+.RE
+.TP
+.B \-\-desc=\f[I]desc\f[]
+str, optional.
+Prefix for the progressbar.
+.RS
+.RE
+.TP
+.B \-\-total=\f[I]total\f[]
+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 \f[C]gui\f[] is True and this parameter needs subsequent updating,
+specify an initial arbitrary large positive number, e.g.
+9e9.
+.RS
+.RE
+.TP
+.B \-\-leave
+bool, optional.
+If [default: True], keeps all traces of the progressbar upon termination
+of iteration.
+If \f[C]None\f[], will leave only if \f[C]position\f[] is \f[C]0\f[].
+.RS
+.RE
+.TP
+.B \-\-ncols=\f[I]ncols\f[]
+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).
+.RS
+.RE
+.TP
+.B \-\-mininterval=\f[I]mininterval\f[]
+float, optional.
+Minimum progress display update interval [default: 0.1] seconds.
+.RS
+.RE
+.TP
+.B \-\-maxinterval=\f[I]maxinterval\f[]
+float, optional.
+Maximum progress display update interval [default: 10] seconds.
+Automatically adjusts \f[C]miniters\f[] to correspond to
+\f[C]mininterval\f[] after long display update lag.
+Only works if \f[C]dynamic_miniters\f[] or monitor thread is enabled.
+.RS
+.RE
+.TP
+.B \-\-miniters=\f[I]miniters\f[]
+int or float, optional.
+Minimum progress display update interval, in iterations.
+If 0 and \f[C]dynamic_miniters\f[], will automatically adjust to equal
+\f[C]mininterval\f[] (more CPU efficient, good for tight loops).
+If > 0, will skip display of specified number of iterations.
+Tweak this and \f[C]mininterval\f[] 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.
+.RS
+.RE
+.TP
+.B \-\-ascii=\f[I]ascii\f[]
+bool or str, optional.
+If unspecified or False, use unicode (smooth blocks) to fill the meter.
+The fallback is to use ASCII characters " 123456789#".
+.RS
+.RE
+.TP
+.B \-\-disable
+bool, optional.
+Whether to disable the entire progressbar wrapper [default: False].
+If set to None, disable on non\-TTY.
+.RS
+.RE
+.TP
+.B \-\-unit=\f[I]unit\f[]
+str, optional.
+String that will be used to define the unit of each iteration [default:
+it].
+.RS
+.RE
+.TP
+.B \-\-unit\-scale=\f[I]unit_scale\f[]
+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 \f[C]total\f[] and \f[C]n\f[].
+.RS
+.RE
+.TP
+.B \-\-dynamic\-ncols
+bool, optional.
+If set, constantly alters \f[C]ncols\f[] and \f[C]nrows\f[] to the
+environment (allowing for window resizes) [default: False].
+.RS
+.RE
+.TP
+.B \-\-smoothing=\f[I]smoothing\f[]
+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].
+.RS
+.RE
+.TP
+.B \-\-bar\-format=\f[I]bar_format\f[]
+str, optional.
+Specify a custom bar string formatting.
+May impact performance.
+[default: \[aq]{l_bar}{bar}{r_bar}\[aq]], where l_bar=\[aq]{desc}:
+{percentage:3.0f}%|\[aq] and r_bar=\[aq]| {n_fmt}/{total_fmt}
+[{elapsed}<{remaining}, \[aq] \[aq]{rate_fmt}{postfix}]\[aq] 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.
+.RS
+.RE
+.TP
+.B \-\-initial=\f[I]initial\f[]
+int or float, optional.
+The initial counter value.
+Useful when restarting a progress bar [default: 0].
+If using float, consider specifying \f[C]{n:.3f}\f[] or similar in
+\f[C]bar_format\f[], or specifying \f[C]unit_scale\f[].
+.RS
+.RE
+.TP
+.B \-\-position=\f[I]position\f[]
+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).
+.RS
+.RE
+.TP
+.B \-\-postfix=\f[I]postfix\f[]
+dict or *, optional.
+Specify additional stats to display at the end of the bar.
+Calls \f[C]set_postfix(**postfix)\f[] if possible (dict).
+.RS
+.RE
+.TP
+.B \-\-unit\-divisor=\f[I]unit_divisor\f[]
+float, optional.
+[default: 1000], ignored unless \f[C]unit_scale\f[] is True.
+.RS
+.RE
+.TP
+.B \-\-write\-bytes
+bool, optional.
+Whether to write bytes.
+If (default: False) will write unicode.
+.RS
+.RE
+.TP
+.B \-\-lock\-args=\f[I]lock_args\f[]
+tuple, optional.
+Passed to \f[C]refresh\f[] for intermediate output (initialisation,
+iterating, and updating).
+.RS
+.RE
+.TP
+.B \-\-nrows=\f[I]nrows\f[]
+int, optional.
+The screen height.
+If specified, hides nested bars outside this bound.
+If unspecified, attempts to use environment height.
+The fallback is 20.
+.RS
+.RE
+.TP
+.B \-\-colour=\f[I]colour\f[]
+str, optional.
+Bar colour (e.g.
+\[aq]green\[aq], \[aq]#00ff00\[aq]).
+.RS
+.RE
+.TP
+.B \-\-delay=\f[I]delay\f[]
+float, optional.
+Don\[aq]t display until [default: 0] seconds have elapsed.
+.RS
+.RE
+.TP
+.B \-\-delim=\f[I]delim\f[]
+chr, optional.
+Delimiting character [default: \[aq]\\n\[aq]].
+Use \[aq]\\0\[aq] for null.
+N.B.: on Windows systems, Python converts \[aq]\\n\[aq] to
+\[aq]\\r\\n\[aq].
+.RS
+.RE
+.TP
+.B \-\-buf\-size=\f[I]buf_size\f[]
+int, optional.
+String buffer size in bytes [default: 256] used when \f[C]delim\f[] is
+specified.
+.RS
+.RE
+.TP
+.B \-\-bytes
+bool, optional.
+If true, will count bytes, ignore \f[C]delim\f[], and default
+\f[C]unit_scale\f[] to True, \f[C]unit_divisor\f[] to 1024, and
+\f[C]unit\f[] to \[aq]B\[aq].
+.RS
+.RE
+.TP
+.B \-\-tee
+bool, optional.
+If true, passes \f[C]stdin\f[] to both \f[C]stderr\f[] and
+\f[C]stdout\f[].
+.RS
+.RE
+.TP
+.B \-\-update
+bool, optional.
+If true, will treat input as newly elapsed iterations, i.e.
+numbers to pass to \f[C]update()\f[].
+Note that this is slow (~2e5 it/s) since every input must be decoded as
+a number.
+.RS
+.RE
+.TP
+.B \-\-update\-to
+bool, optional.
+If true, will treat input as total elapsed iterations, i.e.
+numbers to assign to \f[C]self.n\f[].
+Note that this is slow (~2e5 it/s) since every input must be decoded as
+a number.
+.RS
+.RE
+.TP
+.B \-\-null
+bool, optional.
+If true, will discard input (no stdout).
+.RS
+.RE
+.TP
+.B \-\-manpath=\f[I]manpath\f[]
+str, optional.
+Directory in which to install tqdm man pages.
+.RS
+.RE
+.TP
+.B \-\-comppath=\f[I]comppath\f[]
+str, optional.
+Directory in which to place tqdm completion.
+.RS
+.RE
+.TP
+.B \-\-log=\f[I]log\f[]
+str, optional.
+CRITICAL|FATAL|ERROR|WARN(ING)|[default: \[aq]INFO\[aq]]|DEBUG|NOTSET.
+.RS
+.RE
+.SH AUTHORS
+tqdm developers <https://github.com/tqdm>.
diff --git a/.venv/lib/python3.12/site-packages/tqdm/utils.py b/.venv/lib/python3.12/site-packages/tqdm/utils.py
new file mode 100644
index 00000000..af3ec7de
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/utils.py
@@ -0,0 +1,399 @@
+"""
+General helpers required for `tqdm.std`.
+"""
+import os
+import re
+import sys
+from functools import partial, partialmethod, wraps
+from inspect import signature
+# TODO consider using wcswidth third-party package for 0-width characters
+from unicodedata import east_asian_width
+from warnings import warn
+from weakref import proxy
+
+_range, _unich, _unicode, _basestring = range, chr, str, str
+CUR_OS = sys.platform
+IS_WIN = any(CUR_OS.startswith(i) for i in ['win32', 'cygwin'])
+IS_NIX = any(CUR_OS.startswith(i) for i in ['aix', 'linux', 'darwin', 'freebsd'])
+RE_ANSI = re.compile(r"\x1b\[[;\d]*[A-Za-z]")
+
+try:
+ if IS_WIN:
+ import colorama
+ else:
+ raise ImportError
+except ImportError:
+ colorama = None
+else:
+ try:
+ colorama.init(strip=False)
+ except TypeError:
+ colorama.init()
+
+
+def envwrap(prefix, types=None, is_method=False):
+ """
+ Override parameter defaults via `os.environ[prefix + param_name]`.
+ Maps UPPER_CASE env vars map to lower_case param names.
+ camelCase isn't supported (because Windows ignores case).
+
+ Precedence (highest first):
+
+ - call (`foo(a=3)`)
+ - environ (`FOO_A=2`)
+ - signature (`def foo(a=1)`)
+
+ Parameters
+ ----------
+ prefix : str
+ Env var prefix, e.g. "FOO_"
+ types : dict, optional
+ Fallback mappings `{'param_name': type, ...}` if types cannot be
+ inferred from function signature.
+ Consider using `types=collections.defaultdict(lambda: ast.literal_eval)`.
+ is_method : bool, optional
+ Whether to use `functools.partialmethod`. If (default: False) use `functools.partial`.
+
+ Examples
+ --------
+ ```
+ $ cat foo.py
+ from tqdm.utils import envwrap
+ @envwrap("FOO_")
+ def test(a=1, b=2, c=3):
+ print(f"received: a={a}, b={b}, c={c}")
+
+ $ FOO_A=42 FOO_C=1337 python -c 'import foo; foo.test(c=99)'
+ received: a=42, b=2, c=99
+ ```
+ """
+ if types is None:
+ types = {}
+ i = len(prefix)
+ env_overrides = {k[i:].lower(): v for k, v in os.environ.items() if k.startswith(prefix)}
+ part = partialmethod if is_method else partial
+
+ def wrap(func):
+ params = signature(func).parameters
+ # ignore unknown env vars
+ overrides = {k: v for k, v in env_overrides.items() if k in params}
+ # infer overrides' `type`s
+ for k in overrides:
+ param = params[k]
+ if param.annotation is not param.empty: # typehints
+ for typ in getattr(param.annotation, '__args__', (param.annotation,)):
+ try:
+ overrides[k] = typ(overrides[k])
+ except Exception:
+ pass
+ else:
+ break
+ elif param.default is not None: # type of default value
+ overrides[k] = type(param.default)(overrides[k])
+ else:
+ try: # `types` fallback
+ overrides[k] = types[k](overrides[k])
+ except KeyError: # keep unconverted (`str`)
+ pass
+ return part(func, **overrides)
+ return wrap
+
+
+class FormatReplace(object):
+ """
+ >>> a = FormatReplace('something')
+ >>> f"{a:5d}"
+ 'something'
+ """ # NOQA: P102
+ def __init__(self, replace=''):
+ self.replace = replace
+ self.format_called = 0
+
+ def __format__(self, _):
+ self.format_called += 1
+ return self.replace
+
+
+class Comparable(object):
+ """Assumes child has self._comparable attr/@property"""
+ def __lt__(self, other):
+ return self._comparable < other._comparable
+
+ def __le__(self, other):
+ return (self < other) or (self == other)
+
+ def __eq__(self, other):
+ return self._comparable == other._comparable
+
+ def __ne__(self, other):
+ return not self == other
+
+ def __gt__(self, other):
+ return not self <= other
+
+ def __ge__(self, other):
+ return not self < other
+
+
+class ObjectWrapper(object):
+ def __getattr__(self, name):
+ return getattr(self._wrapped, name)
+
+ def __setattr__(self, name, value):
+ return setattr(self._wrapped, name, value)
+
+ def wrapper_getattr(self, name):
+ """Actual `self.getattr` rather than self._wrapped.getattr"""
+ try:
+ return object.__getattr__(self, name)
+ except AttributeError: # py2
+ return getattr(self, name)
+
+ def wrapper_setattr(self, name, value):
+ """Actual `self.setattr` rather than self._wrapped.setattr"""
+ return object.__setattr__(self, name, value)
+
+ def __init__(self, wrapped):
+ """
+ Thin wrapper around a given object
+ """
+ self.wrapper_setattr('_wrapped', wrapped)
+
+
+class SimpleTextIOWrapper(ObjectWrapper):
+ """
+ Change only `.write()` of the wrapped object by encoding the passed
+ value and passing the result to the wrapped object's `.write()` method.
+ """
+ # pylint: disable=too-few-public-methods
+ def __init__(self, wrapped, encoding):
+ super().__init__(wrapped)
+ self.wrapper_setattr('encoding', encoding)
+
+ def write(self, s):
+ """
+ Encode `s` and pass to the wrapped object's `.write()` method.
+ """
+ return self._wrapped.write(s.encode(self.wrapper_getattr('encoding')))
+
+ def __eq__(self, other):
+ return self._wrapped == getattr(other, '_wrapped', other)
+
+
+class DisableOnWriteError(ObjectWrapper):
+ """
+ Disable the given `tqdm_instance` upon `write()` or `flush()` errors.
+ """
+ @staticmethod
+ def disable_on_exception(tqdm_instance, func):
+ """
+ Quietly set `tqdm_instance.miniters=inf` if `func` raises `errno=5`.
+ """
+ tqdm_instance = proxy(tqdm_instance)
+
+ def inner(*args, **kwargs):
+ try:
+ return func(*args, **kwargs)
+ except OSError as e:
+ if e.errno != 5:
+ raise
+ try:
+ tqdm_instance.miniters = float('inf')
+ except ReferenceError:
+ pass
+ except ValueError as e:
+ if 'closed' not in str(e):
+ raise
+ try:
+ tqdm_instance.miniters = float('inf')
+ except ReferenceError:
+ pass
+ return inner
+
+ def __init__(self, wrapped, tqdm_instance):
+ super().__init__(wrapped)
+ if hasattr(wrapped, 'write'):
+ self.wrapper_setattr(
+ 'write', self.disable_on_exception(tqdm_instance, wrapped.write))
+ if hasattr(wrapped, 'flush'):
+ self.wrapper_setattr(
+ 'flush', self.disable_on_exception(tqdm_instance, wrapped.flush))
+
+ def __eq__(self, other):
+ return self._wrapped == getattr(other, '_wrapped', other)
+
+
+class CallbackIOWrapper(ObjectWrapper):
+ def __init__(self, callback, stream, method="read"):
+ """
+ Wrap a given `file`-like object's `read()` or `write()` to report
+ lengths to the given `callback`
+ """
+ super().__init__(stream)
+ func = getattr(stream, method)
+ if method == "write":
+ @wraps(func)
+ def write(data, *args, **kwargs):
+ res = func(data, *args, **kwargs)
+ callback(len(data))
+ return res
+ self.wrapper_setattr('write', write)
+ elif method == "read":
+ @wraps(func)
+ def read(*args, **kwargs):
+ data = func(*args, **kwargs)
+ callback(len(data))
+ return data
+ self.wrapper_setattr('read', read)
+ else:
+ raise KeyError("Can only wrap read/write methods")
+
+
+def _is_utf(encoding):
+ try:
+ u'\u2588\u2589'.encode(encoding)
+ except UnicodeEncodeError:
+ return False
+ except Exception:
+ try:
+ return encoding.lower().startswith('utf-') or ('U8' == encoding)
+ except Exception:
+ return False
+ else:
+ return True
+
+
+def _supports_unicode(fp):
+ try:
+ return _is_utf(fp.encoding)
+ except AttributeError:
+ return False
+
+
+def _is_ascii(s):
+ if isinstance(s, str):
+ for c in s:
+ if ord(c) > 255:
+ return False
+ return True
+ return _supports_unicode(s)
+
+
+def _screen_shape_wrapper(): # pragma: no cover
+ """
+ Return a function which returns console dimensions (width, height).
+ Supported: linux, osx, windows, cygwin.
+ """
+ _screen_shape = None
+ if IS_WIN:
+ _screen_shape = _screen_shape_windows
+ if _screen_shape is None:
+ _screen_shape = _screen_shape_tput
+ if IS_NIX:
+ _screen_shape = _screen_shape_linux
+ return _screen_shape
+
+
+def _screen_shape_windows(fp): # pragma: no cover
+ try:
+ import struct
+ from ctypes import create_string_buffer, windll
+ from sys import stdin, stdout
+
+ io_handle = -12 # assume stderr
+ if fp == stdin:
+ io_handle = -10
+ elif fp == stdout:
+ io_handle = -11
+
+ h = windll.kernel32.GetStdHandle(io_handle)
+ csbi = create_string_buffer(22)
+ res = windll.kernel32.GetConsoleScreenBufferInfo(h, csbi)
+ if res:
+ (_bufx, _bufy, _curx, _cury, _wattr, left, top, right, bottom,
+ _maxx, _maxy) = struct.unpack("hhhhHhhhhhh", csbi.raw)
+ return right - left, bottom - top # +1
+ except Exception: # nosec
+ pass
+ return None, None
+
+
+def _screen_shape_tput(*_): # pragma: no cover
+ """cygwin xterm (windows)"""
+ try:
+ import shlex
+ from subprocess import check_call # nosec
+ return [int(check_call(shlex.split('tput ' + i))) - 1
+ for i in ('cols', 'lines')]
+ except Exception: # nosec
+ pass
+ return None, None
+
+
+def _screen_shape_linux(fp): # pragma: no cover
+
+ try:
+ from array import array
+ from fcntl import ioctl
+ from termios import TIOCGWINSZ
+ except ImportError:
+ return None, None
+ else:
+ try:
+ rows, cols = array('h', ioctl(fp, TIOCGWINSZ, '\0' * 8))[:2]
+ return cols, rows
+ except Exception:
+ try:
+ return [int(os.environ[i]) - 1 for i in ("COLUMNS", "LINES")]
+ except (KeyError, ValueError):
+ return None, None
+
+
+def _environ_cols_wrapper(): # pragma: no cover
+ """
+ Return a function which returns console width.
+ Supported: linux, osx, windows, cygwin.
+ """
+ warn("Use `_screen_shape_wrapper()(file)[0]` instead of"
+ " `_environ_cols_wrapper()(file)`", DeprecationWarning, stacklevel=2)
+ shape = _screen_shape_wrapper()
+ if not shape:
+ return None
+
+ @wraps(shape)
+ def inner(fp):
+ return shape(fp)[0]
+
+ return inner
+
+
+def _term_move_up(): # pragma: no cover
+ return '' if (os.name == 'nt') and (colorama is None) else '\x1b[A'
+
+
+def _text_width(s):
+ return sum(2 if east_asian_width(ch) in 'FW' else 1 for ch in str(s))
+
+
+def disp_len(data):
+ """
+ Returns the real on-screen length of a string which may contain
+ ANSI control codes and wide chars.
+ """
+ return _text_width(RE_ANSI.sub('', data))
+
+
+def disp_trim(data, length):
+ """
+ Trim a string which may contain ANSI control characters.
+ """
+ if len(data) == disp_len(data):
+ return data[:length]
+
+ ansi_present = bool(RE_ANSI.search(data))
+ while disp_len(data) > length: # carefully delete one char at a time
+ data = data[:-1]
+ if ansi_present and bool(RE_ANSI.search(data)):
+ # assume ANSI reset is required
+ return data if data.endswith("\033[0m") else data + "\033[0m"
+ return data
diff --git a/.venv/lib/python3.12/site-packages/tqdm/version.py b/.venv/lib/python3.12/site-packages/tqdm/version.py
new file mode 100644
index 00000000..11cbaea7
--- /dev/null
+++ b/.venv/lib/python3.12/site-packages/tqdm/version.py
@@ -0,0 +1,9 @@
+"""`tqdm` version detector. Precedence: installed dist, git, 'UNKNOWN'."""
+try:
+ from ._dist_ver import __version__
+except ImportError:
+ try:
+ from setuptools_scm import get_version
+ __version__ = get_version(root='..', relative_to=__file__)
+ except (ImportError, LookupError):
+ __version__ = "UNKNOWN"