altescy

# -*- coding: utf-8 -*-

import time
import numpy as np
from scipy.special import expit
from sklearn.base import BaseEstimator
from sklearn.base import TransformerMixin
from sklearn.utils import check_array
from sklearn.utils import check_random_state
from sklearn.utils import gen_even_slices

altescy

altescy

import argparse
import re
from collections import defaultdict
from typing import (Callable, ClassVar, Dict, NamedTuple, Optional, Type,
                    TypeVar, Union, cast)

Subclass = TypeVar("Subclass", bound="Subcommand")
Registry = Dict[Type["Subcommand"], Dict[str, Type["Subcommand"]]]

altescy

import fcntl
import hashlib
import inspect
import io
import logging
import pickle
import string
import time
from contextlib import contextmanager
from functools import wraps

altescy

import threading
from collections import defaultdict
from concurrent.futures import ThreadPoolExecutor, wait
from typing import (Any, Dict, Generic, Hashable, ItemsView, Iterator,
                    Optional, TypeVar, Union, overload)

KT = TypeVar("KT", bound=Hashable)
VT = TypeVar("VT")
VT_co = TypeVar("VT_co")

altescy

import os
import re
import sys
import unicodedata
from typing import Any, ClassVar, Dict, List, Optional, TextIO, Union

CSI = "\x1b"
REGEX_ANSI_CSI = re.compile(rf"{CSI}\[[0-9]+[a-zA-Z]")

altescy

import copy
import dataclasses
import json
import typing
from collections.abc import Sized
from typing import Any, Dict, Optional, Type, TypeVar, Union

T = TypeVar("T")

altescy

from typing import Any, Dict


def flatten(data: Any, parent_key: str = "") -> Any:
    if isinstance(data, list):
        data = {str(i): x for i, x in enumerate(data)}

    if not isinstance(data, dict):
        return data

altescy

from enum import Enum
from typing import Optional, TypeVar, Union

T = TypeVar("T")

CSI = "\x1b["


class AnsiCodes(Enum):
    def __str__(self) -> str:

altescy

import os
import sys
import threading
import time
from collections import abc
from types import TracebackType
from typing import (Any, AsyncIterable, AsyncIterator, Callable, Dict,
                    Iterable, Iterator, List, Optional, TextIO, Type, TypeVar,
                    Union)