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"""Benchmark FCA concepts lattice generation with bob_ross.csv."""

from collections.abc import Iterable, Iterator, Sequence
import csv
import os
import pathlib
import time
from typing import NamedTuple, Optional
import urllib.request

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"""Compare different brute-force FCA concept generation methods."""

from collections.abc import Iterator, Sequence
from itertools import combinations, compress
import time

import gmpy2
import numpy as np

OBJECTS = ('1s', '1de', '1pe', '1di', '1pi',

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"""Compare two ways to iterate over subdirectories of a tree."""

from collections.abc import Iterator
import os
import platform
import time

START_DIR = 'c:\\Users' if platform.system() == 'Windows' else '/usr'

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"""Compare three ways to iterate over a large file in chunks."""

import functools
import hashlib
import mmap
import os
import pathlib
import shutil
import time
import types

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"""Use Python re for sqlite3 REGEXP operator wíth SQLAlchemy.

added in https://docs.sqlalchemy.org/en/14/changelog/migration_14.html#support-for-sql-regular-expression-operators
"""

import re
from typing import Optional

import sqlalchemy as sa
import sqlalchemy.orm

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"""Insert missing https://www.autotyp.uzh.ch N.levels from overview into metadata files

see https://github.com/autotyp/autotyp-data/pull/7
"""

import csv
import operator
import pathlib

import regex