spikespaz/!PYTHON_SNIPPETS.md

## !PYTHON_SNIPPETS.md

      
    Raw
  

              !PYTHON_SNIPPETS.md
            
          
    Python Snippets

A collection of useful code snippets that I have collected over time. They are mostly all written by me.

  
## color.py
class Color:
    def __init__(self, string=None, rgb=None, hsl=None, alpha=None):
        arguments = iter((string, rgb, hsl))

        if string is not None:
            self._from_hex(string)
            return

        if rgb is not None:
            self._from_rgb(*rgb, alpha)
            return

        if hsl is not None:
            self._from_hsl(*hsl, alpha)
            return

    def _from_hex(self, rgba):
        rgba = rgba.lstrip("#")

        if len(rgba) > 8:
            raise Exception("Expected up to 8 hexadecimal characters")

        self._red = int(rgba[0:2], 16)
        self._green = int(rgba[2:4], 16)
        self._blue = int(rgba[4:6], 16)

        if len(rgba) == 8:
            self.alpha = int(rgba[6:8], 16)
        else:
            self.alpha = None

        self._rgb_changed = True
        self._hsl_changed = False

    def _from_rgb(self, red, green, blue, alpha=None):
        self._red = red
        self._green = green
        self._blue = blue
        self.alpha = alpha

        self._rgb_changed = True
        self._hsl_changed = False

    def _from_hsl(self, hue, saturation, lightness, alpha=None):
        self._hue = hue
        self._saturation = saturation
        self._lightness = lightness
        self.alpha = alpha

        self._rgb_changed = False
        self._hsl_changed = True

    def __repr__(self):
        return self.hex()

    def __hash__(self):
        return hash(self.hex())

    def __eq__(self, other):
        return self.__class__ is other.__class__ and self.__hash__() == other.__hash__()

    def hex(self):
        return "#{:02x}{:02x}{:02x}".format(self.red, self.green, self.blue) + \
            ("" if self.alpha is None else "{:02x}".format(self.alpha))

    def hsl(self):
        if self._hsl_changed:
            raise Exception(
                "Cannot convert from RGB when the last modified value was of HSL")

        rp = self._red / 255
        gp = self._green / 255
        bp = self._blue / 255

        cmax = max(rp, gp, bp)
        cmin = min(rp, gp, bp)
        delta = cmax - cmin

        if delta == 0:
            self._hue = 0
        elif cmax == rp:
            self._hue = 60 * ((gp - bp) / delta % 6)
        elif cmax == gp:
            self._hue = 60 * ((bp - rp) / delta + 2)
        elif cmax == bp:
            self._hue = 60 * ((rp - gp) / delta + 4)

        self._lightness = (cmax + cmin) / 2

        if delta == 0:
            self._saturation = 0
        else:
            self._saturation = delta / (1 - abs(2 * self._lightness - 1))

        self._rgb_changed = False

        return (self._hue, self._saturation, self._lightness)

    def rgb(self):
        if self._rgb_changed:
            raise Exception(
                "Cannot convert from HSL when the last modified value was of RGB")

        c = (1 - abs(2 * self._lightness - 1)) * self._saturation
        x = c * (1 - abs((self._hue / 60) % 2 - 1))
        m = self._lightness - c / 2

        if self._hue >= 0 and self._hue < 60:
            (rp, gp, bp) = (c, x, 0)
        elif self._hue >= 60 and self._hue < 120:
            (rp, gp, bp) = (x, c, 0)
        elif self._hue >= 120 and self._hue < 180:
            (rp, gp, bp) = (0, c, x)
        elif self._hue >= 180 and self._hue < 240:
            (rp, gp, bp) = (0, x, c)
        elif self._hue >= 240 and self._hue < 300:
            (rp, gp, bp) = (x, 0, c)
        elif self._hue >= 300 and self._hue < 360:
            (rp, gp, bp) = (c, 0, x)

        self._red = round((rp + m) * 255)
        self._green = round((gp + m) * 255)
        self._blue = round((bp + m) * 255)

        self._hsl_changed = False

        return (self._red, self._green, self._blue)

    @property
    def red(self):
        if self._hsl_changed:
            self.rgb()

        return self._red

    @property
    def green(self):
        if self._hsl_changed:
            self.rgb()

        return self._green

    @property
    def blue(self):
        if self._hsl_changed:
            self.rgb()

        return self._blue

    @red.setter
    def red(self, red):
        self._red = red
        self._rgb_changed = True

    @green.setter
    def green(self, green):
        self._green = green
        self._rgb_changed = True

    @blue.setter
    def blue(self, blue):
        self._blue = blue
        self._rgb_changed = True

    @property
    def hue(self):
        if self._rgb_changed:
            self.hsl()

        return self._hue

    @property
    def saturation(self):
        if self._rgb_changed:
            self.hsl()

        return self._saturation

    @property
    def lightness(self):
        if self._rgb_changed:
            self.hsl()

        return self._lightness

    @hue.setter
    def hue(self, hue):
        self._hue = hue
        self._hsl_changed = True

    @saturation.setter
    def saturation(self, saturation):
        self._saturation = saturation
        self._hsl_changed = True

    @lightness.setter
    def lightness(self, lightness):
        self._lightness = lightness
        self._hsl_changed = True


def __test(colors):
    from copy import deepcopy

    colors = [Color(color) for color in colors]
    colors_mutated = deepcopy(colors)

    for color in colors_mutated:
        color.hsl()
        color.rgb()

    for (color_a, color_b) in zip(colors, colors_mutated):
        if color_a != color_b:
            raise AssertionError(
                "Colors do not match! ({}, {})".format(color_a, color_b))

        print("{} == {}".format(color_a, color_b))


if __name__ == "__main__":
    colors = set("#353b48, #666666, #444852, #fcfcfc, #434343, #90939b, #353537, #2b303b, #b6b8c0, #241f31, #303440, #000000, #9398a2, #dfdfdf, #f0f1f2, #cfcfcf, #d3d8e2, #505666, #808080, #8a939f, #282b36, #afb8c6, #383838, #4dadd4, #353a48, #838383, #202229, #7a7f8a, #7a7f8b, #2e3340, #70788d, #66a1dc, #17191f, #d7d7d7, #545860, #39404d, #161a26, #be3841, #3c4049, #2f3a42, #f0f2f5, #4e4eff, #262934, #1d1f26, #404552, #353945, #383c45, #8f939d, #f7ef45, #a4aab7, #b2cdf1, #444a58, #bac3cf, #ff00ff, #f46067, #5c6070, #c7cacf, #525762, #ff0b00, #323644, #f75a61, #464646, #ecedf0, #171717, #e01b24, #1b1b1b, #797d87, #15171c, #8c919d, #4d4f52, #5b627b, #728495, #454c5c, #4080fb, #e2e2e2, #d1d3da, #c0e3ff, #3580e4, #b7c0d3, #232428, #2d323f, #6e6e6e, #dcdcdc, #b9bcc2, #cc575d, #a1a1a1, #52555e, #353a47, #7c818c, #979dac, #2f343f, #dde3e9, #828282, #c5dcf7, #001aff, #722563, #afb8c5, #222529, #8abfdd, #666a74, #f68086, #edf5fb, #4b5162, #a9acb2, #786613, #c7c7c7, #eeeff1, #2b2e37, #f70505, #292c36, #3e434f, #5c616c, #f57900, #2d303b, #f5f6f7, #5f697f, #2e3436, #808791, #f08437, #cbd2e3, #e5a50a, #eeeeee, #252932, #e7e8eb, #3e4350, #ff1111, #ef2929, #fc4138, #fcfdfd, #7a7a7a, #21242b, #bebebe, #ffffff, #252a35, #5252ff, #767b87, #535353, #3e3e3e, #aa5555, #5f6578, #c4c7cc, #383c4a, #102b68, #21252b, #f3af0b, #cfd6e6, #d7787d, #ff7a80, #fdfdfd, #398dd3, #a51d2d, #73d216, #f8f8f9, #262932, #2f343b, #2b2e39, #2d3036, #f04a50, #006098, #3f4453, #ad4242, #1b1c21, #b9bfce, #ff1616, #e5e5e5, #ed686f, #eaebed, #fbfcfc, #398cd3, #262933, #5294e2, #0000ff, #d7d8dd, #2b2f3b, #f13039, #999999, #1f1f1f, #50dbb5, #525252, #ff2121, #f27835, #91949c, #adafb5, #3b3c3e, #d3d4d8, #525d76, #434652, #cacaca, #2d323d, #f9fafb, #617c95, #ededed, #1a1a1a, #d8354a, #90949e, #313541, #a8a8a8, #dbdfe3, #cecece, #0f0f0f, #1d242a, #b8babf, #0f1116, #eef4fc, #e2e7ef, #d3dae3".split(", "))
    __test(colors)

## concurrent_line_writer.py
class ConcurrentLineWriter:
    class LineFileIO(StringIO):
        def __init__(self, parent, row):
            super().__init__()
            self.parent = parent
            self.row = row

        def write(self, string):
            super().write(string)
            self.parent._write(self.row)

        def flush(self):
            super().flush()
            self.parent.file.flush()

    def __init__(self, file=sys.stdout):
        self.file = file
        self.lines = []
        self.__pos = 0

    def __enter__(self):
        return self

    def __exit__(self, *args):
        self.close()

    def __move_cursor(self, row):
        offset = abs(self.__pos - row)

        if row < self.__pos:
            self.file.write(f"\033[{offset}A\r")
        elif row > self.__pos:
            self.file.write(f"\033[{offset}B\r")

        self.__pos = row

    def _write(self, row):
        self.__move_cursor(row)
        self.file.write(self.lines[row].getvalue())

    def add_line(self):
        self.lines.append(ConcurrentLineWriter.LineFileIO(self, len(self.lines)))
        return self.lines[-1]

    def close(self):
        for line in self.lines:
            line.close()

        self.__move_cursor(len(self.lines))

## console_size.py
def get_width():
    """Get the console width (number of chars or columns)."""
    if platform == "win32":
        result = Popen("mode con", stdout=PIPE, shell=True).communicate()[0].decode()
        return int(search(r"Columns:\s*(\d+)", result)[1])
    else:
        return int(Popen("stty size", stdout=PIPE, shell=True).communicate()[0].decode().split()[1])


def get_size():
    """Get the console width and height."""
    if platform == "win32":
        raise Exception("Platform not supported.")
    else:
        size = Popen("stty size", stdout=PIPE, shell=True).communicate()[0].decode().split()[1]
        return int(size[1]), int(size[0])

## cubemap.py
#! /usr/bin/env python3
# -*- coding: utf8 -*-
from PIL import Image
import numpy as np

# Standard cube map
# | . | T | . | . |
# | L | F | R | B |
# | . | B | . | . |


def make_map(im_paths, bg=0):
    face_im = Image.open(im_paths)

    w, h = face_im.size

    if not w == h:
        raise ValueError("Cube map size improper. Must be square.")

    map_im = Image.new("RGBA", (w * 4, h * 3), bg)

    map_im.paste(face_im, (w, 0))
    map_im.paste(face_im, (w, 2 * h))
    map_im.paste(face_im, (0, h))
    map_im.paste(face_im, (2 * w, h))
    map_im.paste(face_im, (w, h))
    map_im.paste(face_im, (3 * w, h))

    return map_im


def generate(map_path, bg=1):
    map_im = Image.open(map_path)

    if not (map_im.height == 3 / 4 * map_im.width and map_im.width % 4 == 0 and map_im.height % 3 == 0):
        raise ValueError("Cube map size improper. Must be 4:3 scale image, width divisible by 4, and height divisible by 3.")

    w, h = map_im.size

    face_bounds = {
        "top":    (1/4 * w, 0, 2/4 * w, 1/3 * h),
        "bottom": (1/4 * w, 2/3 * h, 2/4 * w, 3/3 * h),
        "left":   (0, 1/3 * h, 1/4 * w, 2/3 * h),
        "right":  (2/4 * w, 1/3 * h, 3/4 * w, 2/3 * h),
        "front":  (1/4 * w, 1/3 * h, 2/4 * w, 2/3 * h),
        "back":   (3/4 * w, 1/3 * h, 4/4 * w, 2/3 * h)
    }

    face_ims = {}
    for face, box in face_bounds.items():
        face_ims[face] = map_im.crop(face_bounds[face])
    #
    # for face in face_ims:
    #     face_ims[face].show()

generate("test.png")

make_map("texture.png").show()

## figlet_print.py
#! /usr/bin/env python3
from time import strftime
from pyfiglet import figlet_format
from os import system, name as os_name, popen

# Function to pretty print to the perfect center of a console window
def fullscreen_print(text, font="dotmatrix", top_pad=0):
    size = popen("stty size", "r").read().split()  # Make a tuple for the size of the console
    size = int(size[1]), int(size[0])  # Switch them, make it W, H with ints

    fig = figlet_format(str(text), font=font, justify="center", width=size[0])  # Get the fig formatted string

    fig_height = len(fig.split("\n"))  # Get the line length of the figlet formatted string
    top_pad += round((size[1] - fig_height) / 2)  # Calculate top padding (newlines) to put before the fig

    clear()  # Clear the screen
    print("\n" * top_pad, fig)  # Print the figlet and padding

## format_images_nn.py
#! /usr/bin/env python3
# -*- coding: utf-8 -*-
# -*- author: spikespaz -*-
from PIL import Image
from os import path, listdir, mkdir

# Define constants / settings to be used for image conversion.
# Shape size is thesize of each image to be generated. Pick a size that seems to be close to the average.
shape_size = (100, 120)
# Resample is the algorithm to use when downscaling. Image.LANCZOS is best for thumbnails.
# NEAREST, BOX, BILINEAR, HAMMING, BICUBIC, LANCZOS, NEAREST
resample = Image.LANCZOS

# raw_dir is the RELATIVE PATH to the original face images.
raw_dir = path.abspath("./faces_raw")
# snape_dir and grey_dir are relative paths to the shaped and greyscale outputs.
shape_dir = path.abspath("./faces_shape")
grey_dir = path.abspath("./faces_grey")

# If the shape_dir and grey_dir paths don't exist, create them.
try:
    mkdir(shape_dir)
except FileExistsError:
    pass

try:
    mkdir(grey_dir)
except FileExistsError:
    pass


# Helper function to join arbitrary paths and get the absolute full path.
def absjoin(*p):
    return path.abspath(path.join(*p))


# Helper function to rename the file to a .png file.
def makepng(p):
    return path.splitext(p)[0] + ".png"


# Looping for each file in raw_dir.
for fp in listdir(raw_dir):
    # If the file is an accepted file type (images).
    if fp.split(".")[-1] in ("png", "jpg", "jpeg"):
        # Open and initiate the image.
        raw_fp = absjoin(raw_dir, fp)
        print("Opening:", raw_fp)
        im = Image.open(raw_fp)
        # Create and resize the image to the shape defined above.
        shape_fp = makepng(absjoin(shape_dir, fp))
        print("Saving:", shape_fp)
        im = im.resize(shape_size, resample)
        im.save(shape_fp, "JPEG")
        # Convert open image to greyscale (LA) and save as a PNG format.
        grey_fp = makepng(absjoin(grey_dir, fp))
        print("Saving:", grey_fp)
        im = im.convert("LA")
        im.save(grey_fp, "PNG")
    # File is not an acceptable image file, skip it.
    else:
print("Skipping:", absjoin(raw_dir, fp))

## image_text_generator.py
#! /usr/bin/env python3

from PIL import Image, ImageDraw, ImageFont
from os import path
from parser import read_config


def read_sentences(fp):
    with open(fp) as f:
        return tuple(l.strip() for l in f.readlines() if l.strip())


training_settings_path = path.abspath("./store/training_settings.txt")
print("Training settings path:", training_settings_path)


def get_settings_rel(*p):
    return path.abspath(path.join(path.dirname(training_settings_path), *p))


training_settings = read_config(training_settings_path)


try:
    training_settings["rotation_filter"] = eval(training_settings["rotation_filter"])
except NameError:
    print("Rotation filter invalid. Defaulting to BICUBIC.")
    training_settings["rotation_filter"] = Image.BICUBIC

try:
    training_settings["training_filter"] = eval(training_settings["training_filter"])
except NameError:
    print("Rotation filter invalid. Defaulting to BICUBIC.")
    training_settings["training_filter"] = Image.BICUBIC


training_sentences_path = get_settings_rel(training_settings["training_sentences"])
print("Training sentences path:", training_sentences_path)
training_sentences = read_sentences(training_sentences_path)

font_default_path = get_settings_rel(training_settings["font_default"])
print("Font default path:", font_default_path)


def create_text_image(text, size=10, rot=None, pad=(4,) * 4, fg=(0,) * 3, bg=(255,) * 3,
                      fpath=font_default_path,
                      ttf=training_settings["font_default_ttf"]):
    if ttf:
        font = ImageFont.truetype(fpath, size)
    else:
        font = ImageFont.load(fpath)

    im_size = font.getsize(text)
    im_size = (im_size[0] + pad[2] + pad[3], im_size[1] + pad[0] + pad[1])

    im = Image.new("RGBA", im_size, bg)
    im_draw = ImageDraw.Draw(im)
    im_draw.text((pad[2], pad[0]), text, font=font, fill=fg)

    if rot:
        return im.rotate(rot, resample=training_settings["rotation_filter"], expand=True)
    else:
        return im


def get_save_path(scale, name):
    return path.join(get_settings_rel(training_settings["training_path"], str(scale), name))


counter = -1

for sentence in training_sentences:
    for size in training_settings["font_sizes"]:
        for rot in training_settings["rotation_degrees"]:
            counter += 1

            print(str(counter) + ": " + str((sentence, size, rot)))

            text_im = create_text_image(sentence, size, rot, training_settings["font_padding"],
                                        training_settings["font_foreground"],
                                        training_settings["font_background"])
            text_im.save(get_save_path(1.0, str(counter) + ".png"))

            im_size = (int(text_im.width * training_settings["training_scale"]),
                       int(text_im.height * training_settings["training_scale"]))

            text_im = text_im.resize(im_size, training_settings["training_filter"])
            text_im.save(get_save_path(training_settings["training_scale"], str(counter) + ".png"))

## slug_utils.py
import re
import string
import random


def generate_id(size=6, chars=string.ascii_lowercase + string.digits):
    return "".join(random.choice(chars) for _ in range(size))


def make_slug(title, base_id=None, size=20, allowed_chars=string.ascii_lowercase + string.digits):
    slug = re.sub(r"[^" + allowed_chars + "]", "-", title)
    slug = re.sub(r"-+", "", slug)
    return (base_id if base_id else "") + slug.strip()[size:] if size else slug.strip()


def title_filter(title):
    filtered = sub(r"[^\w\d~!@#$%&*()+=/,.:;\"' ]", "", title)
return filtered.strip()[50:]

## testable.py
#! /usr/bin/env python3
from sys import argv
from pprint import PrettyPrinter
from functools import wraps
from json import dumps

pp = PrettyPrinter(indent=4)


class Testable:
    """A decorator that allows functions to be tested from the terminal. Pass the function name and simple arguments
    (`int`s, `float`s, and `str`s) into the terminal to read the direct output. Some advanced printing is available.
    Example:
        These are the contents of `testable.py`.
        >>> @Testable(5, 6, 7)
        >>> def test_function(first, second, special=1):
        ...     return sum(first, second) * special
        ...
        >>>
        Command line examples are as follows.
            $ python testable.py test_function
            77
            $ python testable.py test_function 80 10
            90
            $ python testable.py test_function 80 10 2
            180
        Additionally, `_pretty` and `_json` can be appended before the function name in the command to get more visually
        appealing outputs.
        >>> @Testable()
        >>> def test_function():
        ...     return {"one": 1, "two": 2, "three": 3, "four": 4, "five": 5}
        ...
        >>>
        Followed by the commands and their outputs.
            $ python utils.py _json test_function
            {
                "five": 5,
                "one": 1,
                "four": 4,
                "three": 3,
                "two": 2
            }
        Replacing `_json` with `_pretty` works better for lists with really long values.
    Attributes:
        args (tuple): A variable length list of arguments to be tested with if none are supplied by the command line.
        kwargs (tuple): A dictionary of keyword arguments to be tested with.
    """

    def __init__(self, *args, **kwargs):
        self.args = args
        self.kwargs = kwargs

    def __call__(self, func):
        if len(argv) > 1 and argv[1] == func.__name__:
            if len(argv) > 2:
                parsed_args = argparse(*argv[2:])
                print(func(*parsed_args[0], **parsed_args[1]))
            else:
                print(func(*self.args, **self.kwargs))

        elif len(argv) > 2 and argv[2] == func.__name__:
            if argv[1] == "_pretty":
                def printer(output):
                    pp.pprint(output)
            elif argv[1] == "_json":
                def printer(output):
                    print(dumps(output, indent=4))

            if len(argv) > 3:
                parsed_args = argparse(*argv[3:])
                printer(func(*parsed_args[0], **parsed_args[1]))
            else:
                printer(func(*self.args, **self.kwargs))

        return func


@Testable("90.8")
def parsestr(string):
    """Attempts to parse a string into a number. This will return the original string if failed.
    Args:
        string (str): The string input to parse.
    Returns:
        int: The integer value from the string.
        float: The float value from the string.
        str: The original string passed in. Returned when `int` and `float` failed.
    """
    try:
        return int(string)
    except ValueError:
        try:
            return float(string)
        except ValueError:
            return string


@Testable("90.8", "-1", "10", "string", "--kwarg0", "test", "--kwarg1", "90")
def argparse(*args):
    """Parse a list of arguments (in ``sys.argv`` format) into a variable length list and a keyword arguments dictionary.
    This is just a simpler version of the argument parser included with the Python Standard Library.
    Arguments preceded by two dashes will be considered keys in the keyword arguments dictionary.
    Example:
        >>> args = ("90.8", "-1", "10", "string", "--kwarg0", "test", "--kwarg1", "90")
        >>> argparse(args)
        ([90.8, -1, 10, 'string'], {'kwarg1': 90, 'kwarg0': 'test'})
        >>>
    Args:
        *args: Variable length argument list of strings to be parsed.
    Returns:
        tuple: A two-item tuple with a list of arguments and then the keyword arguments dictionary.
    """
    parsed_args = []
    parsed_kwargs = {}

    iterable = iter(enumerate(args))

    for arg in iterable:
        value = arg[1].strip()

        if arg[1].startswith("--"):
            parsed_kwargs[value[2:]] = parsestr(args[arg[0] + 1])
            next(iterable)
        else:
            parsed_args.append(parsestr(value))

    return parsed_args, parsed_kwargs


def return_yield(func):
    """Decorator that wraps a generator and returns its value in a list as if it were a normal function.
    Example:
        Test function definition **without** the ``@return_yield`` applied, returns a generator.
        >>> def test_generator(loops):
        ...     for i in range(loops):
        ...         yield str(i)
        ...
        >>> test_generator(10)
        <generator object test_generator at 0x00000215B2FC00A0>
        >>>
        Now, **with** ``@return_yield``.
        >>> @return_yield
        >>> def test_generator(loops):
        ...     for i in range(loops):
        ...         yield str(i)
        ...
        >>> test_generator(10)
        ["0", "1", "2", "3", "4", "5", "6", "7", "8", "9"]
        >>>
    Args:
        func: Function to wrap, applied as a decorator with no parenthesis.
    Returns:
        func: Returns the original function as a non-generator, and returns values immediately.
    """
    @wraps(func)
    def wrapper(*args, **kwargs):
        return list(func(*args, **kwargs))

    return wrapper


@Testable()
def clamp(value, imin=0, imax=1):
    """Return a clamped number between two numbers.
    Args:
        value (int, float, double): The value to clamp.
        imin (int, float, double): The lowest allowed value.
        imax (int, float, double): The highest allowed value.
    Returns:
        value: The clamped value between `imin` and `imax`.
    """

    if value < imin:
        value = imin
    elif value > imax:
        value = imax

return value

## window_controller.py
#! /usr/bin/env python3
import math


def pprint(*l):
    """Pretty print iterables.
    A simpler alternative for the python standard pprint.PrettyPrint() object.
    > # Pretty Print iterables.
    :param l: Objects implementing `__iter__()`.
    :type l: `list_iterator`
    """
    for i in l:
        if type(i) is str:
            print(i)
        else:
            try:
                print("[" + "\n ".join([str(j) for j in i]) + "]")
            except TypeError:
                print(i)


def flatten(*l):
    """Return a flattened list.
    *Support for 2 dimensions ONLY.*
    > # Flatten a 2D list.
    :param l: Objects implementing `__iter__()`.
    :type l: `list_iterator`
    :return: `list`
    """
    l = l[0] if len(l) > 1 else l
    return [i for s in l for i in s]


def row_major(l, *xy):
    """Get the position of an orered pair as if the grid was flattened.
    > # Return the flattened position of an item by ordered pair.
    :param l: A 2D grid of objects implementing `__iter__()`
    :param xy: An ordered pair.
    :type l: `list_iterator`
    :type xy: `list`, `tuple`
    :return: `int`
    :raises: `ValueError`
    """

    x, y = xy[0] if len(xy) == 1 else xy
    if validate(l):
        return len(l) * x + y
    else:
        ValueError("Grid width is not constant. All second level iterables must be equal length.")


def flat_len(*l):
    """Get the flattened length of a list.
    > # Return how many cells are in a 2D list.
    :param l: A list or tuple-like object to be flattened.
    :type l: `tuple`, `list`
    :return: `int`
    :raises: `ValueError`
    """
    l = l[0] if len(l) > 1 else l
    if validate(l):
        return len(l[0]) * len(l)
    else:
        ValueError("Grid width is not constant. All second level iterables must be equal length.")


def grid_print(g, h=0.5):
    """Pretty print a 2D iterable, and justify the space between.
    > # Pretty Print a grid.
    :param g: Grid. Must have sublists. (2D)
    :param h: The width of the console text. Usually half of the height.
    :type g: `list_iterator`
    :type h: `float`
    """
    widest = len(str(max(flatten(g), key=lambda x: len(str(x)))))

    for i in g:
        for j in i:
            print(" " + str(j) + " " * (widest - len(str(j))), end="")

        if i == g:
            print()
        else:
            print("\n" * math.floor(widest * h))


def gen_grid(*wh):
    """Generates a simple grid with items in XX:YY format.
    > # Generate a grid by W:H.
    :param wh: Width, height.
    :type wh: `list`, `tuple`
    :return: `list`
    """
    w, h = wh[0] if len(wh) == 1 else wh
    return [[str(y) + ":" + str(x) for y in range(h)] for x in range(w)]


def validate(*l):
    """Returns True if all of the sublists in a grid are the same length.
    > # Return true if all sublists are the same length.
    :param l: A grid to validate.
    :type l: `list`, `tuple`
    :return: `True`, `False`
    """
    l = l[0] if len(l) > 1 else l
    return all(len(i) == len(l[0]) for i in l)


def repair(l, fill=0):
    """Repairs a grid (for example, it does not pass `concepts.validate()`) if it isn't a perfect shape.
    > # If not all sublists are equal length, fill the others with 0's until it matches a constant width.
    :param l: Grid to repair.
    :param fill: Value to fill missing spaces with.
    :type l: `list`, `tuple`
    :type fill: `object`
    :return: `list`, `tuple`
    """
    width = len(max(l, key=len))

    for i in l:
        i.extend([fill] * (width - len(i)))

    return l


def clamp(v, min_v, max_v):
    """Clamp a value between a minimum and maximum value.
    > # Clamp a value between a min and a max.
    :param v: Value to clamp.
    :param min_v: Minimum allowed value.
    :param max_v: Maximum allowed value.
    :type v: `int`, `float`, `double`
    :type min_v: `int`, `float`, `double`
    :type max_v: `int`, `float`, `double`
    :return: `type(v)`
    """
    return max(min(v, max_v), min_v)


# Class for easy coordinate access. Behaves like a tuple.
class XY:
    __hash__ = tuple.__hash__

    def __init__(self, *xy):
        x, y = xy[0] if len(xy) == 1 else xy
        self.x = x
        self.y = y

    def __iter__(self):
        return iter((self.x, self.y))


# Class to make a window of specified size, that can slide to give smaller sections of a large grid.
class Window:
    def __init__(self, grid, size=(3, 3), pos=(0, 0)):
        if validate(grid):
            self.width, self.height = size
            self.pos = list(pos)
            self.grid = grid
            self.margin = (math.floor(size[0] / 2),
                           math.floor(size[1] / 2))

        else:
            raise ValueError("Grid width is not constant. All second level iterables must be equal length.")

    # Return maximum and minimum array bounds, plus half the width of the window.
    def bounds(self):
        return (-self.margin[0], -self.margin[1],
                self.grid_size()[0] - self.margin[0] - 1,
                self.grid_size()[1] - self.margin[1] - 1)

    # Getter for window W, H
    def size(self):
        return self.width, self.height

    # Getter for grid W, H
    def grid_size(self):
        return len(self.grid[0]), len(self.grid)

    # Slide the window along the X and Y axis.
    def slide(self, *xy):
        x, y = xy[0] if len(xy) == 1 else xy
        bounds = self.bounds()
        self.pos[0] = clamp(self.pos[0] + x, bounds[0], bounds[2])
        self.pos[1] = clamp(self.pos[1] + y, bounds[1], bounds[3])

    # Get item by index relative to window.
    def get_rel(self, *xy):
        x, y = xy[0] if len(xy) == 1 else xy
        return self.grid[self.pos[1] + y][self.pos[0] + x]

    # Set item by index relative to window.
    def set_rel(self, v, *xy):
        x, y = xy[0] if len(xy) == 1 else xy
        self.grid[self.pos[1] + y][self.pos[0] + x] = v

    # Set all the data in a complete flattened window form.
    def set(self, *data):
        size = self.width * self.height
        data = data[0] if len(data) == 1 else data

        if len(data) == size:
            pass
        elif len(data) == self.height:
            data = flatten(data)
        else:
            raise ValueError("Data does not appear to be proper size. Must match flattened window length.")

        for x in range(self.height):
            for y in range(self.width):
                self.set_rel(data[self.height * x + y], x, y)

    # Getter by index.
    def __getitem__(self, k):
        if type(k) == tuple:
            return self.get_rel(k)
        else:
            return self.grid[self.pos[1] + k]

    # Setter by index.
    def __setitem__(self, k, val):
        if type(k) == tuple:
            self.set_rel(val, k)
        else:
            self.grid[self.pos[1] + k]

    # Define behavior for being iterated. Returns a 2D list (subgrid).
    def __iter__(self):
        window = [[] for _ in range(self.height)]

        for x in range(self.width):
            for y in range(self.height):
                pos = self.pos[0] + x, self.pos[1] + y

                # Conditional to check if the index is out of negative bounds.
                if pos[0] < 0 or pos[1] < 0:
                    window[y].append(None)
                else:
                    try:
                        window[y].append(self.grid[pos[1]][pos[0]])
                    except IndexError:
                        window[y].append(None)

return iter(window)

## window_controller_test.py
from concepts import *
from msvcrt import getch
from os import system
from time import sleep

# grid_size = input("Grid Size (WW, HH): ").split(",")
# grid_size = int(grid_size[0]), int(grid_size[1])
grid_size = 100, 100

# window_size = input("Window Size (WW, HH): ").split(",")
# window_size = int(window_size[0]), int(window_size[1])
window_size = 5, 5

# window_pos = input("Window Position (XX, YY): ").split(",")
# window_pos = int(window_pos[0]), int(window_pos[1])
window_pos = 0, 0

grid = gen_grid(*grid_size)
window = Window(grid, window_size, window_pos)

while True:
    system("cls")

    print("\n", window.pos, "\n")
    grid_print(window)

    # window_slide = input("\nWindow Slide (XX, YY): ").split(",")
    # window_slide = int(window_slide[0]), int(window_slide[1])

    cmd = getch(), getch()

    if cmd[0] == b"t":
        window_slide = input("\nWindow Slide (XX, YY): ").split(",")
        window_slide = int(window_slide[0]), int(window_slide[1])

        window.slide(*window_slide)
    elif not cmd[0] == b"\xe0":
        pass
    elif cmd[1] == b"H":
        window.slide(0, -1)
    elif cmd[1] == b"P":
        window.slide(0, 1)
    elif cmd[1] == b"K":
        window.slide(-1, 0)
    elif cmd[1] == b"M":
        window.slide(1, 0)

    sleep(0.02)

# window.slide(*window_slide)

## working_directory.py
@contextlib.contextmanager
def work_directory(path):
    try:
        cwd = os.getcwd()
        os.chdir(path)
        yield Path(path)
    finally:
        os.chdir(cwd)
	class Color:
	def __init__(self, string=None, rgb=None, hsl=None, alpha=None):
	arguments = iter((string, rgb, hsl))

	if string is not None:
	self._from_hex(string)
	return

	if rgb is not None:
	self._from_rgb(*rgb, alpha)
	return

	if hsl is not None:
	self._from_hsl(*hsl, alpha)
	return

	def _from_hex(self, rgba):
	rgba = rgba.lstrip("#")

	if len(rgba) > 8:
	raise Exception("Expected up to 8 hexadecimal characters")

	self._red = int(rgba[0:2], 16)
	self._green = int(rgba[2:4], 16)
	self._blue = int(rgba[4:6], 16)

	if len(rgba) == 8:
	self.alpha = int(rgba[6:8], 16)
	else:
	self.alpha = None

	self._rgb_changed = True
	self._hsl_changed = False

	def _from_rgb(self, red, green, blue, alpha=None):
	self._red = red
	self._green = green
	self._blue = blue
	self.alpha = alpha

	self._rgb_changed = True
	self._hsl_changed = False

	def _from_hsl(self, hue, saturation, lightness, alpha=None):
	self._hue = hue
	self._saturation = saturation
	self._lightness = lightness
	self.alpha = alpha

	self._rgb_changed = False
	self._hsl_changed = True

	def __repr__(self):
	return self.hex()

	def __hash__(self):
	return hash(self.hex())

	def __eq__(self, other):
	return self.__class__ is other.__class__ and self.__hash__() == other.__hash__()

	def hex(self):
	return "#{:02x}{:02x}{:02x}".format(self.red, self.green, self.blue) + \
	("" if self.alpha is None else "{:02x}".format(self.alpha))

	def hsl(self):
	if self._hsl_changed:
	raise Exception(
	"Cannot convert from RGB when the last modified value was of HSL")

	rp = self._red / 255
	gp = self._green / 255
	bp = self._blue / 255

	cmax = max(rp, gp, bp)
	cmin = min(rp, gp, bp)
	delta = cmax - cmin

	if delta == 0:
	self._hue = 0
	elif cmax == rp:
	self._hue = 60 * ((gp - bp) / delta % 6)
	elif cmax == gp:
	self._hue = 60 * ((bp - rp) / delta + 2)
	elif cmax == bp:
	self._hue = 60 * ((rp - gp) / delta + 4)

	self._lightness = (cmax + cmin) / 2

	if delta == 0:
	self._saturation = 0
	else:
	self._saturation = delta / (1 - abs(2 * self._lightness - 1))

	self._rgb_changed = False

	return (self._hue, self._saturation, self._lightness)

	def rgb(self):
	if self._rgb_changed:
	raise Exception(
	"Cannot convert from HSL when the last modified value was of RGB")

	c = (1 - abs(2 * self._lightness - 1)) * self._saturation
	x = c * (1 - abs((self._hue / 60) % 2 - 1))
	m = self._lightness - c / 2

	if self._hue >= 0 and self._hue < 60:
	(rp, gp, bp) = (c, x, 0)
	elif self._hue >= 60 and self._hue < 120:
	(rp, gp, bp) = (x, c, 0)
	elif self._hue >= 120 and self._hue < 180:
	(rp, gp, bp) = (0, c, x)
	elif self._hue >= 180 and self._hue < 240:
	(rp, gp, bp) = (0, x, c)
	elif self._hue >= 240 and self._hue < 300:
	(rp, gp, bp) = (x, 0, c)
	elif self._hue >= 300 and self._hue < 360:
	(rp, gp, bp) = (c, 0, x)

	self._red = round((rp + m) * 255)
	self._green = round((gp + m) * 255)
	self._blue = round((bp + m) * 255)

	self._hsl_changed = False

	return (self._red, self._green, self._blue)

	@property
	def red(self):
	if self._hsl_changed:
	self.rgb()

	return self._red

	@property
	def green(self):
	if self._hsl_changed:
	self.rgb()

	return self._green

	@property
	def blue(self):
	if self._hsl_changed:
	self.rgb()

	return self._blue

	@red.setter
	def red(self, red):
	self._red = red
	self._rgb_changed = True

	@green.setter
	def green(self, green):
	self._green = green
	self._rgb_changed = True

	@blue.setter
	def blue(self, blue):
	self._blue = blue
	self._rgb_changed = True

	@property
	def hue(self):
	if self._rgb_changed:
	self.hsl()

	return self._hue

	@property
	def saturation(self):
	if self._rgb_changed:
	self.hsl()

	return self._saturation

	@property
	def lightness(self):
	if self._rgb_changed:
	self.hsl()

	return self._lightness

	@hue.setter
	def hue(self, hue):
	self._hue = hue
	self._hsl_changed = True

	@saturation.setter
	def saturation(self, saturation):
	self._saturation = saturation
	self._hsl_changed = True

	@lightness.setter
	def lightness(self, lightness):
	self._lightness = lightness
	self._hsl_changed = True


	def __test(colors):
	from copy import deepcopy

	colors = [Color(color) for color in colors]
	colors_mutated = deepcopy(colors)

	for color in colors_mutated:
	color.hsl()
	color.rgb()

	for (color_a, color_b) in zip(colors, colors_mutated):
	if color_a != color_b:
	raise AssertionError(
	"Colors do not match! ({}, {})".format(color_a, color_b))

	print("{} == {}".format(color_a, color_b))


	if __name__ == "__main__":
	colors = set("#353b48, #666666, #444852, #fcfcfc, #434343, #90939b, #353537, #2b303b, #b6b8c0, #241f31, #303440, #000000, #9398a2, #dfdfdf, #f0f1f2, #cfcfcf, #d3d8e2, #505666, #808080, #8a939f, #282b36, #afb8c6, #383838, #4dadd4, #353a48, #838383, #202229, #7a7f8a, #7a7f8b, #2e3340, #70788d, #66a1dc, #17191f, #d7d7d7, #545860, #39404d, #161a26, #be3841, #3c4049, #2f3a42, #f0f2f5, #4e4eff, #262934, #1d1f26, #404552, #353945, #383c45, #8f939d, #f7ef45, #a4aab7, #b2cdf1, #444a58, #bac3cf, #ff00ff, #f46067, #5c6070, #c7cacf, #525762, #ff0b00, #323644, #f75a61, #464646, #ecedf0, #171717, #e01b24, #1b1b1b, #797d87, #15171c, #8c919d, #4d4f52, #5b627b, #728495, #454c5c, #4080fb, #e2e2e2, #d1d3da, #c0e3ff, #3580e4, #b7c0d3, #232428, #2d323f, #6e6e6e, #dcdcdc, #b9bcc2, #cc575d, #a1a1a1, #52555e, #353a47, #7c818c, #979dac, #2f343f, #dde3e9, #828282, #c5dcf7, #001aff, #722563, #afb8c5, #222529, #8abfdd, #666a74, #f68086, #edf5fb, #4b5162, #a9acb2, #786613, #c7c7c7, #eeeff1, #2b2e37, #f70505, #292c36, #3e434f, #5c616c, #f57900, #2d303b, #f5f6f7, #5f697f, #2e3436, #808791, #f08437, #cbd2e3, #e5a50a, #eeeeee, #252932, #e7e8eb, #3e4350, #ff1111, #ef2929, #fc4138, #fcfdfd, #7a7a7a, #21242b, #bebebe, #ffffff, #252a35, #5252ff, #767b87, #535353, #3e3e3e, #aa5555, #5f6578, #c4c7cc, #383c4a, #102b68, #21252b, #f3af0b, #cfd6e6, #d7787d, #ff7a80, #fdfdfd, #398dd3, #a51d2d, #73d216, #f8f8f9, #262932, #2f343b, #2b2e39, #2d3036, #f04a50, #006098, #3f4453, #ad4242, #1b1c21, #b9bfce, #ff1616, #e5e5e5, #ed686f, #eaebed, #fbfcfc, #398cd3, #262933, #5294e2, #0000ff, #d7d8dd, #2b2f3b, #f13039, #999999, #1f1f1f, #50dbb5, #525252, #ff2121, #f27835, #91949c, #adafb5, #3b3c3e, #d3d4d8, #525d76, #434652, #cacaca, #2d323d, #f9fafb, #617c95, #ededed, #1a1a1a, #d8354a, #90949e, #313541, #a8a8a8, #dbdfe3, #cecece, #0f0f0f, #1d242a, #b8babf, #0f1116, #eef4fc, #e2e7ef, #d3dae3".split(", "))
	__test(colors)
	class ConcurrentLineWriter:
	class LineFileIO(StringIO):
	def __init__(self, parent, row):
	super().__init__()
	self.parent = parent
	self.row = row

	def write(self, string):
	super().write(string)
	self.parent._write(self.row)

	def flush(self):
	super().flush()
	self.parent.file.flush()

	def __init__(self, file=sys.stdout):
	self.file = file
	self.lines = []
	self.__pos = 0

	def __enter__(self):
	return self

	def __exit__(self, *args):
	self.close()

	def __move_cursor(self, row):
	offset = abs(self.__pos - row)

	if row < self.__pos:
	self.file.write(f"\033[{offset}A\r")
	elif row > self.__pos:
	self.file.write(f"\033[{offset}B\r")

	self.__pos = row

	def _write(self, row):
	self.__move_cursor(row)
	self.file.write(self.lines[row].getvalue())

	def add_line(self):
	self.lines.append(ConcurrentLineWriter.LineFileIO(self, len(self.lines)))
	return self.lines[-1]

	def close(self):
	for line in self.lines:
	line.close()

	self.__move_cursor(len(self.lines))
	def get_width():
	"""Get the console width (number of chars or columns)."""
	if platform == "win32":
	result = Popen("mode con", stdout=PIPE, shell=True).communicate()[0].decode()
	return int(search(r"Columns:\s*(\d+)", result)[1])
	else:
	return int(Popen("stty size", stdout=PIPE, shell=True).communicate()[0].decode().split()[1])


	def get_size():
	"""Get the console width and height."""
	if platform == "win32":
	raise Exception("Platform not supported.")
	else:
	size = Popen("stty size", stdout=PIPE, shell=True).communicate()[0].decode().split()[1]
	return int(size[1]), int(size[0])
	#! /usr/bin/env python3
	# -- coding: utf8 --
	from PIL import Image
	import numpy as np

	# Standard cube map
	# \| . \| T \| . \| . \|
	# \| L \| F \| R \| B \|
	# \| . \| B \| . \| . \|


	def make_map(im_paths, bg=0):
	face_im = Image.open(im_paths)

	w, h = face_im.size

	if not w == h:
	raise ValueError("Cube map size improper. Must be square.")

	map_im = Image.new("RGBA", (w * 4, h * 3), bg)

	map_im.paste(face_im, (w, 0))
	map_im.paste(face_im, (w, 2 * h))
	map_im.paste(face_im, (0, h))
	map_im.paste(face_im, (2 * w, h))
	map_im.paste(face_im, (w, h))
	map_im.paste(face_im, (3 * w, h))

	return map_im


	def generate(map_path, bg=1):
	map_im = Image.open(map_path)

	if not (map_im.height == 3 / 4 * map_im.width and map_im.width % 4 == 0 and map_im.height % 3 == 0):
	raise ValueError("Cube map size improper. Must be 4:3 scale image, width divisible by 4, and height divisible by 3.")

	w, h = map_im.size

	face_bounds = {
	"top": (1/4 * w, 0, 2/4 * w, 1/3 * h),
	"bottom": (1/4 * w, 2/3 * h, 2/4 * w, 3/3 * h),
	"left": (0, 1/3 * h, 1/4 * w, 2/3 * h),
	"right": (2/4 * w, 1/3 * h, 3/4 * w, 2/3 * h),
	"front": (1/4 * w, 1/3 * h, 2/4 * w, 2/3 * h),
	"back": (3/4 * w, 1/3 * h, 4/4 * w, 2/3 * h)
	}

	face_ims = {}
	for face, box in face_bounds.items():
	face_ims[face] = map_im.crop(face_bounds[face])
	#
	# for face in face_ims:
	# face_ims[face].show()

	generate("test.png")

	make_map("texture.png").show()
	#! /usr/bin/env python3
	from time import strftime
	from pyfiglet import figlet_format
	from os import system, name as os_name, popen

	# Function to pretty print to the perfect center of a console window
	def fullscreen_print(text, font="dotmatrix", top_pad=0):
	size = popen("stty size", "r").read().split() # Make a tuple for the size of the console
	size = int(size[1]), int(size[0]) # Switch them, make it W, H with ints

	fig = figlet_format(str(text), font=font, justify="center", width=size[0]) # Get the fig formatted string

	fig_height = len(fig.split("\n")) # Get the line length of the figlet formatted string
	top_pad += round((size[1] - fig_height) / 2) # Calculate top padding (newlines) to put before the fig

	clear() # Clear the screen
	print("\n" * top_pad, fig) # Print the figlet and padding
	#! /usr/bin/env python3
	# -- coding: utf-8 --
	# -- author: spikespaz --
	from PIL import Image
	from os import path, listdir, mkdir

	# Define constants / settings to be used for image conversion.
	# Shape size is thesize of each image to be generated. Pick a size that seems to be close to the average.
	shape_size = (100, 120)
	# Resample is the algorithm to use when downscaling. Image.LANCZOS is best for thumbnails.
	# NEAREST, BOX, BILINEAR, HAMMING, BICUBIC, LANCZOS, NEAREST
	resample = Image.LANCZOS

	# raw_dir is the RELATIVE PATH to the original face images.
	raw_dir = path.abspath("./faces_raw")
	# snape_dir and grey_dir are relative paths to the shaped and greyscale outputs.
	shape_dir = path.abspath("./faces_shape")
	grey_dir = path.abspath("./faces_grey")

	# If the shape_dir and grey_dir paths don't exist, create them.
	try:
	mkdir(shape_dir)
	except FileExistsError:
	pass

	try:
	mkdir(grey_dir)
	except FileExistsError:
	pass


	# Helper function to join arbitrary paths and get the absolute full path.
	def absjoin(*p):
	return path.abspath(path.join(*p))


	# Helper function to rename the file to a .png file.
	def makepng(p):
	return path.splitext(p)[0] + ".png"


	# Looping for each file in raw_dir.
	for fp in listdir(raw_dir):
	# If the file is an accepted file type (images).
	if fp.split(".")[-1] in ("png", "jpg", "jpeg"):
	# Open and initiate the image.
	raw_fp = absjoin(raw_dir, fp)
	print("Opening:", raw_fp)
	im = Image.open(raw_fp)
	# Create and resize the image to the shape defined above.
	shape_fp = makepng(absjoin(shape_dir, fp))
	print("Saving:", shape_fp)
	im = im.resize(shape_size, resample)
	im.save(shape_fp, "JPEG")
	# Convert open image to greyscale (LA) and save as a PNG format.
	grey_fp = makepng(absjoin(grey_dir, fp))
	print("Saving:", grey_fp)
	im = im.convert("LA")
	im.save(grey_fp, "PNG")
	# File is not an acceptable image file, skip it.
	else:
	print("Skipping:", absjoin(raw_dir, fp))
	#! /usr/bin/env python3

	from PIL import Image, ImageDraw, ImageFont
	from os import path
	from parser import read_config


	def read_sentences(fp):
	with open(fp) as f:
	return tuple(l.strip() for l in f.readlines() if l.strip())


	training_settings_path = path.abspath("./store/training_settings.txt")
	print("Training settings path:", training_settings_path)


	def get_settings_rel(*p):
	return path.abspath(path.join(path.dirname(training_settings_path), *p))


	training_settings = read_config(training_settings_path)


	try:
	training_settings["rotation_filter"] = eval(training_settings["rotation_filter"])
	except NameError:
	print("Rotation filter invalid. Defaulting to BICUBIC.")
	training_settings["rotation_filter"] = Image.BICUBIC

	try:
	training_settings["training_filter"] = eval(training_settings["training_filter"])
	except NameError:
	print("Rotation filter invalid. Defaulting to BICUBIC.")
	training_settings["training_filter"] = Image.BICUBIC


	training_sentences_path = get_settings_rel(training_settings["training_sentences"])
	print("Training sentences path:", training_sentences_path)
	training_sentences = read_sentences(training_sentences_path)

	font_default_path = get_settings_rel(training_settings["font_default"])
	print("Font default path:", font_default_path)


	def create_text_image(text, size=10, rot=None, pad=(4,) * 4, fg=(0,) * 3, bg=(255,) * 3,
	fpath=font_default_path,
	ttf=training_settings["font_default_ttf"]):
	if ttf:
	font = ImageFont.truetype(fpath, size)
	else:
	font = ImageFont.load(fpath)

	im_size = font.getsize(text)
	im_size = (im_size[0] + pad[2] + pad[3], im_size[1] + pad[0] + pad[1])

	im = Image.new("RGBA", im_size, bg)
	im_draw = ImageDraw.Draw(im)
	im_draw.text((pad[2], pad[0]), text, font=font, fill=fg)

	if rot:
	return im.rotate(rot, resample=training_settings["rotation_filter"], expand=True)
	else:
	return im


	def get_save_path(scale, name):
	return path.join(get_settings_rel(training_settings["training_path"], str(scale), name))


	counter = -1

	for sentence in training_sentences:
	for size in training_settings["font_sizes"]:
	for rot in training_settings["rotation_degrees"]:
	counter += 1

	print(str(counter) + ": " + str((sentence, size, rot)))

	text_im = create_text_image(sentence, size, rot, training_settings["font_padding"],
	training_settings["font_foreground"],
	training_settings["font_background"])
	text_im.save(get_save_path(1.0, str(counter) + ".png"))

	im_size = (int(text_im.width * training_settings["training_scale"]),
	int(text_im.height * training_settings["training_scale"]))

	text_im = text_im.resize(im_size, training_settings["training_filter"])
	text_im.save(get_save_path(training_settings["training_scale"], str(counter) + ".png"))
	import re
	import string
	import random


	def generate_id(size=6, chars=string.ascii_lowercase + string.digits):
	return "".join(random.choice(chars) for _ in range(size))


	def make_slug(title, base_id=None, size=20, allowed_chars=string.ascii_lowercase + string.digits):
	slug = re.sub(r"[^" + allowed_chars + "]", "-", title)
	slug = re.sub(r"-+", "", slug)
	return (base_id if base_id else "") + slug.strip()[size:] if size else slug.strip()


	def title_filter(title):
	filtered = sub(r"[^\w\d~!@#$%&*()+=/,.:;\"' ]", "", title)
	return filtered.strip()[50:]
	#! /usr/bin/env python3
	from sys import argv
	from pprint import PrettyPrinter
	from functools import wraps
	from json import dumps

	pp = PrettyPrinter(indent=4)


	class Testable:
	"""A decorator that allows functions to be tested from the terminal. Pass the function name and simple arguments
	(`int`s, `float`s, and `str`s) into the terminal to read the direct output. Some advanced printing is available.
	Example:
	These are the contents of `testable.py`.
	>>> @Testable(5, 6, 7)
	>>> def test_function(first, second, special=1):
	... return sum(first, second) * special
	...
	>>>
	Command line examples are as follows.
	$ python testable.py test_function
	77
	$ python testable.py test_function 80 10
	90
	$ python testable.py test_function 80 10 2
	180
	Additionally, `_pretty` and `_json` can be appended before the function name in the command to get more visually
	appealing outputs.
	>>> @Testable()
	>>> def test_function():
	... return {"one": 1, "two": 2, "three": 3, "four": 4, "five": 5}
	...
	>>>
	Followed by the commands and their outputs.
	$ python utils.py _json test_function
	{
	"five": 5,
	"one": 1,
	"four": 4,
	"three": 3,
	"two": 2
	}
	Replacing `_json` with `_pretty` works better for lists with really long values.
	Attributes:
	args (tuple): A variable length list of arguments to be tested with if none are supplied by the command line.
	kwargs (tuple): A dictionary of keyword arguments to be tested with.
	"""

	def __init__(self, args, *kwargs):
	self.args = args
	self.kwargs = kwargs

	def __call__(self, func):
	if len(argv) > 1 and argv[1] == func.__name__:
	if len(argv) > 2:
	parsed_args = argparse(*argv[2:])
	print(func(parsed_args[0], *parsed_args[1]))
	else:
	print(func(self.args, *self.kwargs))

	elif len(argv) > 2 and argv[2] == func.__name__:
	if argv[1] == "_pretty":
	def printer(output):
	pp.pprint(output)
	elif argv[1] == "_json":
	def printer(output):
	print(dumps(output, indent=4))

	if len(argv) > 3:
	parsed_args = argparse(*argv[3:])
	printer(func(parsed_args[0], *parsed_args[1]))
	else:
	printer(func(self.args, *self.kwargs))

	return func


	@Testable("90.8")
	def parsestr(string):
	"""Attempts to parse a string into a number. This will return the original string if failed.
	Args:
	string (str): The string input to parse.
	Returns:
	int: The integer value from the string.
	float: The float value from the string.
	str: The original string passed in. Returned when `int` and `float` failed.
	"""
	try:
	return int(string)
	except ValueError:
	try:
	return float(string)
	except ValueError:
	return string


	@Testable("90.8", "-1", "10", "string", "--kwarg0", "test", "--kwarg1", "90")
	def argparse(*args):
	"""Parse a list of arguments (in ``sys.argv`` format) into a variable length list and a keyword arguments dictionary.
	This is just a simpler version of the argument parser included with the Python Standard Library.
	Arguments preceded by two dashes will be considered keys in the keyword arguments dictionary.
	Example:
	>>> args = ("90.8", "-1", "10", "string", "--kwarg0", "test", "--kwarg1", "90")
	>>> argparse(args)
	([90.8, -1, 10, 'string'], {'kwarg1': 90, 'kwarg0': 'test'})
	>>>
	Args:
	*args: Variable length argument list of strings to be parsed.
	Returns:
	tuple: A two-item tuple with a list of arguments and then the keyword arguments dictionary.
	"""
	parsed_args = []
	parsed_kwargs = {}

	iterable = iter(enumerate(args))

	for arg in iterable:
	value = arg[1].strip()

	if arg[1].startswith("--"):
	parsed_kwargs[value[2:]] = parsestr(args[arg[0] + 1])
	next(iterable)
	else:
	parsed_args.append(parsestr(value))

	return parsed_args, parsed_kwargs


	def return_yield(func):
	"""Decorator that wraps a generator and returns its value in a list as if it were a normal function.
	Example:
	Test function definition without the ``@return_yield`` applied, returns a generator.
	>>> def test_generator(loops):
	... for i in range(loops):
	... yield str(i)
	...
	>>> test_generator(10)
	<generator object test_generator at 0x00000215B2FC00A0>
	>>>
	Now, with ``@return_yield``.
	>>> @return_yield
	>>> def test_generator(loops):
	... for i in range(loops):
	... yield str(i)
	...
	>>> test_generator(10)
	["0", "1", "2", "3", "4", "5", "6", "7", "8", "9"]
	>>>
	Args:
	func: Function to wrap, applied as a decorator with no parenthesis.
	Returns:
	func: Returns the original function as a non-generator, and returns values immediately.
	"""
	@wraps(func)
	def wrapper(args, *kwargs):
	return list(func(args, *kwargs))

	return wrapper


	@Testable()
	def clamp(value, imin=0, imax=1):
	"""Return a clamped number between two numbers.
	Args:
	value (int, float, double): The value to clamp.
	imin (int, float, double): The lowest allowed value.
	imax (int, float, double): The highest allowed value.
	Returns:
	value: The clamped value between `imin` and `imax`.
	"""

	if value < imin:
	value = imin
	elif value > imax:
	value = imax

	return value
	#! /usr/bin/env python3
	import math


	def pprint(*l):
	"""Pretty print iterables.
	A simpler alternative for the python standard pprint.PrettyPrint() object.
	> # Pretty Print iterables.
	:param l: Objects implementing `__iter__()`.
	:type l: `list_iterator`
	"""
	for i in l:
	if type(i) is str:
	print(i)
	else:
	try:
	print("[" + "\n ".join([str(j) for j in i]) + "]")
	except TypeError:
	print(i)


	def flatten(*l):
	"""Return a flattened list.
	Support for 2 dimensions ONLY.
	> # Flatten a 2D list.
	:param l: Objects implementing `__iter__()`.
	:type l: `list_iterator`
	:return: `list`
	"""
	l = l[0] if len(l) > 1 else l
	return [i for s in l for i in s]


	def row_major(l, *xy):
	"""Get the position of an orered pair as if the grid was flattened.
	> # Return the flattened position of an item by ordered pair.
	:param l: A 2D grid of objects implementing `__iter__()`
	:param xy: An ordered pair.
	:type l: `list_iterator`
	:type xy: `list`, `tuple`
	:return: `int`
	:raises: `ValueError`
	"""

	x, y = xy[0] if len(xy) == 1 else xy
	if validate(l):
	return len(l) * x + y
	else:
	ValueError("Grid width is not constant. All second level iterables must be equal length.")


	def flat_len(*l):
	"""Get the flattened length of a list.
	> # Return how many cells are in a 2D list.
	:param l: A list or tuple-like object to be flattened.
	:type l: `tuple`, `list`
	:return: `int`
	:raises: `ValueError`
	"""
	l = l[0] if len(l) > 1 else l
	if validate(l):
	return len(l[0]) * len(l)
	else:
	ValueError("Grid width is not constant. All second level iterables must be equal length.")


	def grid_print(g, h=0.5):
	"""Pretty print a 2D iterable, and justify the space between.
	> # Pretty Print a grid.
	:param g: Grid. Must have sublists. (2D)
	:param h: The width of the console text. Usually half of the height.
	:type g: `list_iterator`
	:type h: `float`
	"""
	widest = len(str(max(flatten(g), key=lambda x: len(str(x)))))

	for i in g:
	for j in i:
	print(" " + str(j) + " " * (widest - len(str(j))), end="")

	if i == g:
	print()
	else:
	print("\n" * math.floor(widest * h))


	def gen_grid(*wh):
	"""Generates a simple grid with items in XX:YY format.
	> # Generate a grid by W:H.
	:param wh: Width, height.
	:type wh: `list`, `tuple`
	:return: `list`
	"""
	w, h = wh[0] if len(wh) == 1 else wh
	return [[str(y) + ":" + str(x) for y in range(h)] for x in range(w)]


	def validate(*l):
	"""Returns True if all of the sublists in a grid are the same length.
	> # Return true if all sublists are the same length.
	:param l: A grid to validate.
	:type l: `list`, `tuple`
	:return: `True`, `False`
	"""
	l = l[0] if len(l) > 1 else l
	return all(len(i) == len(l[0]) for i in l)


	def repair(l, fill=0):
	"""Repairs a grid (for example, it does not pass `concepts.validate()`) if it isn't a perfect shape.
	> # If not all sublists are equal length, fill the others with 0's until it matches a constant width.
	:param l: Grid to repair.
	:param fill: Value to fill missing spaces with.
	:type l: `list`, `tuple`
	:type fill: `object`
	:return: `list`, `tuple`
	"""
	width = len(max(l, key=len))

	for i in l:
	i.extend([fill] * (width - len(i)))

	return l


	def clamp(v, min_v, max_v):
	"""Clamp a value between a minimum and maximum value.
	> # Clamp a value between a min and a max.
	:param v: Value to clamp.
	:param min_v: Minimum allowed value.
	:param max_v: Maximum allowed value.
	:type v: `int`, `float`, `double`
	:type min_v: `int`, `float`, `double`
	:type max_v: `int`, `float`, `double`
	:return: `type(v)`
	"""
	return max(min(v, max_v), min_v)


	# Class for easy coordinate access. Behaves like a tuple.
	class XY:
	__hash__ = tuple.__hash__

	def __init__(self, *xy):
	x, y = xy[0] if len(xy) == 1 else xy
	self.x = x
	self.y = y

	def __iter__(self):
	return iter((self.x, self.y))


	# Class to make a window of specified size, that can slide to give smaller sections of a large grid.
	class Window:
	def __init__(self, grid, size=(3, 3), pos=(0, 0)):
	if validate(grid):
	self.width, self.height = size
	self.pos = list(pos)
	self.grid = grid
	self.margin = (math.floor(size[0] / 2),
	math.floor(size[1] / 2))

	else:
	raise ValueError("Grid width is not constant. All second level iterables must be equal length.")

	# Return maximum and minimum array bounds, plus half the width of the window.
	def bounds(self):
	return (-self.margin[0], -self.margin[1],
	self.grid_size()[0] - self.margin[0] - 1,
	self.grid_size()[1] - self.margin[1] - 1)

	# Getter for window W, H
	def size(self):
	return self.width, self.height

	# Getter for grid W, H
	def grid_size(self):
	return len(self.grid[0]), len(self.grid)

	# Slide the window along the X and Y axis.
	def slide(self, *xy):
	x, y = xy[0] if len(xy) == 1 else xy
	bounds = self.bounds()
	self.pos[0] = clamp(self.pos[0] + x, bounds[0], bounds[2])
	self.pos[1] = clamp(self.pos[1] + y, bounds[1], bounds[3])

	# Get item by index relative to window.
	def get_rel(self, *xy):
	x, y = xy[0] if len(xy) == 1 else xy
	return self.grid[self.pos[1] + y][self.pos[0] + x]

	# Set item by index relative to window.
	def set_rel(self, v, *xy):
	x, y = xy[0] if len(xy) == 1 else xy
	self.grid[self.pos[1] + y][self.pos[0] + x] = v

	# Set all the data in a complete flattened window form.
	def set(self, *data):
	size = self.width * self.height
	data = data[0] if len(data) == 1 else data

	if len(data) == size:
	pass
	elif len(data) == self.height:
	data = flatten(data)
	else:
	raise ValueError("Data does not appear to be proper size. Must match flattened window length.")

	for x in range(self.height):
	for y in range(self.width):
	self.set_rel(data[self.height * x + y], x, y)

	# Getter by index.
	def __getitem__(self, k):
	if type(k) == tuple:
	return self.get_rel(k)
	else:
	return self.grid[self.pos[1] + k]

	# Setter by index.
	def __setitem__(self, k, val):
	if type(k) == tuple:
	self.set_rel(val, k)
	else:
	self.grid[self.pos[1] + k]

	# Define behavior for being iterated. Returns a 2D list (subgrid).
	def __iter__(self):
	window = [[] for _ in range(self.height)]

	for x in range(self.width):
	for y in range(self.height):
	pos = self.pos[0] + x, self.pos[1] + y

	# Conditional to check if the index is out of negative bounds.
	if pos[0] < 0 or pos[1] < 0:
	window[y].append(None)
	else:
	try:
	window[y].append(self.grid[pos[1]][pos[0]])
	except IndexError:
	window[y].append(None)

	return iter(window)