<commit_before>"""
PatternGenerators based on bitmap images stored in files.

Requires the Python Imaging Library (PIL).
"""

import Image
import ImageOps

import numpy
from numpy.oldnumeric import array, Float, sum, ravel, ones

import param
from param.parameterized import overridable_property

from dataviews.sheetviews import BoundingBox, SheetCoordinateSystem
from .patterngenerator import PatternGenerator
from .transferfn import DivisiveNormalizeLinf, TransferFn


class ImageSampler(param.Parameterized):
    """
    A class of objects that, when called, sample an image.
    """
    __abstract=True<commit_msg>Fixed Image imports to work with pillow installed via pip<commit_after>"""
PatternGenerators based on bitmap images stored in files.

Requires the Python Imaging Library (PIL).
"""

try:
    import Image
    import ImageOps
except:
    from PIL import Image   # For pillow installs
    from PIL import ImageOps

import numpy
from numpy.oldnumeric import array, Float, sum, ravel, ones

import param
from param.parameterized import overridable_property

from dataviews.sheetviews import BoundingBox, SheetCoordinateSystem
from .patterngenerator import PatternGenerator
from .transferfn import DivisiveNormalizeLinf, TransferFn


class ImageSampler(param.Parameterized):
    """
    A class of objects that, when called, sample an image.
    """
    __abstract=True
{'fraction_non_alphanumeric': 0.057163531114327065, 'fraction_numerical': 0.0, 'mean_word_length': 4.910256410256411, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3548825', 'n_tokens_mistral': 377, 'n_tokens_neox': 362, 'n_words': 145}