<commit_before>__version__ = '0.1.dev'

from . import datasets
from . import misc
from .autoencoder import (
    Autoencoder,
    DenoisingAutoencoder,
    StackedAutoencoder,
)
from .base import (
    bool_,
    int_,
    float_,
)
from .input import (
    Input,
    SupervisedInput,
)
from .feed_forward import (
    NeuralNetwork,
    FullyConnected,
    Activation,
    MultinomialLogReg,
    Dropout,
    DropoutFullyConnected,
    Convolutional,
    Flatten,
    Pool,
    LocalContrastNormalization,
    LocalResponseNormalization,
)
from .fillers import (
    AutoFiller,
    CopyFiller,
    ConstantFiller,
    NormalFiller,
    UniformFiller,
)
from .parameter import (
    Parameter,
)

from .preprocess import (
    StandardScaler,
    UniformScaler,
)
from .siamese import (
    ContrastiveLoss,
    SiameseNetwork,
    SiameseInput,
    SupervisedSiameseInput,
)
from .trainers.learning_rules import (
    Momentum,
    RMSProp,
)
from .trainers.sgd import (
    StochasticGradientDescent,
)<commit_msg>cleanup<commit_after>from . import datasets
from . import misc
from .autoencoder import Autoencoder, DenoisingAutoencoder, StackedAutoencoder
from .base import bool_, int_, float_
from .input import Input, SupervisedInput
from .feed_forward import (
    NeuralNetwork, FullyConnected, Activation, MultinomialLogReg, Dropout,
    DropoutFullyConnected, Convolutional, Flatten, Pool,
    LocalContrastNormalization, LocalResponseNormalization,
)
from .fillers import (
    AutoFiller, CopyFiller, ConstantFiller, NormalFiller, UniformFiller,
)
from .parameter import Parameter
from .preprocess import StandardScaler, UniformScaler
from .siamese import (
    ContrastiveLoss, SiameseNetwork, SiameseInput, SupervisedSiameseInput,
)
from .trainers import Momentum, RMSProp, StochasticGradientDescent

__version__ = '0.1.dev'
{'fraction_non_alphanumeric': 0.07018498367791078, 'fraction_numerical': 0.002176278563656148, 'mean_word_length': 4.108333333333333, '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': '5242233', 'n_tokens_mistral': 593, 'n_tokens_neox': 569, 'n_words': 141}