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''' | |
Applies the mish function element-wise: | |
mish(x) = x * tanh(softplus(x)) = x * tanh(ln(1 + exp(x))) | |
''' | |
# import pytorch | |
from torch import nn | |
# import activation functions | |
import functional as Func |
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''' | |
Script provides functional interface for Mish activation function. | |
''' | |
# import pytorch | |
import torch | |
import torch.nn.functional as F | |
def mish(input): | |
''' |
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# Import Necessary Modules | |
from mish import Mish | |
import torch | |
from torch import nn | |
from collections import OrderedDict | |
# Initialize the activation function | |
activation_function = Mish() | |
#Define the Torch Model using nn.sequential |
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# Keras Implementation of Mish Activation Function. | |
# Import Necessary Modules. | |
from __future__ import absolute_import | |
from __future__ import division | |
from __future__ import print_function | |
from keras.engine.base_layer import Layer | |
from keras import backend as K |
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## Import Necessary Modules | |
from __future__ import print_function | |
import keras | |
from keras.layers import Dense, Conv2D, BatchNormalization, Activation | |
from keras.layers import AveragePooling2D, Input, Flatten | |
from keras.optimizers import Adam | |
from keras.callbacks import ModelCheckpoint, LearningRateScheduler | |
from keras.callbacks import ReduceLROnPlateau | |
from keras.preprocessing.image import ImageDataGenerator | |
from keras.regularizers import l2 |