FBosler

import tweepy
from bots.twitter_api import get_twitter_api
import bots.utils as _utils
import datetime
import logging
import random
import time

logger = logging.getLogger()
logger.setLevel(logging.INFO)

FBosler

from keras_tqdm import TQDMNotebookCallback

batch_size = 32

history = model.fit_generator(
    generator=training,
    steps_per_epoch=training.samples // batch_size,
    epochs=10,
    callbacks=[TQDMNotebookCallback(leave_inner=True, leave_outer=True)],
    validation_data=validation,

FBosler

from tf.keras.applications import mobilenet as _mobilenet

datagen = tf.keras.preprocessing.image.ImageDataGenerator(
    preprocessing_function=_mobilenet.preprocess_input,
    shear_range=0.2,
    zoom_range=0.2,
    horizontal_flip=True,
    validation_split=0.1
)

FBosler

import numpy as np
def load_image(img_file, target_size=(224,224)):
    X = np.zeros((1, *target_size, 3))
    X[0, ] = np.asarray(tf.keras.preprocessing.image.load_img(
        img_file, 
        target_size=target_size)
    )
    X = tf.keras.applications.mobilenet.preprocess_input(X)
    return X

FBosler

#Copyright 2022 Fabian Bosler

# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation 
# files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, 
# modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom 
# the Software is furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all copies or substantial portions of the 
# Software.

FBosler

#Copyright 2022 Fabian Bosler

# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation 
# files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, 
# modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom 
# the Software is furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all copies or substantial portions of the 
# Software.

FBosler

#Copyright 2022 Fabian Bosler

# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation 
# files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, 
# modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom 
# the Software is furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all copies or substantial portions of the 
# Software.

FBosler

#Copyright 2022 Fabian Bosler

# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation 
# files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, 
# modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom 
# the Software is furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all copies or substantial portions of the 
# Software.

FBosler

class Student(Base):
    _table = 'students'
    def __init__(self, **kwargs):
        self.name = kwargs['name']
        self.age = kwargs['age']
        super(Student, self).__init__(**kwargs)

class ClassRoom(Base):
    _table = 'class_rooms'
    def __init__(self, **kwargs):

FBosler

import uuid
import json

class Base(object):
    def __init__(self,**kwargs):
        self._id = kwargs.get('_id') or uuid.uuid4().hex[:5]
    
    @classmethod
    def _instanciate_from_db(cls,_id):
        res = mock_fetch_from_db(table=cls._table,_id=_id)