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model.py
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from tensorflow.keras.models import model_from_json
import numpy as np
import tensorflow as tf
# config = tf.compat.v1.ConfigProto()
# config.gpu_options.per_process_gpu_memory_fraction = 0.15
# session = tf.compat.v1.Session(config=config)
class FacialExpressionModel(object):
EMOTIONS_LIST = ['Angry', 'Disgust', 'Fear', 'Happy', 'Neutral', 'Sad', 'Surprise']
def __init__(self, model_json_file, model_weight_file):
with open(model_json_file, 'r') as json_file:
loaded_model_json = json_file.read()
self.loaded_model = model_from_json(loaded_model_json)
self.loaded_model.load_weights(model_weight_file)
self.loaded_model.make_predict_function()
def predict_emotion(self, img):
self.preds = self.loaded_model.predict(img)
return FacialExpressionModel.EMOTIONS_LIST[np.argmax(self.preds)]