# allow the notebook to access the parent directory so we can import the other modules
# https://stackoverflow.com/a/35273613
import os
import sys
nb_dir = os.path.split(os.getcwd())[0]
if nb_dir not in sys.path:
sys.path.append(nb_dir)
dataset_folder_path = os.path.join("files", "dataset")
#%%
from data.DataSet import DataSet
dataset = DataSet()
dataset.load(dataset_folder_path,
test_set_percentage=0.2,
validation_set_percentage=0.3333)
print("Training Data Len:", len(dataset.train_data))
print("Validation Data Len:", len(dataset.valid_data))
print("Test Data Len:", len(dataset.test_data))
#%% Load Model
from keras.models import load_model
TRAINED_MODEL = os.path.join("files", "checkpoints", "1525696834.4091375",
"regularized_3x512_gru-30-0.97.hdf5")
model = load_model(TRAINED_MODEL)
#%%
import numpy as np
