def input_processing(data_to_predict_local, data_input_2, strategy_dictionary):
fitting_inputs, fitting_targets = generate_training_variables(data_to_predict_local, strategy_dictionary)
fitting_inputs_2, fitting_targets_2 = generate_training_variables(data_input_2, strategy_dictionary)
fitting_inputs, fitting_inputs_2 = trim_inputs(fitting_inputs, fitting_inputs_2)
fitting_inputs = np.hstack((fitting_inputs, fitting_inputs_2))
return fitting_inputs, fitting_targets
def input_processing(data_to_predict_local, data_input_2, strategy_dictionary):
fitting_inputs, continuous_targets, classification_targets = generate_training_variables(
data_to_predict_local, strategy_dictionary)
fitting_inputs_2, fitting_targets_2, classification_targets_2 = generate_training_variables(
data_input_2, strategy_dictionary, prior_data_obj=data_to_predict_local)
fitting_inputs, fitting_inputs_2 = trim_inputs(fitting_inputs, fitting_inputs_2)
fitting_inputs = np.hstack((fitting_inputs, fitting_inputs_2))
return fitting_inputs, continuous_targets, classification_targets
def input_processing(data_input_1, data_input_2, strategy_dictionary):
print("Generating training variables [1]")
fitting_inputs, continuous_targets, classification_targets = generate_training_variables(
data_input_1, strategy_dictionary)
print("Generating training variables [2]")
fitting_inputs_2, fitting_targets_2, classification_targets_2 = generate_training_variables(
data_input_2, strategy_dictionary, prior_data_obj=data_input_1)
print("Trimming inputs")
fitting_inputs, fitting_inputs_2 = trim_inputs(fitting_inputs, fitting_inputs_2)
print("Hstacking")
fitting_inputs = np.hstack((fitting_inputs, fitting_inputs_2))
return fitting_inputs, continuous_targets, classification_targets
def input_processing(data_to_predict_local, strategy_dictionary):
"""retrieve and process continuous and classification targets"""
fitting_inputs, continuous_targets, classification_targets = generate_training_variables(
data_to_predict_local, strategy_dictionary)
return fitting_inputs, continuous_targets, classification_targets