#############################################
########## Arize AI Validation Sample ############
#############################################
model_name = "validation-wine-model-cicd"
datetime_rightnow = datetime.datetime.today()
model_version_id_now = 'train_validate_' + datetime_rightnow.strftime('%m_%d_%Y__%H_%M_%S')
id_df = pd.DataFrame([str(id) + model_version_id_now for id in X_test.index])
arize_client = Client(space_key=SPACE_KEY, api_key=API_KEY,uri='https://devr.arize.com/v1')
tfuture = arize_client.log(model_id=model_name, model_version=model_version_id_now,
features=X_test, prediction_ids=id_df,
prediction_labels=pd.DataFrame(y_pred))
tfuture = arize_client.log(model_id=model_name, model_version=model_version_id_now,
prediction_ids=id_df, actual_labels=pd.DataFrame(y_test))