Add the random_state parameter to the composer
In order to increase the reproducibility of the results, the random_state parameter should be added to the composer.
Example from TPOT:
tpot = estimator(n_jobs=n_jobs,
                 max_time_mins=runtime_min,
                 scoring=scoring_metric,
                 random_state=config.seed,
                 **training_params)