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)