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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def _denoise(seeds, x, dico, sup_bound, n_atoms, verbose=False, indep=True, stop_crit=None, selection_rule=None, pad=0, memory=Memory(None)):
 """ multiple rssmp runs with a smart stopping criterion using the convergence decay monitoring """

    approx = []
    for seed in seeds:
        if verbose > 0:
            print("Run seed %d" % seed)
        if indep:
            approx.append(_single_mp_run(x, dico, sup_bound, n_atoms,
                                         verbose=verbose, pad=pad,
                                         random_state=seed,
                                         memory=memory)[0])
        else:
            approx.append(_single_multichannel_mp_run(x, dico, sup_bound,
                                                      selection_rule,
                                                      stop_crit,
                                                      n_atoms, verbose=verbose,
                                                      pad=pad,
                                                      random_state=seed,
                                                      memory=memory)[0])
    return approx