Rasa 2.3.4 Multiple Tokenizers in Pipeline

Before Rasa 2 there was a possibility to have multiple tokenizers in one pipeline. We developed a project in that in mind. Now we wanted to migrate to Rasa 2.3 for multiple reasons, but we discovered that the support for multiple Tokenizers is gone. Is there a way to incorporate multiple tokenizers in our pipeline, and how can it be done?