The PhonVoc is a cascaded deep neural network composed of speech analyser and synthesizer that use a shared phonetic and/or phonological speech representation. The PhonVoc is available as open-source software available at https://github.com/idiap/phonvoc, distributed under a BSD 3-Clause License.