Mimic 1

Mimic 1 is a fast, light-weight Text to Speech engine developed by Mycroft AI and VocaliD.

What is Mimic 1?

Mimic 1 is a fast, light-weight Text to Speech (TTS) engine based on Carnegie Mellon University's FLITE software. Mimic 1 uses text as an input, and outputs speech using the chosen voice.

Why should I use Mimic 1 instead of other open source TTS tools?

Mimic 1 is low-latency and has a small resource footprint. Its range of high quality voices also set it apart from other open source text-to-speech projects. Apart from being used as the voice of Mycroft, Mimic 1's small resource footprint makes it an attractive choice for other embedded systems.

Mimic 1 works on Linux, Android and Windows currently, and other platforms may be supported in the future. We also anticipate adding more languages to to enable many people to access realistic voices for the first time.

The partnership between Mycroft.AI's Mimic and VocaliD

Mimic 1 is a powerful TTS tool, however it can also help solve other important problems. That's why Mycroft.AI has partnered with VocaliD to help Dr. Rupal Patel and her team bring realistic TTS voices to people with speech disorders. VocaliD's technology creates customized voices that better represent the people who use them. To use these voices, VocaliD's clients need a fast, lightweight, cross-platform engine. That's where Mimic 1 comes in! VocaliD’s clients can use Mimic 1 as the engine that empowers them to speak with their own unique voice.

You may enjoy the overview video from VocaliD.

How to donate your voice to the VocaliD voicebank

Creating realistic voices also requires everyday people to share their voice with VocaliD’s Human Voicebank. Please consider sharing your voice with VocaliD's voice bank.

Installing Mimic 1

NOTE: If you are installing a Mycroft build for Linux or Picroft, Mimic 1 will be installed as part of the installation dependencies - you don't need to build it separately. Follow the instructions below if you want to build Mimic as a standalone component.

Currently, Mimic 1 runs on Linux (ARM & Intel architectures), Mac OSX, and Windows.

Installation prerequisites

In order to build Mimic 1, you will need the following:

  • A good C compiler - for Linux or Mac OSX, gcc or clangis recommended. For Windows, gcc under Cygwin or mingw32 is recommended.

  • GNU make, automake and libtool

  • pkg-config

  • PCRE and ICU libraries and headers

  • An audio engine - for Linux we recommend ALSA, and for Mac OSX and Windows we recommend PortAudio

Install dependencies

On Ubuntu or Debian Linux

$ sudo apt-get install gcc make pkg-config automake libtool libicu-dev libpcre2-dev libasound2-dev

On Fedora Linux

$ sudo dnf install gcc make pkgconfig automake libtool libicu-devel alsa-lib-devel

On Arch Linux

$ sudo pacman -S --needed install gcc make pkg-config automake libtool icu alsa-lib

On Mac OSX

First, install Brew:

$ /usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"

Then, install pkg-config, automake, libtool, icu and PortAudio

$ brew install pkg-config automake libtool portaudio icu4c

On Windows

Cross-compiling from Linux

The fastest and most straightforward way to build Mimic 1 for Windows is by cross-compilation from Linux. That is, we build Mimic 1 on Linux for Windows.

This requires additional packages to be installed.

On Ubuntu 16.04 (xenial):

sudo apt-get install gcc make pkg-config automake libtool libicu-dev libpcre2-dev wine binutils-mingw-w64-i686 mingw-w64-i686-dev gcc-mingw-w64-i686 g++-mingw-w64-i686

On Ubuntu 14.04 (trusty):

sudo apt-get install gcc make pkg-config automake libtool libicu-dev libpcre2-dev mingw32 mingw32-runtime wine

Next, run the Windows build script:

./run_testsuite.sh winbuild

Test that the build executed correctly. The directory into which Mimic was installed will contain a mimic.exe file.

wine ./mimic.exe -t "hello world"

To distribute the compiled Mimic 1 executable, add everything in the install/winbuild/bin directory to a .zip file. Copy it to your Windows machine via the cloud, USB file etc.

Building on Windows natively

NOTE: The build process is much slower on Windows, and we strongly recommend cross-compiling from Linux.

For building Mimic 1 on Windows natively, audio device libraries and audio libraries are optional, as Mimic 1 can write its output to a waveform file. Some of the source files are very large, and some C compilers will have difficulty building them. We recommend gcc.

NOTE: Visual C++ 6.0 is know to fail on the large diphone database files.

First, clone the git repository:

$ git clone https://github.com/MycroftAI/mimic.git

Navigate to the Mimic directory:

$ cd mimic

Generate the build scripts:

$ ./autogen.sh

Configure the build scripts:

$ ./configure --prefix="/usr/local"

Build from source:

$ make

Validate the build:

$ make check

Install the compiled code:

$ sudo make install

Using Mimic 1

By default, Mimic 1 will play the text using the selected audio device. Alternatively, Mimic 1 can output the wave file in RIFF format (.wav).

Reading text with Mimic 1

To read text to an audio device, use this command:

$ ./mimic -t TEXT


$ ./mimic -t "Hello. Doctor. Name. Continue. Yesterday. Tomorrow."

To read text, and have Mimic output to an audio file, use this command:

$ ./mimic -t TEXT -o WAVEFILE


$ ./mimic -t "Hello. Doctor. Name. Continue. Yesterday. Tomorrow." -o hello.wav

To read text from a file, and have Mimic output to an audio device, use this command:

$ ./mimic -f TEXTFILE


$ ./mimic -f doc/alice

To read text from a file, and have Mimic output to an audio file, use this command:

$ ./mimic -f TEXTFILE -o WAVEFILE


$ ./mimic -f doc/alice -o hello.wav

How to change the Voice that Mimic 1 uses

To list the available internal voices, use this command:

$ ./mimic -lv

To use an internal voice, use this command:

$ ./mimic -t TEXT -voice VOICE


$ ./mimic -t "Hello" -voice slt

To use an external voice file, use this command:

$ ./mimic -t TEXT -voice VOICEFILE


$ ./mimic -t "Hello" -voice voices/cmu_us_slt.flitevox

To use an external voice via a URL, use this command:

$ ./mimic -t TEXT -voice VOICEURL


$ ./mimic -t "Hello" -voice http://www.festvox.org/flite/packed/flite-2.0/voices/cmu_us_ksp.flitevox

Notes on Mimic 1 Voices

Mimic 1 offers several different Voices. They use different speech modelling techniques (diphone, clustern, hts for example). Voices differ a lot on size, how human they sound and how easy they are to understand.

Diphone Voices are less computationally expensive and quite intelligible, but they sound very robotic.


./mimic -t "Hello world" -voice kal16

Clustergen Voices sound more natural and are easy to understand, but this comes at the expense of larger file size and higher computational requirements.


./mimic -t "Hello world" -voice slt

./mimic -t "Hello world" -voice ap

hts Voices sound more robotic than clustergen voices, but have much smaller file size.


./mimic -t "Hello world" -voice slt_hts

Are Voices compiled or loaded from a file?

Voices can be compiled (built-in) into Mimic 1 or loaded from a .flitevox file. The only exception are hts Voices. hts Voices combine both a compiled function with a voice data file, .htsvoice. Mimic 1 will look for the .htsvoice file when the hts voice is loaded, looking in the current working directory, the voices subdirectory and the $prefix/share/mimic/voices directory if it exists.

Voice names are identified as loadable files if the name includes a "/" (slash) otherwise they are treated as internal compiled-in voices.

The voices/ directory contains several flitevox voices. Existing Flite voices can be found here. The voice referenced via a URL will be downloaded on the fly.

Additional Voice options

Voices accept additional debug options, specified as --setf feature=value in the command line. Wrong values can prevent Mimic 1 from working.

Here are some examples:

To use simple concatenation of diphones without prosodic modification:

./mimic --sets join_type=simple_join doc/intro.txt

To print sentences as they are said:

./mimic -pw doc/alice

To make Mimic speak more slowly:

./mimic --setf duration_stretch=1.5 doc/alice

To make Mimic speak more quickly:

./mimic --setf duration_stretch=0.8 doc/alice

To make Mimic speak with a higher pitch:

./mimic --setf int_f0_target_mean=145 doc/alice

To print Mimic help information:

./bin/mimic -h

How do I create my own custom voice to use with Mimic 1?

Creating a custom Voice is a large undertaking, and requires recording a large corpora of audio material. We recommend contacting VocaliD if you are interested in a custom Voice for Mimic 1.

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