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21
LICENSE
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LICENSE
@@ -1,21 +0,0 @@
|
||||
MIT License
|
||||
|
||||
Copyright (c) 2023 Shivam Mehta
|
||||
|
||||
Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
of this software and associated documentation files (the "Software"), to deal
|
||||
in the Software without restriction, including without limitation the rights
|
||||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
||||
copies of the Software, and to permit persons to whom the Software is
|
||||
furnished to do so, subject to the following conditions:
|
||||
|
||||
The above copyright notice and this permission notice shall be included in all
|
||||
copies or substantial portions of the Software.
|
||||
|
||||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
||||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
||||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
||||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
||||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
||||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
||||
SOFTWARE.
|
||||
521
README.md
Normal file
521
README.md
Normal file
@@ -0,0 +1,521 @@
|
||||
# Matcha-TTS: A fast TTS architecture with conditional flow matching
|
||||
|
||||
<head>
|
||||
<link rel="icon" type="image/x-icon" href="favicon.ico">
|
||||
<meta name="msapplication-TileColor" content="#da532c">
|
||||
<meta charset="UTF-8">
|
||||
<meta name="theme-color" content="#ffffff">
|
||||
<meta property="og:title" content="Matcha-TTS: A fast TTS architecture with conditional flow matching" />
|
||||
<meta name="og:description" content="We propose Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses conditional flow matching to speed up ODE-based speech synthesis. Our method is probabilistic, has compact memory footprint, sounds highly natural, is very fast to synthesise from">
|
||||
<meta property="og:image" content="images/architecture.png" />
|
||||
<meta property="twitter:image" content="images/architecture.png" />
|
||||
<meta property="og:type" content="website" />
|
||||
<meta property="og:site_name" content="Matcha-TTS" />
|
||||
<meta name="twitter:card" content="images/architecture.png" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
||||
<meta name="keywords" content="tts, text to speech, probabilistic machine learning, diffusion models, conditional flow matching, generative modelling, machine learning, deep learning, speech synthesis, research, phd">
|
||||
<meta name="description" content="We propose Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses conditional flow matching to speed up ODE-based speech synthesis. Our method is probabilistic, has compact memory footprint, sounds highly natural, is very fast to synthesise from." />
|
||||
</head>
|
||||
|
||||
##### [Shivam Mehta][shivam_profile], [Ruibo Tu][ruibo_profile], [Jonas Beskow][jonas_profile], [Éva Székely][eva_profile], and [Gustav Eje Henter][gustav_profile]
|
||||
|
||||
<p style="text-align: center;">
|
||||
<img src="images/logo.png" height="128"/>
|
||||
</p>
|
||||
|
||||
We propose 🍵 Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses [conditional flow matching](https://arxiv.org/abs/2210.02747) (similar to [rectified flows](https://arxiv.org/abs/2209.03003)) to speed up ODE-based speech synthesis. Our method:
|
||||
|
||||
- Is probabilistic
|
||||
- Has compact memory footprint
|
||||
- Sounds highly natural
|
||||
- Is very fast to synthesise from
|
||||
|
||||
See below for audio examples, or read [our ICASSP 2024 paper][arxiv_link] for more details.
|
||||
Code is available in our [GitHub repository][github_link], along with pre-trained models.
|
||||
|
||||
You can also [try 🍵 Matcha-TTS in your browser on HuggingFace 🤗 spaces][hf_space].
|
||||
|
||||
[shivam_profile]: https://www.kth.se/profile/smehta
|
||||
[ruibo_profile]: https://www.kth.se/profile/ruibo
|
||||
[jonas_profile]: https://www.kth.se/profile/beskow
|
||||
[eva_profile]: https://www.kth.se/profile/szekely
|
||||
[gustav_profile]: https://people.kth.se/~ghe/
|
||||
[this_page]: https://shivammehta25.github.io/Matcha-TTS
|
||||
[arxiv_link]: https://arxiv.org/abs/2309.03199
|
||||
[grad_tts_paper]: https://arxiv.org/abs/2105.06337
|
||||
[vits_paper]: https://arxiv.org/abs/2106.06103
|
||||
[fastspeech2_paper]: https://arxiv.org/abs/2006.04558
|
||||
[github_link]: https://github.com/shivammehta25/Matcha-TTS
|
||||
[hf_space]: https://huggingface.co/spaces/shivammehta25/Matcha-TTS
|
||||
|
||||
<style type="text/css">
|
||||
.tg {
|
||||
border-collapse: collapse;
|
||||
border-color: #9ABAD9;
|
||||
border-spacing: 0;
|
||||
}
|
||||
|
||||
.tg td {
|
||||
background-color: #EBF5FF;
|
||||
border-color: #9ABAD9;
|
||||
border-style: solid;
|
||||
border-width: 1px;
|
||||
color: #444;
|
||||
font-family: Arial, sans-serif;
|
||||
font-size: 14px;
|
||||
overflow: hidden;
|
||||
padding: 0px 20px;
|
||||
word-break: normal;
|
||||
font-weight: bold;
|
||||
vertical-align: middle;
|
||||
text-align: center;
|
||||
white-space: nowrap;
|
||||
}
|
||||
|
||||
.tg th {
|
||||
background-color: #409cff;
|
||||
border-color: #9ABAD9;
|
||||
border-style: solid;
|
||||
border-width: 1px;
|
||||
color: #fff;
|
||||
font-family: Arial, sans-serif;
|
||||
font-size: 14px;
|
||||
font-weight: bold;
|
||||
overflow: hidden;
|
||||
padding: 0px 20px;
|
||||
word-break: normal;
|
||||
font-weight: bold;
|
||||
vertical-align: middle;
|
||||
text-align: center;
|
||||
white-space: nowrap;
|
||||
margin: auto;
|
||||
}
|
||||
|
||||
.tg th a {
|
||||
background-color: #409cff;
|
||||
color: #fff;
|
||||
text-decoration: none;
|
||||
font-family: Arial, sans-serif;
|
||||
font-size: 14px;
|
||||
font-weight: bold;
|
||||
overflow: hidden;
|
||||
padding: 0px 20px;
|
||||
word-break: normal;
|
||||
font-weight: bold;
|
||||
vertical-align: middle;
|
||||
text-align: center;
|
||||
white-space: nowrap;
|
||||
margin: auto;
|
||||
}
|
||||
|
||||
.tg .tg-0pky {
|
||||
border-color: inherit;
|
||||
text-align: center;
|
||||
vertical-align: top,
|
||||
}
|
||||
|
||||
td img {
|
||||
position: relative;
|
||||
margin: 0 auto;
|
||||
max-width: 650px;
|
||||
padding: 5px;
|
||||
border: 0px;
|
||||
}
|
||||
|
||||
.tg .tg-fymr {
|
||||
border-color: inherit;
|
||||
font-weight: bold;
|
||||
text-align: center;
|
||||
vertical-align: top
|
||||
}
|
||||
.slider {
|
||||
-webkit-appearance: none;
|
||||
width: 75%;
|
||||
height: 15px;
|
||||
border-radius: 5px;
|
||||
background: #d3d3d3;
|
||||
outline: none;
|
||||
opacity: 0.7;
|
||||
-webkit-transition: .2s;
|
||||
transition: opacity .2s;
|
||||
}
|
||||
|
||||
.slider::-webkit-slider-thumb {
|
||||
-webkit-appearance: none;
|
||||
appearance: none;
|
||||
width: 25px;
|
||||
height: 25px;
|
||||
border-radius: 50%;
|
||||
background: #409cff;
|
||||
cursor: pointer;
|
||||
}
|
||||
|
||||
.slider::-moz-range-thumb {
|
||||
width: 25px;
|
||||
height: 25px;
|
||||
border-radius: 50%;
|
||||
background: #409cff;
|
||||
cursor: pointer;
|
||||
}
|
||||
|
||||
/* audio {
|
||||
width: 240px;
|
||||
} */
|
||||
|
||||
/* CSS */
|
||||
.button-12 {
|
||||
display: flex;
|
||||
flex-direction: column;
|
||||
align-items: center;
|
||||
padding: 10px 54px;
|
||||
font-family: -apple-system, BlinkMacSystemFont, 'Roboto', sans-serif;
|
||||
font-weight: bold;
|
||||
border-radius: 6px;
|
||||
border: none;
|
||||
|
||||
background: #6E6D70;
|
||||
box-shadow: 0px 0.5px 1px rgba(0, 0, 0, 0.1), inset 0px 0.5px 0.5px rgba(255, 255, 255, 0.5), 0px 0px 0px 0.5px rgba(0, 0, 0, 0.12);
|
||||
color: #DFDEDF;
|
||||
user-select: none;
|
||||
-webkit-user-select: none;
|
||||
touch-action: manipulation;
|
||||
}
|
||||
|
||||
.button-12:focus {
|
||||
box-shadow: inset 0px 0.8px 0px -0.25px rgba(255, 255, 255, 0.2), 0px 0.5px 1px rgba(0, 0, 0, 0.1), 0px 0px 0px 3.5px rgba(58, 108, 217, 0.5);
|
||||
outline: 0;
|
||||
}
|
||||
|
||||
audio {
|
||||
margin: 0.5em;
|
||||
}
|
||||
|
||||
.slider {
|
||||
-webkit-appearance: none;
|
||||
width: 75%;
|
||||
height: 15px;
|
||||
border-radius: 5px;
|
||||
background: #d3d3d3;
|
||||
outline: none;
|
||||
opacity: 0.7;
|
||||
-webkit-transition: .2s;
|
||||
transition: opacity .2s;
|
||||
}
|
||||
|
||||
.slider::-webkit-slider-thumb {
|
||||
-webkit-appearance: none;
|
||||
appearance: none;
|
||||
width: 25px;
|
||||
height: 25px;
|
||||
border-radius: 50%;
|
||||
background: #409cff;
|
||||
cursor: pointer;
|
||||
}
|
||||
|
||||
.slider::-moz-range-thumb {
|
||||
width: 25px;
|
||||
height: 25px;
|
||||
border-radius: 50%;
|
||||
background: #409cff;
|
||||
cursor: pointer;
|
||||
}
|
||||
|
||||
</style>
|
||||
|
||||
<script src="transcripts.js"></script>
|
||||
|
||||
<!-- ## Architecture
|
||||
|
||||
<img src="images/architecture.png" alt="Architecture of Matcha-TTS" width="750"/> -->
|
||||
|
||||
<script>
|
||||
|
||||
transcript_listening_test = {
|
||||
1: "It had established periodic regular review of the status of four hundred individuals;", //4
|
||||
2: "The narrative of these events is based largely on the recollections of the participants,", // 3
|
||||
3: "The jury did not believe him, and the verdict was for the defendants.", // 7
|
||||
4: "One by one the huge uprights of black timber were fitted together,", // 19
|
||||
5: "The position of this palmprint on the carton was parallel with the long axis of the box, and at right angles with the short axis;", // 23
|
||||
6: "The boy declared he saw no one, and accordingly passed through without paying the toll of a penny." // 38
|
||||
}
|
||||
|
||||
function play_audio(filename, audio_id, condition_name, transcription){
|
||||
|
||||
audio = document.getElementById(audio_id);
|
||||
audio_source = document.getElementById(audio_id + "-src");
|
||||
block_quote = document.getElementById(audio_id + "-transcript");
|
||||
stimulus_span = document.getElementById(audio_id + "-span");
|
||||
|
||||
audio.pause();
|
||||
audio_source.src = filename;
|
||||
block_quote.innerHTML = transcription;
|
||||
stimulus_span.innerHTML = condition_name;
|
||||
audio.load();
|
||||
audio.play();
|
||||
}
|
||||
|
||||
</script>
|
||||
|
||||
## Stimuli from the listening test
|
||||
|
||||
> Click the buttons in the table to load and play the different stimuli.
|
||||
|
||||
Currently loaded stimulus: <span id="stimuli-from-listening-test-span" style="font-weight: bold;"> MAT-10 : Sentence 1</span>
|
||||
|
||||
<p>Audio player: </p>
|
||||
<audio id="stimuli-from-listening-test" controls>
|
||||
<source id="stimuli-from-listening-test-src" src="stimuli/sample_from_test/MAT-10_1.wav" type="audio/wav">
|
||||
</audio>
|
||||
|
||||
<p> Transcription: </p>
|
||||
<blockquote style="height: 60px">
|
||||
<p id="stimuli-from-listening-test-transcript">
|
||||
It had established periodic regular review of the status of four hundred individuals;
|
||||
</p>
|
||||
</blockquote>
|
||||
<table class="tg">
|
||||
<thead>
|
||||
<tr>
|
||||
<th class="tg-0pky">System</th>
|
||||
<th class="tg-0pky">Condition</th>
|
||||
<th class="tg-0pky">Sentence 1</th>
|
||||
<th class="tg-0pky">Sentence 2</th>
|
||||
<th class="tg-0pky">Sentence 3</th>
|
||||
<th class="tg-0pky">Sentence 4</th>
|
||||
<th class="tg-0pky">Sentence 5</th>
|
||||
<th class="tg-0pky">Sentence 6</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th class="tg-0pky">Vocoded <br> speech</th>
|
||||
<th class="tg-0pky">VOC</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_1.wav', 'stimuli-from-listening-test', 'VOC , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_2.wav', 'stimuli-from-listening-test', 'VOC , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_3.wav', 'stimuli-from-listening-test', 'VOC , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_4.wav', 'stimuli-from-listening-test', 'VOC , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_5.wav', 'stimuli-from-listening-test', 'VOC , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_6.wav', 'stimuli-from-listening-test', 'VOC , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky" rowspan="3"><a href="https://shivammehta25.github.io/Matcha-TTS"> Matcha-TTS</a></th>
|
||||
<th class="tg-0pky">MAT-10</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_1.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_2.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_3.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_4.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_5.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_6.wav', 'stimuli-from-listening-test', 'MAT-10 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky">MAT-4</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_1.wav', 'stimuli-from-listening-test', 'MAT-4 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_2.wav', 'stimuli-from-listening-test', 'MAT-4 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_3.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_4.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_5.wav', 'stimuli-from-listening-test', 'MAT-4 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_6.wav', 'stimuli-from-listening-test', 'MAT-4 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky">MAT-2</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_1.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_2.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_3.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_4.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_5.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_6.wav', 'stimuli-from-listening-test', 'MAT-2 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky" rowspan="2"><a href="https://arxiv.org/abs/2105.06337">Grad-TTS</a></th>
|
||||
<th class="tg-0pky">GRAD-10</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_1.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_2.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_3.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_4.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_5.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_6.wav', 'stimuli-from-listening-test', 'GRAD-10 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky">GRAD-4</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_1.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_2.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_3.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_4.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_5.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_6.wav', 'stimuli-from-listening-test', 'GRAD-4 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky">Grad-TTS+CFM</th>
|
||||
<th class="tg-0pky">GCFM-4</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_1.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_2.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_3.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_4.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_5.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_6.wav', 'stimuli-from-listening-test', 'GCFM-4 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky"><a href="https://arxiv.org/abs/2006.04558">FastSpeech 2</a></th>
|
||||
<th class="tg-0pky">FS2</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_1.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_2.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_3.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_4.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_5.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_6.wav', 'stimuli-from-listening-test', 'FS2 , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky"><a href="https://arxiv.org/abs/2106.06103">VITS</a></th>
|
||||
<th class="tg-0pky">VITS</th>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_1.wav', 'stimuli-from-listening-test', 'VITS , Sentence 1', transcript_listening_test[1])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_2.wav', 'stimuli-from-listening-test', 'VITS , Sentence 2', transcript_listening_test[2])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_3.wav', 'stimuli-from-listening-test', 'VITS , Sentence 3', transcript_listening_test[3])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_4.wav', 'stimuli-from-listening-test', 'VITS , Sentence 4', transcript_listening_test[4])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_5.wav', 'stimuli-from-listening-test', 'VITS , Sentence 5', transcript_listening_test[5])"/> </td>
|
||||
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_6.wav', 'stimuli-from-listening-test', 'VITS , Sentence 6', transcript_listening_test[6])"/> </td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
|
||||
## Effect of the number of ODE solver steps
|
||||
|
||||
<div class="slidecontainer">
|
||||
<label for="itr_slider"><span style="font-weight:bold"> 1 </span></label>
|
||||
<input type="range" min="1" max="12" value="6" class="slider" id="itr_slider">
|
||||
<label for="itr_slider"><span style="font-weight:bold"> 500 </span> </label>
|
||||
<p><span style="font-weight:bold">Steps:</span> <span class="itr_val"></span>
|
||||
</p>
|
||||
</div>
|
||||
|
||||
<script>
|
||||
|
||||
var itr_slider = document.getElementById("itr_slider");
|
||||
var itr_vals = document.getElementsByClassName("itr_val");
|
||||
|
||||
// Functions to update values
|
||||
var iterations = {
|
||||
1: 1,
|
||||
2: 2,
|
||||
3: 3,
|
||||
4: 4,
|
||||
5: 5,
|
||||
6: 10,
|
||||
7: 15,
|
||||
8: 20,
|
||||
9: 25,
|
||||
10: 50,
|
||||
11: 100,
|
||||
12: 500,
|
||||
};
|
||||
function updateVals(classes, value){
|
||||
for(var i=0; i < classes.length; i++) {
|
||||
classes[i].innerHTML= iterations[parseInt(value)];
|
||||
}
|
||||
}
|
||||
|
||||
let systems = [
|
||||
"MAT",
|
||||
"GRAD",
|
||||
"GCFM"
|
||||
]
|
||||
|
||||
updateVals(itr_vals, 6);
|
||||
itr_slider.oninput = function() {
|
||||
updateVals(itr_vals, this.value);
|
||||
let iteration = iterations[parseInt(this.value)];
|
||||
// Update sources
|
||||
|
||||
|
||||
for (let sent=1; sent <= 3; sent++){
|
||||
for (let system_idx = 0; system_idx < systems.length; system_idx++){
|
||||
let audio = document.getElementById(systems[system_idx] + "_sent_" + sent);
|
||||
let audio_src = document.getElementById( systems[system_idx] + "_sent_src_" + sent);
|
||||
|
||||
audio_src.src = "stimuli/number_of_ode_solver/" + systems[system_idx] + "-" + iteration + "_" + sent + ".wav";
|
||||
audio.load();
|
||||
|
||||
}
|
||||
}
|
||||
}
|
||||
</script>
|
||||
|
||||
<table class="tg">
|
||||
<thead>
|
||||
<tr>
|
||||
<th class="tg-0pky">System</th>
|
||||
<th class="tg-0pky">Sentence 1</th>
|
||||
<th class="tg-0pky">Sentence 2</th>
|
||||
<th class="tg-0pky">Sentence 3</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th class="tg-0pky"><a href="https://shivammehta25.github.io/Matcha-TTS">Matcha-TTS</a></th>
|
||||
<td>
|
||||
<audio id="MAT_sent_1" controls>
|
||||
<source id="MAT_sent_src_1" src="stimuli/number_of_ode_solver/MAT-10_1.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="MAT_sent_2" controls>
|
||||
<source id="MAT_sent_src_2" src="stimuli/number_of_ode_solver/MAT-10_2.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="MAT_sent_3" controls>
|
||||
<source id="MAT_sent_src_3" src="stimuli/sample_from_test/MAT-10_3.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky"><a href="https://arxiv.org/abs/2105.06337">Grad-TTS</a></th>
|
||||
<td>
|
||||
<audio id="GRAD_sent_1" controls>
|
||||
<source id="GRAD_sent_src_1" src="stimuli/number_of_ode_solver/GRAD-10_1.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="GRAD_sent_2" controls>
|
||||
<source id="GRAD_sent_src_2" src="stimuli/number_of_ode_solver/GRAD-10_2.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="GRAD_sent_3" controls>
|
||||
<source id="GRAD_sent_src_3" src="stimuli/number_of_ode_solver/GRAD-10_3.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="tg-0pky">Grad-TTS + CFM</th>
|
||||
<td>
|
||||
<audio id="GCFM_sent_1" controls>
|
||||
<source id="GCFM_sent_src_1" src="stimuli/number_of_ode_solver/GCFM-10_1.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="GCFM_sent_2" controls>
|
||||
<source id="GCFM_sent_src_2" src="stimuli/number_of_ode_solver/GCFM-10_2.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
<td>
|
||||
<audio id="GCFM_sent_3" controls>
|
||||
<source id="GCFM_sent_src_3" src="stimuli/number_of_ode_solver/GCFM-10_3.wav" type="audio/wav">
|
||||
</audio>
|
||||
</td>
|
||||
</tr>
|
||||
|
||||
</tbody>
|
||||
</table>
|
||||
|
||||
## Citation information
|
||||
|
||||
```
|
||||
@inproceedings{mehta2024matcha,
|
||||
title={Matcha-{TTS}: A fast {TTS} architecture with conditional flow matching},
|
||||
author={Mehta, Shivam and Tu, Ruibo and Beskow, Jonas and Sz{\'e}kely, {\'E}va and Henter, Gustav Eje},
|
||||
booktitle={Proc. ICASSP},
|
||||
year={2024}
|
||||
}
|
||||
```
|
||||
|
||||
[][this_page]
|
||||
4
_config.yaml
Normal file
4
_config.yaml
Normal file
@@ -0,0 +1,4 @@
|
||||
title: Matcha-TTS
|
||||
theme: jekyll-theme-dinky
|
||||
description: A fast TTS architecture with conditional flow matching
|
||||
show_downloads: False
|
||||
BIN
favicon.ico
Normal file
BIN
favicon.ico
Normal file
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|
After Width: | Height: | Size: 15 KiB |
BIN
images/architecture.png
Normal file
BIN
images/architecture.png
Normal file
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|
After Width: | Height: | Size: 928 KiB |
BIN
images/logo.png
Normal file
BIN
images/logo.png
Normal file
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|
After Width: | Height: | Size: 352 KiB |
BIN
images/play_button.png
Normal file
BIN
images/play_button.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 8.8 KiB |
BIN
stimuli/number_of_ode_solver/.DS_Store
vendored
Normal file
BIN
stimuli/number_of_ode_solver/.DS_Store
vendored
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-100_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-100_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-100_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-100_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-100_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-100_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-10_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-10_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-10_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-10_2.wav
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stimuli/number_of_ode_solver/GCFM-10_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-10_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-15_3.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-1_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-1_1.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-1_2.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-1_2.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-1_3.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-1_3.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-20_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-20_1.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-20_2.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-20_2.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-20_3.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-20_3.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-25_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-25_1.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-25_2.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-25_2.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-25_3.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-25_3.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-2_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-2_1.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-2_2.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-2_2.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-2_3.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-2_3.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-3_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-3_1.wav
Normal file
Binary file not shown.
BIN
stimuli/number_of_ode_solver/GCFM-3_2.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-3_2.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-3_3.wav
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BIN
stimuli/number_of_ode_solver/GCFM-3_3.wav
Normal file
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BIN
stimuli/number_of_ode_solver/GCFM-4_1.wav
Normal file
BIN
stimuli/number_of_ode_solver/GCFM-4_1.wav
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BIN
stimuli/number_of_ode_solver/GCFM-4_2.wav
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BIN
stimuli/number_of_ode_solver/GCFM-4_2.wav
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stimuli/number_of_ode_solver/GCFM-4_3.wav
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stimuli/number_of_ode_solver/GCFM-500_1.wav
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stimuli/number_of_ode_solver/GCFM-500_1.wav
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stimuli/number_of_ode_solver/GCFM-500_2.wav
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stimuli/number_of_ode_solver/GCFM-500_3.wav
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stimuli/number_of_ode_solver/GCFM-500_3.wav
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stimuli/number_of_ode_solver/GCFM-50_1.wav
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stimuli/number_of_ode_solver/GCFM-50_1.wav
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stimuli/number_of_ode_solver/GCFM-50_2.wav
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stimuli/number_of_ode_solver/GCFM-50_3.wav
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stimuli/number_of_ode_solver/GCFM-50_3.wav
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stimuli/number_of_ode_solver/GCFM-5_1.wav
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stimuli/number_of_ode_solver/GCFM-5_2.wav
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stimuli/number_of_ode_solver/GCFM-5_3.wav
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stimuli/number_of_ode_solver/GCFM-5_3.wav
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stimuli/number_of_ode_solver/GRAD-100_1.wav
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stimuli/number_of_ode_solver/GRAD-100_1.wav
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stimuli/number_of_ode_solver/GRAD-100_2.wav
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stimuli/number_of_ode_solver/GRAD-100_3.wav
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stimuli/number_of_ode_solver/GRAD-10_1.wav
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stimuli/number_of_ode_solver/GRAD-10_2.wav
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stimuli/number_of_ode_solver/GRAD-10_3.wav
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stimuli/number_of_ode_solver/GRAD-10_3.wav
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stimuli/number_of_ode_solver/GRAD-15_1.wav
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stimuli/number_of_ode_solver/GRAD-15_1.wav
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stimuli/number_of_ode_solver/GRAD-15_2.wav
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stimuli/number_of_ode_solver/GRAD-15_3.wav
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stimuli/number_of_ode_solver/GRAD-15_3.wav
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stimuli/number_of_ode_solver/GRAD-1_1.wav
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stimuli/number_of_ode_solver/GRAD-1_1.wav
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stimuli/number_of_ode_solver/GRAD-1_2.wav
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stimuli/number_of_ode_solver/GRAD-1_3.wav
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stimuli/number_of_ode_solver/GRAD-1_3.wav
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stimuli/number_of_ode_solver/GRAD-20_1.wav
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stimuli/number_of_ode_solver/GRAD-20_1.wav
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stimuli/number_of_ode_solver/GRAD-20_2.wav
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stimuli/number_of_ode_solver/GRAD-20_3.wav
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stimuli/number_of_ode_solver/GRAD-20_3.wav
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stimuli/number_of_ode_solver/GRAD-25_1.wav
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stimuli/number_of_ode_solver/GRAD-25_2.wav
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stimuli/number_of_ode_solver/GRAD-25_3.wav
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stimuli/number_of_ode_solver/GRAD-2_1.wav
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stimuli/number_of_ode_solver/GRAD-2_2.wav
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stimuli/number_of_ode_solver/GRAD-2_3.wav
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stimuli/number_of_ode_solver/GRAD-3_1.wav
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stimuli/number_of_ode_solver/GRAD-3_1.wav
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stimuli/number_of_ode_solver/GRAD-3_2.wav
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stimuli/number_of_ode_solver/GRAD-3_3.wav
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stimuli/number_of_ode_solver/GRAD-3_3.wav
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stimuli/number_of_ode_solver/GRAD-4_1.wav
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stimuli/number_of_ode_solver/GRAD-4_1.wav
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stimuli/number_of_ode_solver/GRAD-4_2.wav
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stimuli/number_of_ode_solver/GRAD-4_3.wav
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stimuli/number_of_ode_solver/GRAD-500_1.wav
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stimuli/number_of_ode_solver/GRAD-500_1.wav
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stimuli/number_of_ode_solver/GRAD-500_2.wav
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stimuli/number_of_ode_solver/GRAD-500_3.wav
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stimuli/number_of_ode_solver/GRAD-500_3.wav
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stimuli/number_of_ode_solver/GRAD-50_1.wav
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stimuli/number_of_ode_solver/GRAD-50_1.wav
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stimuli/number_of_ode_solver/GRAD-50_2.wav
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stimuli/number_of_ode_solver/GRAD-50_3.wav
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stimuli/number_of_ode_solver/GRAD-5_1.wav
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stimuli/number_of_ode_solver/GRAD-5_1.wav
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stimuli/number_of_ode_solver/GRAD-5_2.wav
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stimuli/number_of_ode_solver/GRAD-5_3.wav
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stimuli/number_of_ode_solver/GRAD-5_3.wav
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stimuli/number_of_ode_solver/MAT-100_1.wav
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stimuli/number_of_ode_solver/MAT-100_1.wav
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stimuli/number_of_ode_solver/MAT-100_2.wav
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stimuli/number_of_ode_solver/MAT-100_3.wav
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stimuli/number_of_ode_solver/MAT-10_1.wav
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stimuli/number_of_ode_solver/MAT-10_1.wav
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stimuli/number_of_ode_solver/MAT-10_2.wav
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stimuli/number_of_ode_solver/MAT-10_3.wav
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stimuli/number_of_ode_solver/MAT-15_1.wav
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stimuli/number_of_ode_solver/MAT-15_2.wav
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stimuli/number_of_ode_solver/MAT-15_3.wav
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stimuli/number_of_ode_solver/MAT-1_1.wav
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stimuli/number_of_ode_solver/MAT-1_1.wav
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stimuli/number_of_ode_solver/MAT-1_2.wav
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stimuli/number_of_ode_solver/MAT-1_3.wav
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stimuli/number_of_ode_solver/MAT-20_1.wav
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stimuli/number_of_ode_solver/MAT-20_1.wav
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stimuli/number_of_ode_solver/MAT-20_2.wav
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stimuli/number_of_ode_solver/MAT-20_3.wav
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stimuli/number_of_ode_solver/MAT-25_1.wav
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stimuli/number_of_ode_solver/MAT-25_2.wav
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stimuli/number_of_ode_solver/MAT-25_3.wav
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stimuli/number_of_ode_solver/MAT-2_1.wav
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stimuli/number_of_ode_solver/MAT-2_2.wav
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