🎉 Upload Titan Medium 32k ckpts. Thanks ❤️ UnitedShoes
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README.md
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---
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license: apache-2.0
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language:
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- en
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tags:
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- ai
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- rvc
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- vc
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- voice-cloning
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- applio
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- titan
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- pretrained
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datasets:
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- blaise-tk/TITAN-Medium
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pipeline_tag: audio-to-audio
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---
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# TITAN: A Versatile, Robust, and High-Quality Pretrained Model for Retrieval-based Voice Conversion (RVC) Training
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## Overview
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TITAN is a state-of-the-art pretrained model designed for Retrieval-based Voice Conversion (https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/) training. It offers a robust solution for transforming voice characteristics from one speaker to another, providing high-quality results with minimal training effort.
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## Model Details
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### Titan-Medium
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- Training Environment: Utilized a RTX 3060 TI on Applio v3.1.1 (https://github.com/IAHispano/Applio), employing a batch size of 8 over a span of 3 weeks.
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- Iterations: 1010588 Steps and 467 Epochs
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<th>
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}
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---
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license: apache-2.0
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language:
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- en
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tags:
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- ai
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- rvc
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- vc
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- voice-cloning
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+
- applio
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- titan
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- pretrained
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datasets:
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- blaise-tk/TITAN-Medium
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pipeline_tag: audio-to-audio
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---
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# TITAN: A Versatile, Robust, and High-Quality Pretrained Model for Retrieval-based Voice Conversion (RVC) Training
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+
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## Overview
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+
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TITAN is a state-of-the-art pretrained model designed for Retrieval-based Voice Conversion (https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/) training. It offers a robust solution for transforming voice characteristics from one speaker to another, providing high-quality results with minimal training effort.
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## Model Details
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### Titan-Medium
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- Training Environment: Utilized a RTX 3060 TI on Applio v3.1.1 (https://github.com/IAHispano/Applio), employing a batch size of 8 over a span of 3 weeks.
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- Iterations (40k): 1010588 Steps and 467 Epochs
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- Iterations (32k): 1001469 Steps and 463 Epochs
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- Sampling rate: 48k (still training), 40k, 32k
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- Fine-tuning Process: RVC v2 pretrained with pitch guidance, leveraging an 11.15-hour dataset sourced from Expresso (https://arxiv.org/abs/2308.05725) also available on [datasets/blaise-tk/TITAN-Medium](https://huggingface.co/datasets/blaise-tk/TITAN-Medium).
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#### Samples
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*Tests performed with a premature ckpt at ~700k steps doing all tests under the same conditions.*
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<table style="width:100%; text-align:center;">
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<tr>
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<th>Titan-Medium</th>
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<th>Ov2</th>
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<th>Ov2.1</th>
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</tr>
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<tr>
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<td>
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<audio controls>
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<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 1 - Test 1 - Titan.wav?download=true" type="audio/wav">
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Your browser does not support the audio element.
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</audio>
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</td>
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<td>
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<audio controls>
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<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 1 - Test 1 - Ov2.wav?download=true" type="audio/wav">
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Your browser does not support the audio element.
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</audio>
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</td>
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</tr>
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</tr>
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<tr>
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<td>
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<audio controls>
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<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 1 - Test 2 - Titan.wav?download=true" type="audio/wav">
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Your browser does not support the audio element.
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</audio>
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</td>
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<td>
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<audio controls>
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<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 1 - Test 2 - Ov2.wav?download=true" type="audio/wav">
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Your browser does not support the audio element.
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</audio>
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</td>
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</tr>
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<tr>
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<td>
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<audio controls>
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<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 2 - Test 1 - Titan.wav?download=true" type="audio/wav">
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+
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|
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+
</audio>
|
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+
</td>
|
81 |
+
<td>
|
82 |
+
<audio controls>
|
83 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 2 - Test 1 - Ov2.wav?download=true" type="audio/wav">
|
84 |
+
Your browser does not support the audio element.
|
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+
</audio>
|
86 |
+
</td>
|
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+
|
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+
</tr>
|
89 |
+
<tr>
|
90 |
+
<td>
|
91 |
+
<audio controls>
|
92 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 2 - Test 2 - Titan.wav?download=true" type="audio/wav">
|
93 |
+
Your browser does not support the audio element.
|
94 |
+
</audio>
|
95 |
+
</td>
|
96 |
+
<td>
|
97 |
+
<audio controls>
|
98 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 2 - Test 2 - Ov2.wav?download=true" type="audio/wav">
|
99 |
+
Your browser does not support the audio element.
|
100 |
+
</audio>
|
101 |
+
</td>
|
102 |
+
</tr>
|
103 |
+
|
104 |
+
</tr>
|
105 |
+
<tr>
|
106 |
+
<td>
|
107 |
+
<audio controls>
|
108 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 1 - Titan.wav?download=true" type="audio/wav">
|
109 |
+
Your browser does not support the audio element.
|
110 |
+
</audio>
|
111 |
+
</td>
|
112 |
+
<td>
|
113 |
+
<audio controls>
|
114 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 1 - Ov2.wav?download=true" type="audio/wav">
|
115 |
+
Your browser does not support the audio element.
|
116 |
+
</audio>
|
117 |
+
</td>
|
118 |
+
<td>
|
119 |
+
<audio controls>
|
120 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 1 - Ov2.1.wav?download=true" type="audio/wav">
|
121 |
+
Your browser does not support the audio element.
|
122 |
+
</audio>
|
123 |
+
</td>
|
124 |
+
</tr>
|
125 |
+
|
126 |
+
</tr>
|
127 |
+
<tr>
|
128 |
+
<td>
|
129 |
+
<audio controls>
|
130 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 2 - Titan.wav?download=true" type="audio/wav">
|
131 |
+
Your browser does not support the audio element.
|
132 |
+
</audio>
|
133 |
+
</td>
|
134 |
+
<td>
|
135 |
+
<audio controls>
|
136 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 2 - Ov2.wav?download=true" type="audio/wav">
|
137 |
+
Your browser does not support the audio element.
|
138 |
+
</audio>
|
139 |
+
</td>
|
140 |
+
<td>
|
141 |
+
<audio controls>
|
142 |
+
<source src="https://huggingface.co/blaise-tk/TITAN/resolve/main/demos/Model 3 - Test 2 - Ov2.1.wav?download=true" type="audio/wav">
|
143 |
+
Your browser does not support the audio element.
|
144 |
+
</audio>
|
145 |
+
</td>
|
146 |
+
</tr>
|
147 |
+
|
148 |
+
</table>
|
149 |
+
|
150 |
+
### Titan-Large
|
151 |
+
|
152 |
+
- Details forthcoming...
|
153 |
+
|
154 |
+
## Collaborators
|
155 |
+
|
156 |
+
We appreciate the contributions of our collaborators who have helped in the development and refinement of TITAN.
|
157 |
+
|
158 |
+
- Mustar
|
159 |
+
- SimplCup
|
160 |
+
- UnitedShoes
|
161 |
+
|
162 |
+
## Beta Testers
|
163 |
+
|
164 |
+
We extend our gratitude to the beta testers who provided valuable feedback during the testing phase of TITAN.
|
165 |
+
|
166 |
+
- SimplCup
|
167 |
+
- Leo_Frixi
|
168 |
+
- Light
|
169 |
+
- SCRFilms
|
170 |
+
- Ryanz
|
171 |
+
- Litsa_the_dancer
|
172 |
+
|
173 |
+
## Citation
|
174 |
+
|
175 |
+
Should you find TITAN beneficial for your research endeavors or projects, we kindly request citing our repository:
|
176 |
+
|
177 |
+
```
|
178 |
+
@article{titan,
|
179 |
+
title={TITAN: A Versatile, Robust, and High-Quality Pretrained Model for Retrieval-based Voice Conversion (RVC) Training},
|
180 |
+
author={Blaise},
|
181 |
+
journal={Hugging Face},
|
182 |
+
year={2024},
|
183 |
+
publisher={Blaise},
|
184 |
+
url={https://huggingface.co/blaise-tk/TITAN/}
|
185 |
+
}
|
186 |
+
```
|
models/medium/32k/model/added_IVF256_Flat_nprobe_1_v2.index
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