Tacotron-2
TTS
| Tacotron-2 | TTS | |
|---|---|---|
| 1 | 231 | |
| 2,235 | 29,420 | |
| - | 3.2% | |
| 0.0 | 9.4 | |
| 10 months ago | 5 days ago | |
| Python | Python | |
| MIT License | Mozilla Public License 2.0 |
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Tacotron-2
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[D] How to Create a Fixed-Length, Binary, Sequence of Tokens Embedding?
This reminds me a lot of the problem of predicting an integer-valued output for an image or audio sequence, where you want to predict a value between 0 and 255, or even say 65536, but you want to help the model understand that the result is categorical, but some categories are closer to each other. I learned recently that one approach to this used in Tacotron 2 (speech synthesis) is called a Mixture of Logistics. There is a not very good blog post that goes over it, but links to a very in-depth explanation in a github issue of all places.. might be interesting for you.
TTS
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OpenAI deems its voice cloning tool too risky for general release
lol this marketing technique is getting very old. https://github.com/coqui-ai/TTS is already amazing and open source.
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What things are happening in ML that we can't hear oer the din of LLMs?
Not sure how relevant this is but note that Coqui TTS (the realistic TTS) has already shut down
https://coqui.ai
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Base TTS (Amazon): The largest text-to-speech model to-date
I've used coqui.ai's TTS models[0] and library[1] to great success. I was able to get cloned voice to be rendered in about 80% of the audio clip length, and I believe you can also stream the response. Do note the model license for XTTS, it is one they wrote themselves that has some restrictions.
[0] https://huggingface.co/coqui/XTTS-v2
[1] https://github.com/coqui-ai/TTS
- FLaNK Stack Weekly 12 February 2024
- Coqui Is Shutting Down
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Coqui.ai Is Shutting Down
My only exposure to Coqui was their text to speech software. If I remember correctly the website was a commercialized service with TTS and probably some other related things. I hope the software work continues in the open.
https://github.com/coqui-ai/TTS
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Hello guys, any selfhosted alternative to eleven labs?
Coqui.ai TTS (https://github.com/coqui-ai/TTS)
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Demo of Anagnorisis - completely local recommendation system powered by Llama 2. Radio mode. Work in progress.
"tts_models/multilingual/multi-dataset/xtts_v2" model from https://github.com/coqui-ai/TTS. It gives pretty good results and works with references, so it's pretty easy to change the voice. By the way the source code of the project is open: https://github.com/volotat/Anagnorisis but be ready, the code is pretty raw for now.
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XTTS voice cloning with only a seconds of audio
A recent update to their GitHub also has a no-code gradio ui to facilitate fine-tuning and inferencing locally. https://github.com/coqui-ai/TTS/releases/tag/v0.21.3
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At a loss trying to get coqui_tts extension to load
No API token found for 🐸Coqui Studio voices - https://coqui.ai
What are some alternatives?
train-procgen - Code for the paper "Leveraging Procedural Generation to Benchmark Reinforcement Learning"
tortoise-tts - A multi-voice TTS system trained with an emphasis on quality
aspeak - A simple text-to-speech client for Azure TTS API.
Real-Time-Voice-Cloning - Clone a voice in 5 seconds to generate arbitrary speech in real-time
MimicMania - MimicMania is a web application that allows you to generate speech and clone voices using text-to-speech technology. With MimicMania, you can create custom voices in a variety of languages and use them for a range of applications, from voiceovers to chatbots.
silero-models - Silero Models: pre-trained speech-to-text, text-to-speech and text-enhancement models made embarrassingly simple
tacotron - A TensorFlow implementation of Google's Tacotron speech synthesis with pre-trained model (unofficial)
vosk-api - Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node
text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
piper - A fast, local neural text to speech system
bark - 🔊 Text-Prompted Generative Audio Model
PaddleSpeech - Easy-to-use Speech Toolkit including Self-Supervised Learning model, SOTA/Streaming ASR with punctuation, Streaming TTS with text frontend, Speaker Verification System, End-to-End Speech Translation and Keyword Spotting. Won NAACL2022 Best Demo Award.