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Seamless Translation

Seamless-m4t-v2-large is a multimodal speech detection and translation model.

More information is available on the model card

Google Colab available here

header

Python Streamlit GitHub Hugging Face

Installation

To install Seamless Translation, follow these steps:

git clone 
cd seamless-translation
pip install -r requirements.txt

Usage

After installation, you can easily run the application using Streamlit. Use the following command to start the application:

streamlit run app.py

Features

Seamless Translation offers a comprehensive range of features:

  • Multilingual Support: It supports an extensive list of languages and dialects, with capabilities for both speech and text translation.
  • Speech and Text Input: The model can process both spoken words (Sp) and textual data (Tx), offering flexibility in usage.
  • Diverse Script Handling: It accommodates a wide array of scripts, including Latin, Cyrillic, Arabic, and more, ensuring accurate translation across different writing systems.
  • Seamless Communication: Designed for both source and target language translation, the model provides a smooth and efficient translation process.

Testing

Test the model and cache the download to make the streamlit script startup faster:

python test.py

Supported Languages

code language script Source Target
afr Afrikaans Latn Sp, Tx Tx
amh Amharic Ethi Sp, Tx Tx
arb Modern Standard Arabic Arab Sp, Tx Sp, Tx
ary Moroccan Arabic Arab Sp, Tx Tx
arz Egyptian Arabic Arab Sp, Tx Tx
asm Assamese Beng Sp, Tx Tx
ast Asturian Latn Sp --
azj North Azerbaijani Latn Sp, Tx Tx
bel Belarusian Cyrl Sp, Tx Tx
ben Bengali Beng Sp, Tx Sp, Tx
bos Bosnian Latn Sp, Tx Tx
bul Bulgarian Cyrl Sp, Tx Tx
cat Catalan Latn Sp, Tx Sp, Tx
ceb Cebuano Latn Sp, Tx Tx
ces Czech Latn Sp, Tx Sp, Tx
ckb Central Kurdish Arab Sp, Tx Tx
cmn Mandarin Chinese Hans Sp, Tx Sp, Tx
cmn_Hant Mandarin Chinese Hant Sp, Tx Sp, Tx
cym Welsh Latn Sp, Tx Sp, Tx
dan Danish Latn Sp, Tx Sp, Tx
deu German Latn Sp, Tx Sp, Tx
ell Greek Grek Sp, Tx Tx
eng English Latn Sp, Tx Sp, Tx
est Estonian Latn Sp, Tx Sp, Tx
eus Basque Latn Sp, Tx Tx
fin Finnish Latn Sp, Tx Sp, Tx
fra French Latn Sp, Tx Sp, Tx
fuv Nigerian Fulfulde Latn Sp, Tx Tx
gaz West Central Oromo Latn Sp, Tx Tx
gle Irish Latn Sp, Tx Tx
glg Galician Latn Sp, Tx Tx
guj Gujarati Gujr Sp, Tx Tx
heb Hebrew Hebr Sp, Tx Tx
hin Hindi Deva Sp, Tx Sp, Tx
hrv Croatian Latn Sp, Tx Tx
hun Hungarian Latn Sp, Tx Tx
hye Armenian Armn Sp, Tx Tx
ibo Igbo Latn Sp, Tx Tx
ind Indonesian Latn Sp, Tx Sp, Tx
isl Icelandic Latn Sp, Tx Tx
ita Italian Latn Sp, Tx Sp, Tx
jav Javanese Latn Sp, Tx Tx
jpn Japanese Jpan Sp, Tx Sp, Tx
kam Kamba Latn Sp --
kan Kannada Knda Sp, Tx Tx
kat Georgian Geor Sp, Tx Tx
kaz Kazakh Cyrl Sp, Tx Tx
kea Kabuverdianu Latn Sp --
khk Halh Mongolian Cyrl Sp, Tx Tx
khm Khmer Khmr Sp, Tx Tx
kir Kyrgyz Cyrl Sp, Tx Tx
kor Korean Kore Sp, Tx Sp, Tx
lao Lao Laoo Sp, Tx Tx
lit Lithuanian Latn Sp, Tx Tx
ltz Luxembourgish Latn Sp --
lug Ganda Latn Sp, Tx Tx
luo Luo Latn Sp, Tx Tx
lvs Standard Latvian Latn Sp, Tx Tx
mai Maithili Deva Sp, Tx Tx
mal Malayalam Mlym Sp, Tx Tx
mar Marathi Deva Sp, Tx Tx
mkd Macedonian Cyrl Sp, Tx Tx
mlt Maltese Latn Sp, Tx Sp, Tx
mni Meitei Beng Sp, Tx Tx
mya Burmese Mymr Sp, Tx Tx
nld Dutch Latn Sp, Tx Sp, Tx
nno Norwegian Nynorsk Latn Sp, Tx Tx
nob Norwegian Bokmål Latn Sp, Tx Tx
npi Nepali Deva Sp, Tx Tx
nya Nyanja Latn Sp, Tx Tx
oci Occitan Latn Sp --
ory Odia Orya Sp, Tx Tx
pan Punjabi Guru Sp, Tx Tx
pbt Southern Pashto Arab Sp, Tx Tx
pes Western Persian Arab Sp, Tx Sp, Tx
pol Polish Latn Sp, Tx Sp, Tx
por Portuguese Latn Sp, Tx Sp, Tx
ron Romanian Latn Sp, Tx Sp, Tx
rus Russian Cyrl Sp, Tx Sp, Tx
slk Slovak Latn Sp, Tx Sp, Tx
slv Slovenian Latn Sp, Tx Tx
sna Shona Latn Sp, Tx Tx
snd Sindhi Arab Sp, Tx Tx
som Somali Latn Sp, Tx Tx
spa Spanish Latn Sp, Tx Sp, Tx
srp Serbian Cyrl Sp, Tx Tx
swe Swedish Latn Sp, Tx Sp, Tx
swh Swahili Latn Sp, Tx Sp, Tx
tam Tamil Taml Sp, Tx Tx
tel Telugu Telu Sp, Tx Sp, Tx
tgk Tajik Cyrl Sp, Tx Tx
tgl Tagalog Latn Sp, Tx Sp, Tx
tha Thai Thai Sp, Tx Sp, Tx
tur Turkish Latn Sp, Tx Sp, Tx
ukr Ukrainian Cyrl Sp, Tx Sp, Tx
urd Urdu Arab Sp, Tx Sp, Tx
uzn Northern Uzbek Latn Sp, Tx Sp, Tx
vie Vietnamese Latn Sp, Tx Sp, Tx
xho Xhosa Latn Sp --
yor Yoruba Latn Sp, Tx Tx
yue Cantonese Hant Sp, Tx Tx
zlm Colloquial Malay Latn Sp --
zsm Standard Malay Latn Tx Tx
zul Zulu Latn Sp, Tx Tx

Citations

@inproceedings{seamless2023,
   title="Seamless: Multilingual Expressive and Streaming Speech Translation",
   author="{Seamless Communication}, Lo{\"i}c Barrault, Yu-An Chung, Mariano Coria Meglioli, David Dale, Ning Dong, Mark Duppenthaler, Paul-Ambroise Duquenne, Brian Ellis, Hady Elsahar, Justin Haaheim, John Hoffman, Min-Jae Hwang, Hirofumi Inaguma, Christopher Klaiber, Ilia Kulikov, Pengwei Li, Daniel Licht, Jean Maillard, Ruslan Mavlyutov, Alice Rakotoarison, Kaushik Ram Sadagopan, Abinesh Ramakrishnan, Tuan Tran, Guillaume Wenzek, Yilin Yang, Ethan Ye, Ivan Evtimov, Pierre Fernandez, Cynthia Gao, Prangthip Hansanti, Elahe Kalbassi, Amanda Kallet, Artyom Kozhevnikov, Gabriel Mejia, Robin San Roman, Christophe Touret, Corinne Wong, Carleigh Wood, Bokai Yu, Pierre Andrews, Can Balioglu, Peng-Jen Chen, Marta R. Costa-juss{\`a}, Maha Elbayad, Hongyu Gong, Francisco Guzm{\'a}n, Kevin Heffernan, Somya Jain, Justine Kao, Ann Lee, Xutai Ma, Alex Mourachko, Benjamin Peloquin, Juan Pino, Sravya Popuri, Christophe Ropers, Safiyyah Saleem, Holger Schwenk, Anna Sun, Paden Tomasello, Changhan Wang, Jeff Wang, Skyler Wang, Mary Williamson",
  journal={ArXiv},
  year={2023}
}