afrotranslate
Science Score: 54.0%
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○Scientific vocabulary similarity
Low similarity (10.5%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: hgilles06
- License: mit
- Language: Python
- Default Branch: master
- Size: 85 KB
Statistics
- Stars: 7
- Watchers: 1
- Forks: 4
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
AfroTranslate
This package allows you to obtain translations from Masakhane JoeyNMT based models with very few lines of code. Masakhane is a grassroots research community aiming to revive and strengthen African languages through AI.
Available models can be found here.
Note: Please, install the cuda supported version of pytorch to use the GPU. Ex: pip install torch==1.8.0+cu111 -f https://download.pytorch.org/whl/torch_stable.html.
Here are some useful links:
Masakhane: Visit the Masakhane home page.
Masakhane web: Get translations using the Masakhane web application.
Masakhane Github: Take a look at the community main projects here!
JoeyNMT Github: Get hands on JoeyNMT here!
Test it right now on Colab!
Installation
pip install AfroTranslate
Example:
Translation using the English to Fon model
``` from afrotranslate import MasakhaneTranslate
translator = MasakhaneTranslate(model_name="en-fon")
translator.translate("I love you so much!", n_best=1)
'Un yí wǎn nú we tawun' ```
Loading a model from specified directory
translator = MasakhaneTranslate(model_path="<directory-where-your-model-resides>")
Translating several sentences at once
The models are trained on individual sentences, so we automatically detect sentence boundaries in inputs and translate them separately. The output shows alternatives for each of them.
``` translator.translate("I love you so much! Our love is very strong!", n_best=1)
{'Sentence1': 'Un yí wǎn nú we tawun', 'Sentence2': 'Wanyiyi mǐtɔn ɖò taji tawun'} ```
Disclaimer
This is a community research project and as such, this service is not a production system. The models are only trained using religious data. Therefore, it should not be used for official translations.
Acknowledgement
I want to thank Julia Kreutzer for her precious feedback on this work.
Owner
- Name: Gilles HACHEME
- Login: hgilles06
- Kind: user
- Location: France
- Company: Ai4Innov
- Website: www.gilleshacheme.com
- Repositories: 3
- Profile: https://github.com/hgilles06
A passionate of Machine learning and statistics!
Citation (CITATION.cff)
cff-version: 0.0.5 message: "If you use this software, please cite it as below." authors: - family-names: "Hacheme" given-names: "Gilles" openreview: "https://openreview.net/profile?id=~Gilles_HACHEME1" title: "AfroTranslate" version: 0.0.5 date-released: 2022-01-08 url: "https://github.com/hgilles06/AfroTranslate"
GitHub Events
Total
Last Year
Committers
Last synced: about 3 years ago
All Time
- Total Commits: 7
- Total Committers: 2
- Avg Commits per committer: 3.5
- Development Distribution Score (DDS): 0.143
Top Committers
| Name | Commits | |
|---|---|---|
| Gilles HACHEME | h****6@g****m | 6 |
| Alp | a****p@c****t | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 0
- Total pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: about 4 hours
- Total issue authors: 0
- Total pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
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- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
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- alpoktem (1)
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Packages
- Total packages: 1
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Total downloads:
- pypi 63 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 6
- Total maintainers: 1
pypi.org: afrotranslate
This package allows you to obtain translations from Masakhane JoeyNMT based models. Masakhane is a grassroots research community aiming to revive and strengthen African languages through AI.
- Homepage: https://github.com/hgilles06/AfroTranslate
- Documentation: https://afrotranslate.readthedocs.io/
- License: MIT License
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Latest release: 0.0.6
published about 4 years ago
Rankings
Maintainers (1)
Dependencies
- googledrivedownloader ==0.4
- joeynmt ==1.3
- spacy ==3.2.1
- googledrivedownloader ==0.4
- joeynmt ==1.3
- spacy ==3.2.1