Mbaza NLP

non-profit

GitHub and/or Hugging Face. More content can be found on YouTube.

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Vision	Mission
Sustainable community rooted in partnership, extending on pre-existing open packages to create inclusive NLP solutions for Kinyarwanda and other low-resource languages	Foster the use of NLP and AI, to implement innovative use cases in Rwanda and the East Africa region

What's in it for me?

$\"why_join\"$

How to get started

First of all, join our Slack channel or our WhatsApp Channel!

There, you will find information on our activities, such as the next meetup, as well as support if you have any questions.

Also, we invite you to start hacking - fork our repositories, play with our models, or download our datasets.

Background information

The community builds on the technology developed for the Mbaza COVID-19 Chatbot by a consortium of partners including GIZ, Digital Umuganda, Arxia, Mozilla and RISA. This technology is now made freely available to the community to continue the development on the technology and to use it for exciting new use cases.

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Reason: Traceback (most recent call last):\n File \"/home/user/app/app.py\", line 1, in \n import gradio as gr\n File \"/usr/local/lib/python3.10/site-packages/gradio/__init__.py\", line 3, in \n import gradio.components as components\n File \"/usr/local/lib/python3.10/site-packages/gradio/components/__init__.py\", line 1, in \n from gradio.components.annotated_image import AnnotatedImage\n File \"/usr/local/lib/python3.10/site-packages/gradio/components/annotated_image.py\", line 8, in \n from gradio_client.documentation import document, set_documentation_group\n File \"/usr/local/lib/python3.10/site-packages/gradio_client/__init__.py\", line 1, in \n from gradio_client.client import Client\n File \"/usr/local/lib/python3.10/site-packages/gradio_client/client.py\", line 46, in \n Path(tempfile.gettempdir()) / \"gradio\"\n File \"/usr/local/lib/python3.10/tempfile.py\", line 315, in gettempdir\n return _os.fsdecode(_gettempdir())\n File \"/usr/local/lib/python3.10/tempfile.py\", line 308, in _gettempdir\n tempdir = _get_default_tempdir()\n File \"/usr/local/lib/python3.10/tempfile.py\", line 223, in _get_default_tempdir\n raise FileNotFoundError(_errno.ENOENT,\nFileNotFoundError: [Errno 2] No usable temporary directory found in ['/tmp', '/var/tmp', '/usr/tmp', '/home/user/app']\n","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"mbazanlp-finetuned-nllb-general-en-kin.hf.space","stage":"READY"}]},"title":"Finetuned NLLB GENERAL EN KIN","isLikedByUser":false,"ai_short_description":"Translate text between English and Kinyarwanda","ai_category":"Language Translation","trendingScore":0,"tags":["gradio","region:us"],"featured":false},{"author":"mbazaNLP","authorData":{"_id":"628f65ccb90dde28ef57a309","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1659948950838-60bb7e3129800c34660339e4.png","fullname":"Mbaza NLP","name":"mbazaNLP","type":"org","isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":84,"isUserFollowing":false},"colorFrom":"red","colorTo":"blue","createdAt":"2023-02-25T06:17:25.000Z","emoji":"🚀","id":"mbazaNLP/Speech-recognition-east-african-languages","lastModified":"2023-12-15T16:43:32.000Z","likes":5,"pinned":false,"private":false,"sdk":"gradio","repoType":"space","runtime":{"stage":"BUILD_ERROR","hardware":{"current":null,"requested":"cpu-basic"},"storage":null,"gcTimeout":86400,"errorMessage":"Build failed with exit code: 1","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"mbazanlp-speech-recognition-east-african-languages.hf.space","stage":"READY"}]},"title":"Speech Recognition East African Languages","isLikedByUser":false,"trendingScore":0,"tags":["gradio","region:us"],"featured":false},{"author":"mbazaNLP","authorData":{"_id":"628f65ccb90dde28ef57a309","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1659948950838-60bb7e3129800c34660339e4.png","fullname":"Mbaza NLP","name":"mbazaNLP","type":"org","isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":84,"isUserFollowing":false},"colorFrom":"indigo","colorTo":"yellow","createdAt":"2023-09-06T00:31:15.000Z","emoji":"🐢","id":"mbazaNLP/Finetuned-NLLB-EDUCATION-EN-KIN","lastModified":"2023-09-22T07:36:43.000Z","likes":0,"pinned":false,"private":false,"sdk":"gradio","repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"cpu-basic"},"storage":null,"gcTimeout":86400,"errorMessage":"18, in _inner_fn\n return fn(*args, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py\", line 1349, in hf_hub_download\n raise LocalEntryNotFoundError(\nhuggingface_hub.utils._errors.LocalEntryNotFoundError: An error happened while trying to locate the file on the Hub and we cannot find the requested files in the local cache. Please check your connection and try again or make sure your Internet connection is on.\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/home/user/app/app.py\", line 15, in \n education_model = AutoModelForSeq2SeqLM.from_pretrained(\"mbazaNLP/Nllb_finetuned_education_en_kin\")\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py\", line 525, in from_pretrained\n config, kwargs = AutoConfig.from_pretrained(\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/models/auto/configuration_auto.py\", line 1040, in from_pretrained\n config_dict, unused_kwargs = PretrainedConfig.get_config_dict(pretrained_model_name_or_path, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/configuration_utils.py\", line 621, in get_config_dict\n config_dict, kwargs = cls._get_config_dict(pretrained_model_name_or_path, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/configuration_utils.py\", line 676, in _get_config_dict\n resolved_config_file = cached_file(\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/utils/hub.py\", line 469, in cached_file\n raise EnvironmentError(\nOSError: We couldn't connect to 'https://huggingface.co' to load this file, couldn't find it in the cached files and it looks like mbazaNLP/Nllb_finetuned_education_en_kin is not the path to a directory containing a file named config.json.\nCheckout your internet connection or see how to run the library in offline mode at 'https://huggingface.co/docs/transformers/installation#offline-mode'.\n","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"mbazanlp-finetuned-nllb-education-en-kin.hf.space","stage":"READY"}]},"title":"Finetuned NLLB EDUCATION EN KIN","isLikedByUser":false,"trendingScore":0,"tags":["gradio","region:us"],"featured":false},{"author":"mbazaNLP","authorData":{"_id":"628f65ccb90dde28ef57a309","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1659948950838-60bb7e3129800c34660339e4.png","fullname":"Mbaza NLP","name":"mbazaNLP","type":"org","isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":84,"isUserFollowing":false},"colorFrom":"blue","colorTo":"pink","createdAt":"2023-09-07T09:56:50.000Z","emoji":"📊","id":"mbazaNLP/Finetuned-NLLB-TOURISM-EN-KIN","lastModified":"2023-09-07T09:59:00.000Z","likes":3,"pinned":false,"private":false,"sdk":"gradio","repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"cpu-basic"},"storage":null,"gcTimeout":86400,"errorMessage":"Exit code: 1. Reason: data(\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/utils/_validators.py\", line 118, in _inner_fn\n return fn(*args, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py\", line 1624, in get_hf_file_metadata\n r = _request_wrapper(\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py\", line 402, in _request_wrapper\n response = _request_wrapper(\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py\", line 426, in _request_wrapper\n hf_raise_for_status(response)\n File \"/home/user/.local/lib/python3.10/site-packages/huggingface_hub/utils/_errors.py\", line 286, in hf_raise_for_status\n raise GatedRepoError(message, response) from e\nhuggingface_hub.utils._errors.GatedRepoError: 401 Client Error. (Request ID: Root=1-6747c6fd-2062c2bc3ecd24df7d1a8aab;c43562bd-e5f4-4ee5-9a7a-df1440f00a99)\n\nCannot access gated repo for url https://huggingface.co/mbazaNLP/Nllb_finetuned_tourism_en_kin/resolve/main/config.json.\nAccess to model mbazaNLP/Nllb_finetuned_tourism_en_kin is restricted. You must have access to it and be authenticated to access it. Please log in.\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/home/user/app/app.py\", line 16, in \n tourism_model = AutoModelForSeq2SeqLM.from_pretrained(\"mbazaNLP/Nllb_finetuned_tourism_en_kin\")\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py\", line 488, in from_pretrained\n resolved_config_file = cached_file(\n File \"/home/user/.local/lib/python3.10/site-packages/transformers/utils/hub.py\", line 398, in cached_file\n raise EnvironmentError(\nOSError: You are trying to access a gated repo.\nMake sure to request access at https://huggingface.co/mbazaNLP/Nllb_finetuned_tourism_en_kin and pass a token having permission to this repo either by logging in with `huggingface-cli login` or by passing `token=`.\n","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"mbazanlp-finetuned-nllb-tourism-en-kin.hf.space","stage":"READY"}]},"title":"Finetuned NLLB TOURISM EN KIN","isLikedByUser":false,"trendingScore":0,"tags":["gradio","region:us"],"featured":false},{"author":"mbazaNLP","authorData":{"_id":"628f65ccb90dde28ef57a309","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1659948950838-60bb7e3129800c34660339e4.png","fullname":"Mbaza NLP","name":"mbazaNLP","type":"org","isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":84,"isUserFollowing":false},"colorFrom":"pink","colorTo":"gray","createdAt":"2023-02-09T11:03:58.000Z","emoji":"👀","id":"mbazaNLP/Kinyarwanda-text-to-speech","lastModified":"2023-04-29T14:42:19.000Z","likes":5,"pinned":false,"private":false,"sdk":"gradio","repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"cpu-basic"},"storage":null,"gcTimeout":86400,"errorMessage":"Memory limit exceeded (16Gi)","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"mbazanlp-kinyarwanda-text-to-speech.hf.space","stage":"READY"}]},"title":"Kinyarwanda Text To Speech","isLikedByUser":false,"trendingScore":0,"tags":["gradio","region:us"],"featured":false}],"buckets":[],"numBuckets":0,"numDatasets":10,"numModels":13,"numSpaces":7,"lastOrgActivities":[],"acceptLanguages":["*"],"canReadRepos":false,"canReadSpaces":false,"blogPosts":[],"currentRepoPage":0,"filters":{},"paperView":false}">

AI & ML interests

Low-ressources languages, African languages, kinyarwanda nlp, voice technology

Organization Card

Community About org cards

Welcome to the Mbaza NLP Community!

We are a community working on Natural Language Processing (NLP) for Kinyarwanda and other low-resource languages. For example, we are working on Kinyarwanda automatic speech recognition (ASR, also known as Speech-to-Text, STT), Text-to-Speech (TTS), and semantic chatbots.

The code, models and datasets will be shared soon on GitHub and/or Hugging Face. More content can be found on YouTube.

Vision	Mission
Sustainable community rooted in partnership, extending on pre-existing open packages to create inclusive NLP solutions for Kinyarwanda and other low-resource languages	Foster the use of NLP and AI, to implement innovative use cases in Rwanda and the East Africa region