https://github.com/ganning127/riemann-ai
RiemannAI is a SaaS designed for text summarization through by using Machine Learning. We provide both users, developers, and students with all of their text summarization tools needed to succeed.
https://github.com/ganning127/riemann-ai
azure chakraui formik nextjs nodejs reactjs
Last synced: 8 months ago
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RiemannAI is a SaaS designed for text summarization through by using Machine Learning. We provide both users, developers, and students with all of their text summarization tools needed to succeed.
- Host: GitHub
- URL: https://github.com/ganning127/riemann-ai
- Owner: ganning127
- Created: 2022-06-18T18:30:11.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-06-20T03:43:35.000Z (over 3 years ago)
- Last Synced: 2024-12-28T20:46:42.271Z (9 months ago)
- Topics: azure, chakraui, formik, nextjs, nodejs, reactjs
- Language: JavaScript
- Homepage: https://riemann-ai.vercel.app
- Size: 7.01 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# RiemannAI
*Developed by: Ganning Xu, Melody Lee, Eric Liu, Cooper Xie.*
RiemannAI is a SaaS designed for text summarization through by using Machine Learning. We provide both users, developers, and students with all of their text summarization tools needed to succeed.
## Features
- **Transcribing spoken text in any of our supported languages** (English, Chinese, French, German, Japanese, Portuguese (Brazil), Spanish) from audio into text
- **Live translate spoken text in the languages above to any destination language** (English, Chinese, French, German, Italian, Japanese, Protuguese (Brazil)
- **Keyword extraction** from the piece of text in the destination language
- **Extractive summarization on multi-lingual texts** in any destination langauge.
- **Saving both transcribed texts, summaries, and keywords** in Riemann's DB (hosted in localStorage)
- Dual summarization models for text based input:
- **Abstractive Summarization**: uses Google's AllenNLP model to generate new summarization sentences given a long piece of original text
- **Extractive Summarization**: using node.js to perform determine and extract important sentences from a long piece of original text
- **API endpoints** for Developers:
- Summarize text using extractive summarization (`/api/extractive-summarization`)
- Summarize text using abstractive summarization (`/api/abstractive-summarization`)
- Summarize text from different languages as input and output (`/api/lang-summarization`)
## To Run the Website Locally
1. Clone this GitHub repository
2. Install all necessary node modules from `package.json`
3. Create a `.env.local` file in the root directory and add in the following information:
```basic=
COG_KEY=
COG_ENDPOINT=
ABS_ENDPOINT=
NEXT_PUBLIC_COG_KEY=
NEXT_PUBLIC_COG_ENDPOINT=
```
4. Run `npm run dev` and head to `localhost:3000`
## Technologies Used
Node.js React.js, Next.js, Chakra UI, AllenNLP, Microsoft Azure