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Parent(s): ccead65
Migrated the frontend from Static HTML to Static React
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- README.md +170 -5
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README.md
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---
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title: ASR FairBench
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sdk: static
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short_description:
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---
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---
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title: ASR FairBench
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emoji: 🏆
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colorFrom: blue
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colorTo: green
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sdk: static
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pinned: false
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short_description: Open-source ASR audit platform focused on fairness
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app_build_command: "npm run build"
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app_file: "dist/index.html"
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---
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# ASR LEADERBOARD [[Link]](https://satyamr196-asr-fairbench.static.hf.space)
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## Screenshots
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### Features
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- **Intuitive UI** – A simple, clean, and visually appealing interface
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- **Fast Model Auditing** – Submit a model and get audited within minutes.
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- **Graphical Insight**s – Results are visualized using box plots and histograms, which can be exported as PDF. [📄Download Result PDF](public/Print_Results.pdf)
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- **Leaderboard Publishing** – Publish audited results to a dynamic leaderboard.
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- **Advanced Leaderboard Features** – Filter by model name, sort by any column, and export data as CSV or PDF.
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- **Optimized Frontend Performance** – Configured the React.js frontend to improve initial load time by 30–50%.
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- **Efficient Backend Processing** – Built with Flask and runs on Google Colab, utilizing GPUs for fast LLM inference.
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- **Fully Reproducible** – The application can be replicated from the GitHub codebase by following the provided instructions.
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- **Deployment** – Application is deployed on Hugging Face Spaces for broader accessibility. [[Link]](https://huggingface.co/spaces/satyamr196/ASR-FairBench)
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### Tech Stack
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**Client:** React, Vite, PrimeReact UI, Styled Components, Axios, Recharts, React Router, React-Plotly, React-katex
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**Server(Using Docker):** Flask, Python, Hugging Face Transformers, Hugging Face Hub, Hugging Face Dataset, NumPy, Pandas, gunicorn, torch, statsmodels
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**Server(Using Google Colab):** Flask, Colab, Ngrok ,Python, PyMongo, Hugging Face Transformers, NumPy, Pandas, torch, statsmodels
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## API Reference
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#### Welcome message
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```http
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GET /
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```
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#### Run Audit for Huggin Face ASR model
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```http
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GET /api?ASR_model=<HF_model_name>
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```
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Example :
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```
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{baseUrl}/api?ASR_model=openai/whisper-medium
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```
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#### Get leaderboard data
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```http
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GET /fetch
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```
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#### Insert generated leaderboard data to database
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```http
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POST /insert
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```
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## Run Locally
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#### <u>Prerequisites</u> :
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- **Node.js**: Make sure you have Node.js v22.12.0 or higher installed on your machine. You can download it from [Node.js official website](https://nodejs.org/).
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- **Docker**: You are required to install Docker Desktop [(Link 1)](https://www.docker.com/products/docker-desktop/) [(Link 2)](https://docs.docker.com/get-started/get-docker/) to build and run docker container on your system.(Method 1)
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- **Google Colab**: You will need a Google account to access Google Colab.(Method 2)
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- **Ngrok**: Sign up for a free account on [ngrok](https://ngrok.com/) to expose your local server to the internet.(Method 2)
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### <u>Frontend</u> :
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Clone the project from GitHub to your local machine.
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```bash
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git clone https://github.com/SatyamR196/ASR-FairBench.git
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```
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Go to the project directory
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```bash
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cd ASR-FairBench
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```
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Install dependencies
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```bash
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npm install
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```
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Start the react app
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```bash
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npm run dev
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```
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On running above instructions sucessfully, following message with website link should should appear in the terminal:
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<img src="/public/CF1.png" alt="Project Logo" width="400">
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Now you can open the link in the web browser, home page will look something like this :
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<!-- <img src="/public/CF_home.png" alt="Project Logo" width="100%"> -->
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<!-- <img src="/public/CF_Leaderboard.png" alt="Project Logo" width="100%"> -->
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##### Congratulations 🤗 ! on sucessfully cloning the frontend, next we will be setting up the backend on google colab
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### <u>Backend</u> :
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#### <i><u>Method 1</u></i> : Using Docker + Hugging Face
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- Create account on hugging face and also generate acess token with read and write permission.
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- Then you can selet either clone the repository or duplicate the space option to create your own space.
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- Then your server will be running on hugging face space. You can access the server clicking on 3 dots icon and then select "embed this space" option.
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- You can also run the server locally using docker. For that you need to install docker on your system. Then select the "Run locally" option as shown in above image.
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- Finally paste the server link in the frontend code > App.jsx > baseUrl. Now frontend will be able to access the backend server.
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#### <i><u>Method 2</u></i> : Using Google Colab
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- Open the Google Colab notebook using the link below.
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Link to Backend Server Collab notebook : <a href="https://colab.research.google.com/drive/1nIA8IyejvuRauvFbOCbpRlN1sEIK01Gh#scrollTo=_bZc5hkTEfWE"> Click here </a>
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- Open your google drive, Create a folder named "ASR_Fairness_Dataset" and upload the above colab notebook there.
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- You also need to upload the dataset to your google drive. Download the dataset from the link below, name it "asr_fairness_audio" and upload it to the same folder "ASR_Fairness_Dataset" in your google drive. [Dataset Link](https://drive.google.com/drive/folders/1lTT8NF9hVRpO4NYrn2qV8dNTmP9CNtVG)
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- Additionally, you can also download the CSV files which contains the results of the ASR models on the dataset. You need to place the folders in the folder "ASR_Fairness_Dataset" in your google drive.
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[OpenAi Model Result Link](https://drive.google.com/drive/folders/1mWnlz4wIfIYkxOLB8zjfta62Eg9ZaB4P?usp=drive_link)
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[Facebook Model Result Link](https://drive.google.com/drive/folders/1-VDnwbLPDrUWdw67x-KUYYQ46PFT5lbd?usp=drive_link)
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- finally, you need to download the test.csv file which contains the details about audio dataset like gender,ethnicity,etc. You need to place the folders in the folder "ASR_Fairness_Dataset" in your google drive.
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[test.csv Link](https://drive.google.com/file/d/1-54UJWB7g9pXB8t5X6wYdBA_KClRIgLf/view?usp=drive_link)
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- Now, your drive folder structure should look like this :
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- Before running the Backend server on colab notebook, make sure to sign up on ngrok and get your auth token and replace it in colab notebook. [Ngok Website](https://dashboard.ngrok.com/get-started/your-authtoken)
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```bash
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!ngrok config add-authtoken <YOUR NGROK TOKEN>
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```
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- Now, run the colab notebook. It will ask for permission to access your google drive, allow it.
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- After running the notebook, ngok will give you a public url to access the backend server api. Copy the link and paste it in the frontend code, App.jsx , baseUrl.
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**Note :** If you change the name of any the folder, make sure to change the path in the colab notebook as well.
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##### Sucessful 🤗 ! now you can run the application on your local machine
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### Feedback & Support
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If you have any feedback or need support, feel free to reach out to us:
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- **Anand Rai**: [raianand.1991@gmail.com](mailto:raianand.1991@gmail.com)
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- **Prof. Animesh Mukherjee**: [animeshm@gmail.com](mailto:animeshm@gmail.com)
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- **Satyam Rahangdale**: [satyamrahangdale196@gmail.com](mailto:satyamrahangdale196@gmail.com)
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- **Utkarsh Anand**: [ua28012006@gmail.com](mailto:ua28012006@gmail.com)
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