TomYZhang/toxic-tweets

Hugging Face Space

• —Hugging Face Space URL

Pretrained Models

• —DistilBERT

Data Set

• —Jigsaw Toxic Comment Classification Challenge

Requirements

• —Docker
• —python 3.9
• —pandas==2.0.1
• —scikit-learn==1.0.2
• —streamlit==1.21.0
• —torch==2.0.0
• —transformers==4.27.4

Docker Setup

1. 1.Navigate to the Docker website and install the latest version of Docker Desktop compatible with your operating system.

1. 1.To ensure that Docker is properly installed, open your terminal and execute docker version.<br> This will display the properties of Docker version installed.

1. 1.Download the Pytorch image from Docker Hub.

1. 1.To build the Docker image, execute docker build -t streamlit . in the terminal.

1. 1.Execute docker run -p 8501:8501 streamlit to create a container from the streamlit image.

1. 1.View the Streamlit app at http://0.0.0.0:8501

Deploying the App

1. 1.Execute docker build -t streamlit . in the terminal to build a Docker image named streamlit.

1. 1.Execute docker run -p 8501:8501 streamlit to create a container from the streamlit image. The webapp can be accessed at http://0.0.0.0:8501.