https://github.com/deepraj1729/tchatbot-api

A Flask REST API to serve trained ChatBots using Tensorflow Serving and Docker Containers
https://github.com/deepraj1729/tchatbot-api

api-rest chatbot deep-learning flask flask-restful framwork keras nlp preprocessing requests tensorflow tf-serving

Last synced: 8 days ago
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A Flask REST API to serve trained ChatBots using Tensorflow Serving and Docker Containers

• Host: GitHub
• URL: https://github.com/deepraj1729/tchatbot-api
• Owner: deepraj1729
• License: apache-2.0
• Created: 2020-07-02T12:16:25.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2023-05-22T23:57:44.000Z (over 1 year ago)
• Last Synced: 2024-05-01T15:29:49.715Z (7 months ago)
• Topics: api-rest, chatbot, deep-learning, flask, flask-restful, framwork, keras, nlp, preprocessing, requests, tensorflow, tf-serving
• Language: Python
• Homepage:
• Size: 1.01 MB
• Stars: 12
• Watchers: 3
• Forks: 0
• Open Issues: 3
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# TChatBot-API

A `Flask REST API` service to serve trained `ChatBots` using `Tensorflow Serving` and `Docker containers`

# Architecture of the Application:

![architecture](architecture.png)

# Usage:

- Create a virtual environment

- Activate the environment

- Clone the repository inside the environment: 

      

      git clone https://github.com/deepraj1729/TChatBot-API.git

- Navigate to the directory `TChatBot-API`

- Install the requirements with this command:

      pip install -r requirements.txt

- To run the API from both server side and client side:

  - Open `2 terminals` from the current location (from inside `TChatBot-API folder`)

   - One for `Server-Side`

   - One for `Client-Side`

  - Run this command in terminal 1 (`Server-Side`) to run the Flask server

      

        python app.py

  - Run this command in terminal 2 (`Client-Side`) to run the chat session 

        

        python main.py

  

- To `end/quit` Chat session in the `client-side` terminal, type `quit` and `enter`

- To `end/quit` Server session in the `server-side` terminal, use `ctrl + c`