Base URL: https://flask-production-19e8.up.railway.app

Endpoint: BaseURL/predict

This endpoint allows you to submit a news article and receive predictions based on it.

• Method: POST
• Description: Submit a news article for prediction.
• Parameters:
  • Input: The news article to be predicted.
    • Parameter: 'news'
    • Type: string
    • Example: 'Put your news here'

    {
      "news": "Put your news here"
    }
    

  • Output: The prediction result.
    • Type: JSON object
    • Example Response:

    {
      "predict": "your response"
    }
    

Endpoint: BaseURL/summarize

This endpoint allows you to submit a article and receive summarize based on it.

• Method: POST
• Description: Submit a article for summarize.
• Parameters:
  • Input: The news article to be summarized.
    • Parameter: 'text'
    • Type: string
    • Example: 'Put your text here'

    {
      "text": "Put your text here"
    }
    

  • Input: The news number of sentences.
    • Parameter: 'num_sentences'
    • Type: int
    • Example: 'Put your num_sentences here'

    {
      "num_sentences": 2
    }
    

  • Output: The summarize result.
    • Type: JSON object
    • Example Response:

    {
      "sentences": 2
      "summary": "Your summarized text" 
    }
    

Endpoint: BaseURL/topic-modeling

This endpoint allows you to submit a news article and receive keywords based on it.

• Method: POST
• Description: Submit a news article for get keywords.
• Parameters:
  • Input: The news article to be shown the keywords.
    • Parameter: 'text'
    • Type: string
    • Example: 'Put your article or news here'

    {
      "text": "Put your news or articles here"
    }
    

  • Input: the keywords article to be shown the keywords.
    • Parameter: 'num_topics'
    • Type: int
    • Example: 'Put your article or news here'

    {
      "num_topics": 1
    }
    

  • Output: The keywords result.
    • Type: JSON object
    • Example Response:

    {
      "topic_keywords":
      [
        [
            "keyword",
            "keyword",
            "keyword",
            "keyword",
            "keyword"    
        ]
      ]
    }
    

✨ Features

• Python
• Flask

💁‍♀️ How to use

• Install Python requirements pip install -r requirements.txt
• Start the server for development python3 main.py