ai2op: Market Data Analysis Model

Version 0.8 (Latest) Production ready: XGen-7B-8K-Base → XGen-7B-8K-Inst

Overview

ai2op is a specialized machine learning model designed for the analysis of market and economic data. Leveraging state-of-the-art text transformation techniques, it is capable of summarizing and interpreting complex data sets. The model is continually fine-tuned and expanded to adapt to current market trends and data.

Features

• Summarization: Condenses large volumes of market data into concise and informative summaries.
• Interpretation: Analyzes and interprets economic data to provide insights and understanding.
• Headline: Creates a Headline based on Summarization and Interpretation.
• Fine-Tuned: Specifically trained on a diverse and continually expanding dataset related to market and economic information.
• Integration: Easily integrated into various applications and platforms for real-time analysis.

Installation

To install ai2op, you can use the following command:

pip install ai2op

Usage

Summarization

Use the summary method to condense large volumes of market data into a concise summary. Here's how you can call this method:

summary = summary_text(text)

text (str): The text to be summarized.

Returns: The summarized text (str) or an empty string if an error occurs.

Interpretation

Use the interpretation method to enter a custom prompt to interpret the summary for the unique purpose of your application.

interpretation = generate_interpretation(summary)

summary (str): The summary to generate interpretation for.

Returns: The generated interpretation (str) or None if an error occurs.

Headline

Use the headline method to generate a headline based on the summary and interpretation.

headline = headline_text((model, tokenizer, summary_text, generate_interpretation)

Fine-Tuning and Customization

ai2op is designed to be adaptable and can be fine-tuned to specific market sectors or data types.

Contributing

We welcome contributions to ai2op! Whether it's improving the code, adding new features, or expanding the dataset, your input is valuable.

License

ai2op is licensed under the MIT License. (Open-Source).