

Mathblackbox
Overview :
MathBlackBox is a deep learning model designed to explore black-box methods for solving mathematical problems. It utilizes VLLM or other OpenAI-compatible approaches, conducts inference through the Huggingface toolkit and OpenAI, supports operation within Slurm environments, and can process various datasets. This project is currently in its early stages and requires thorough testing before deployment in real-world applications.
Target Users :
Target audience: data scientists, machine learning researchers, and deep learning engineers who require a model capable of handling complex mathematical problems while delivering fast and accurate solutions.
Use Cases
Researchers utilizing the MathBlackBox model for experiments solving mathematical problems
Data scientists leveraging the model for large-scale mathematical calculations on Slurm clusters
Machine learning engineers integrating the model into existing mathematical problem-solving systems
Features
Create OpenAI-compatible servers in Slurm or non-Slurm environments
Support multiple datasets, selectable via the DATA_DIR_NAME parameter
Run all datasets using run_olympics.py
Support early stopping mechanism with run_with_earlystopping.py
Server and client environment configuration guide
Provide detailed usage instructions and precautions
How to Use
1. Ensure VLLM or other OpenAI-compatible methods are installed in your environment.
2. Install the Huggingface toolkit and OpenAI library for inference.
3. Configure the server environment based on whether you are using a Slurm environment.
4. Prepare your dataset and set the DATA_DIR_NAME parameter.
5. Run datasets for model training using run_olympics.py.
6. Apply the early stopping mechanism using run_with_earlystopping.py, if desired.
7. Monitor the model training process and adjust parameters as needed based on the output.
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