💻 programming

Sudoku-RWKV

A RWKV model specifically designed to solve Sudoku puzzles.

#deep learning
#Python
#RWKV model
#Sudoku
#Sudoku problem solving
Sudoku-RWKV

Product Details

Sudoku-RWKV is a Sudoku problem-solving tool based on the RWKV model, which uses deep learning technology to solve Sudoku problems. This model has been specially trained to handle a large number of Sudoku samples and has a high problem-solving accuracy. Product background information shows that the model used about 2M Sudoku samples during training, covering about 39.2B tokens, with a parameter size of about 12.7M, a vocabulary of 133, and an 8-layer architecture with 320 dimensions per layer. The main advantages of this model are its high efficiency and accuracy, being able to solve any solvable Sudoku puzzle.

Main Features

1
- Use the RWKV model to solve Sudoku puzzles: By running the demo.py or minimum_inference.py file, users can directly experience the model's problem-solving capabilities.
2
- Generate training data: By running generate_sudoku_data.py, users can generate data for training models.
3
- Model parameter optimization: The model contains code that simply improves performance, improving problem-solving efficiency.
4
-Supports Sudoku solving of multiple difficulties: The model can handle Sudoku of different difficulty levels, from simple to complex.
5
- Provide model training details: users can view the hyperparameters and loss curves used during model training.
6
- Model files and vocabulary: The trained model file sudoku_rwkv_20241120.pth and vocabulary sudoku_vocab.txt are provided.
7
- Detailed instructions for use and experimental results: The README file contains a quick start guide for the model and a display of experimental results.

How to Use

1
1. Visit Sudoku-RWKV’s GitHub page and clone or download the project files.
2
2. Make sure that the Python environment and required dependent libraries, such as rwkv and tkinter, are installed in the system.
3
3. Run the demo.py or minimum_inference.py file, input the initial layout of the Sudoku puzzle, and the model will output the problem-solving process and results.
4
4. If you need to generate training data, run the generate_sudoku_data.py script.
5
5. Check the detailed description and experimental results in the README file to understand the performance and usage details of the model.
6
6. Modify model parameters or code as needed to adapt to different usage scenarios.

Target Users

The target audience is Sudoku enthusiasts, artificial intelligence researchers, and developers who need Sudoku problem-solving algorithms. Sudoku enthusiasts can use this tool to quickly solve Sudoku puzzles and enjoy the fun of solving problems; artificial intelligence researchers can study and improve this model and explore the application of deep learning in games and logic problem solving; developers can integrate this model into their applications to provide Sudoku problem-solving functions.

Examples

Sudoku enthusiasts use Sudoku-RWKV to solve difficult Sudoku puzzles online.

Artificial intelligence researchers use the Sudoku-RWKV model to conduct academic research and explore model optimization and improvement.

Mobile app developers integrate Sudoku-RWKV into their Sudoku games to provide automatic puzzle solving.

Quick Access

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