TuneParams

TuneParams is a command-line tool that allows users to modify and execute Python scripts with customizable parameters.

Features

• Modify parameters dynamically in your Python scripts.
• Run scripts with parameter values specified in the command line or in a separate file.
• Easy integration with existing Python projects.

Installation

You can install TuneParams via pip:

pip install tuneparams

Usage

You can run your ML/Python scripts using 2 methods with TuneParams.

1. Command Line Parameters: Specify the parameters you want to change directly in the command prompt. For example, if you want to test 10 different parameter combinations like random_state=33, min_depth=41, n_estimators=11, and test_size=0.4, you can provide them as follows:

   tuneparams <script.py> param1=value1 param2=value2 ...
   

2. Parameter File: Alternatively, you can create a file containing all possible combinations of parameters and use it to run TuneParams. The file should have each parameter set separated by commas, and each combination in a new line. You can run them as follows:

   tuneparams <script.py> --param-file <file.txt>
   

   Note: In the parameter file, each line should contain parameters in the format param1=value1, param2=value2, ....

Examples

Command Line Example

tuneparams my_script.py learning_rate=0.01 epochs=10

Parameter File Example

Create a file params.txt with the following content:

learning_rate=0.01, epochs=10
learning_rate=0.1, epochs=5

Then run:

tuneparams my_script.py --param-file params.txt

Contributing

Contributions are welcome! Please feel free to submit a pull request or open an issue.