Benefits of the Proposed Structure

Oct 13, 2025 by pynkocean.com 114 views

Introduction

As projects grow and evolve, it's essential to maintain a clean and intuitive directory structure. In this proposal, we'll discuss the removal of main .py scripts from the /src/ directories and bringing forward component .py scripts. This change will make the directory more organized, simple, and easier to navigate as the project expands.

Current Structure

Let's take a look at the current structure of our project:

/src
│   ├── /data_preparation
│           ├── /components
│                  ├── __init__
│                  ├── create_features.py
│                  ├── create_targets.py
│                  ├── load_data.py
│           ├── __init__
│           ├── data_preparation.py

In this structure, the main .py script for the data preparation module is located in /src/data_preparation/data_preparation.py. This script serves as the interface for executing the project's workflow.

Proposed Structure

The proposed structure is a simplified version of the current one:

/src
│   ├── /data_preparation
│           ├── __init__
│           ├── create_features.py
│           ├── create_targets.py
│           ├── load_data.py

In this structure, the main .py script has been removed from the /src/ directory, and the component .py scripts have been brought forward. This change makes the directory more intuitive and easier to navigate.

Benefits of the Proposed Structure

The proposed structure offers several benefits:

Simplified Directory Structure: The removal of main .py scripts from the /src/ directories simplifies the directory structure, making it easier to navigate and understand.
Improved Organization: Bringing forward component .py scripts makes it clear what functions are supported by each module, improving organization and reducing confusion.
Easier Addition of Module Util Subdirectories: As the project grows, adding module util subdirectories becomes easier with the proposed structure, as it clearly defines the functions supported by each module.

Implementation

To implement this change, we'll need to:

Remove the main .py script from the /src/ directories.
Bring forward the component .py scripts.
Update the README with a warning for users with local clones.

Removing Main .py Scripts

We'll start by removing the main .py script from the /src/ directories. For example, we'll remove /src/data_preparation/data_preparation.py.

Bringing Forward Component .py Scripts

Next, we'll bring forward the component .py scripts. For example, we'll move /src/data_preparation/components/create_features.py to /src/data_preparation/create_features.py.

Updating README

Finally, we'll update the README with a warning for users with local clones. We'll reference the /tests (or /templates if exists) to find the orchestration scripts.

Breaking Change Notice

🚨 Breaking Change Notice 🚨
The following files were deleted:

/src/data_preparation/data_preparation.py → Removed Reference the /tests (or /templates if exists) to find the orchestration scripts.

Conclusion

In conclusion, removing main .py scripts from the /src/ directories and bringing forward component .py scripts simplifies the directory structure, improves organization, and makes it easier to add module util subdirectories as the project grows. By following this proposal, we can maintain a clean and intuitive directory structure, making it easier for developers to navigate and contribute to the project.

Future Work

As the project continues to grow and evolve, we'll need to revisit the directory structure and make adjustments as necessary. This may involve adding new module util subdirectories or reorganizing existing ones. By regularly reviewing and refining the directory structure, we can ensure that it remains intuitive and easy to navigate.

Related Issues

Acknowledgments

Q: What is the purpose of removing main .py scripts from the /src/ directories?

A: The purpose of removing main .py scripts from the /src/ directories is to simplify the directory structure, improve organization, and make it easier to add module util subdirectories as the project grows.

Q: Why bring forward component .py scripts?

A: Bringing forward component .py scripts makes it clear what functions are supported by each module, improving organization and reducing confusion. It also makes it easier to navigate the directory structure and understand the project's workflow.

Q: What are the benefits of the proposed structure?

A: The proposed structure offers several benefits, including:

Simplified Directory Structure: The removal of main .py scripts from the /src/ directories simplifies the directory structure, making it easier to navigate and understand.
Improved Organization: Bringing forward component .py scripts makes it clear what functions are supported by each module, improving organization and reducing confusion.
Easier Addition of Module Util Subdirectories: As the project grows, adding module util subdirectories becomes easier with the proposed structure, as it clearly defines the functions supported by each module.

Q: How do I update my local clone to reflect the new structure?

A: To update your local clone, follow these steps:

Remove the main .py script from the /src/ directories.
Bring forward the component .py scripts.
Update the README with a warning for users with local clones.

Q: What if I have a local clone that is not up-to-date?

A: If you have a local clone that is not up-to-date, you'll need to update it to reflect the new structure. You can do this by following the steps outlined above.

Q: How do I reference the /tests (or /templates if exists) to find the orchestration scripts?

A: To reference the /tests (or /templates if exists) to find the orchestration scripts, follow these steps:

Navigate to the /tests (or /templates if exists) directory.
Look for the orchestration scripts, which are typically located in a separate directory or file.
Update your local clone to reflect the new structure.

Q: What if I'm not sure how to update my local clone?

A: If you're not sure how to update your local clone, you can:

Reach out to the project maintainers for assistance.
Consult the project documentation for guidance.
Ask for help from other developers who have experience with the project.

Q: How do I contribute to the project and help shape the directory structure?

A: To contribute to the project and help shape the directory structure, follow these steps:

Review the project documentation and familiarize yourself with the current structure.
Propose changes to the directory structure, including the removal of main .py scripts and the bringing forward of component .py scripts.
Work with the project maintainers to implement the proposed changes.

Q: What are the next steps for the project?

A: The next steps for the project include:

Revisiting the directory structure and making adjustments as necessary.
Adding new module util subdirectories or reorganizing existing ones.
Continuously reviewing and refining the directory structure to ensure it remains intuitive and easy to navigate.

Q: How can I get involved in the project and help shape its future?

A: To get involved in the project and help shape its future, follow these steps:

Review the project documentation and familiarize yourself with the current structure.
Propose changes to the directory structure, including the removal of main .py scripts and the bringing forward of component .py scripts.
Work with the project maintainers to implement the proposed changes.

Q: What are the benefits of contributing to the project?

A: The benefits of contributing to the project include:

Improved understanding of the project's workflow: Contributing to the project helps you understand the project's workflow and how the different components interact.
Enhanced skills and knowledge: Contributing to the project enhances your skills and knowledge in areas such as directory structure, organization, and project management.
Opportunities for growth and development: Contributing to the project provides opportunities for growth and development, including the chance to take on new challenges and responsibilities.

Q: How can I stay up-to-date with the project's progress?

A: To stay up-to-date with the project's progress, follow these steps:

Review the project documentation regularly.
Participate in project discussions and meetings.
Follow the project's social media accounts and blog.

Q: What are the project's goals and objectives?

A: The project's goals and objectives include:

Simplifying the directory structure: The project aims to simplify the directory structure, making it easier to navigate and understand.
Improving organization: The project aims to improve organization, making it clear what functions are supported by each module.
Easier addition of module util subdirectories: The project aims to make it easier to add module util subdirectories, as the project grows.

Q: How can I get involved in the project's decision-making process?

A: To get involved in the project's decision-making process, follow these steps:

Review the project documentation and familiarize yourself with the current structure.
Propose changes to the directory structure, including the removal of main .py scripts and the bringing forward of component .py scripts.
Work with the project maintainers to implement the proposed changes.

Q: What are the project's key performance indicators (KPIs)?

A: The project's KPIs include:

Simplified directory structure: The project aims to simplify the directory structure, making it easier to navigate and understand.
Improved organization: The project aims to improve organization, making it clear what functions are supported by each module.
Easier addition of module util subdirectories: The project aims to make it easier to add module util subdirectories, as the project grows.

Q: How can I provide feedback and suggestions for the project?

A: To provide feedback and suggestions for the project, follow these steps:

Review the project documentation and familiarize yourself with the current structure.
Propose changes to the directory structure, including the removal of main .py scripts and the bringing forward of component .py scripts.
Work with the project maintainers to implement the proposed changes.