Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add CNN class for handling MNIST dataset and import it into main.py #20

Closed
wants to merge 2 commits into from

Conversation

sweep-nightly[bot]
Copy link

@sweep-nightly sweep-nightly bot commented Oct 12, 2023

Description

This PR adds a new Convolutional Neural Network (CNN) class in a new file named cnn.py. The CNN class is implemented using PyTorch and is designed to handle the MNIST dataset. The class includes methods for initializing the CNN, defining the forward pass, and training the CNN using the Adam optimizer and CrossEntropyLoss loss function.

In main.py, the CNN class is imported and instantiated after loading and preprocessing the MNIST dataset. The train method of the CNN instance is called to train the CNN using the DataLoader object.

Summary of Changes

  • Created a new file src/cnn.py to implement the CNN class.
  • Imported necessary PyTorch modules in cnn.py.
  • Defined the CNN class with an __init__ method, a forward method, and a train method.
  • Added docstrings and comments to the CNN class and its methods.
  • Imported the CNN class in main.py.
  • Instantiated the CNN class and called the train method in main.py.

Please review and merge this PR. Thank you!

Fixes #9.


🎉 Latest improvements to Sweep:

  • Sweep can now passively improve your repository! Check out Rules to learn more.

💡 To get Sweep to edit this pull request, you can:

  • Comment below, and Sweep can edit the entire PR
  • Comment on a file, Sweep will only modify the commented file
  • Edit the original issue to get Sweep to recreate the PR from scratch

@sweep-nightly
Copy link
Author

sweep-nightly bot commented Oct 12, 2023

Rollback Files For Sweep

  • Rollback changes to src/cnn.py
  • Rollback changes to src/cnn.py
  • Rollback changes to src/main.py

@sweep-nightly
Copy link
Author

sweep-nightly bot commented Oct 12, 2023

Apply Sweep Rules to your PR?

  • Apply: All docstrings and comments should be up to date.
  • Apply: Code should be properly formatted and indented.
  • Apply: Variable and function names should be descriptive and follow a consistent naming convention.
  • Apply: Imports should be organized and grouped together.
  • Apply: There should be no unused imports or variables.
  • Apply: Code should be properly commented and include docstrings for functions and classes.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
Projects
None yet
Development

Successfully merging this pull request may close these issues.

Sweep: add a new cnn class that defines AND trains the cnn to handle mnist in cnn.py and import it to main.py
0 participants