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Refactor training loop from script to class #72

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@sweep-nightly sweep-nightly bot commented Oct 19, 2023

Description

This PR refactors the training loop from a script to a class for better organization and reusability. The existing code in src/main.py is encapsulated into a new class named MNISTTrainer. The class is responsible for loading and preprocessing the MNIST data, defining the PyTorch model, training the model, and saving/loading the model for future use.

Summary of Changes

  • Created a new class named MNISTTrainer in src/main.py.
  • Moved the code for loading and preprocessing the MNIST data into the load_data method of the MNISTTrainer class.
  • Moved the code for defining the PyTorch model into the define_model method of the MNISTTrainer class.
  • Implemented the train method in the MNISTTrainer class, which contains the training loop for the model.
  • Implemented the save_model method in the MNISTTrainer class, which saves the trained model to a file.
  • Implemented the load_model method in the MNISTTrainer class, which loads the model from a file.
  • Updated the code in src/api.py to use the load_model method of the MNISTTrainer class for loading the model.

Please review and merge this PR to complete the requested refactoring of the training loop.

Fixes #6.


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sweep-nightly bot commented Oct 19, 2023

Rollback Files For Sweep

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

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sweep-nightly bot commented Oct 19, 2023

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  • Apply: All docstrings and comments should be up to date.
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@sweep-nightly sweep-nightly bot added the sweep label Oct 19, 2023
@sweep-nightly sweep-nightly bot closed this Oct 20, 2023
@sweep-nightly sweep-nightly bot deleted the sweep/refactor-training-loop_9 branch October 20, 2023 21:33
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Sweep: refactor the training loop from a script to a class in main.py
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