Refactor training loop from script to class

[sweep-nightly]

Description

This PR refactors the training loop in src/main.py from a script to a class, Trainer. The Trainer class encapsulates the training loop logic, making the code more modular, reusable, and testable. The script-based training loop code is removed and replaced with an instance of the Trainer class.

Summary of Changes

• Created a new class, Trainer, in src/main.py to encapsulate the training loop logic.
• In the Trainer class, defined the __init__ method to initialize the model, optimizer, criterion, trainloader, and epochs.
• In the Trainer class, defined a train method to implement the training loop.
• Removed the script-based training loop code from src/main.py.
• Modified src/api.py to import the Trainer class and use it to train the model.

Please review and merge this PR. Thank you!

Fixes #6.

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[sweep-nightly]

Sandbox Executions

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Sandbox logs for

pip install -r requirements.txt 1/1 ❌ (`1`)

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• Check requirements.txt ✗

Sandbox logs for

pip install -r requirements.txt 1/1 ❌ (`1`)

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ERROR: Could not find a version that satisfies the requirement torch==2.1.0+cpu (from versions: 1.11.0, 1.12.0, 1.12.1, 1.13.0, 1.13.1, 2.0.0, 2.0.1, 2.1.0)
ERROR: No matching distribution found for torch==2.1.0+cpu

• Check src/main.py ✗

Sandbox logs for

pip install -r requirements.txt 1/1 ❌ (`1`)

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Collecting charset-normalizer==2.1.1
  Downloading charset_normalizer-2.1.1-py3-none-any.whl (39 kB)
Requirement already satisfied: click==8.1.7 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (8.1.7)
Collecting dill==0.3.
  Downloading dill-0.3.0.tar.gz (151 kB)
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  Preparing metadata (setup.py): started
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Collecting exceptiongroup==1.1.3
  Downloading exceptiongroup-1.1.3-py3-none-any.whl (14 kB)
Collecting fastapi==0.104.0
  Downloading fastapi-0.104.0-py3-none-any.whl (92 kB)
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Collecting filelock==3.9.0
  Downloading filelock-3.9.0-py3-none-any.whl (9.7 kB)
Collecting fsspec==2023.4.0
  Downloading fsspec-2023.4.0-py3-none-any.whl (153 kB)
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Collecting h11==0.14.0
  Downloading h11-0.14.0-py3-none-any.whl (58 kB)
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Requirement already satisfied: idna==3.4 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 13)) (3.4)
Collecting iniconfig==2.0.0
  Downloading iniconfig-2.0.0-py3-none-any.whl (5.9 kB)
Requirement already satisfied: isort==5.12.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 15)) (5.12.0)
Collecting Jinja2==3.1.2
  Downloading Jinja2-3.1.2-py3-none-any.whl (133 kB)
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Collecting MarkupSafe==2.1.2
  Downloading MarkupSafe-2.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (25 kB)
Collecting mccabe==0.7.0
  Downloading mccabe-0.7.0-py2.py3-none-any.whl (7.3 kB)
Collecting mpmath==1.3.0
  Downloading mpmath-1.3.0-py3-none-any.whl (536 kB)
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Collecting networkx==3.0
  Downloading networkx-3.0-py3-none-any.whl (2.0 MB)
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Collecting numpy==1.24.1
  Downloading numpy-1.24.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)
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Requirement already satisfied: packaging==23.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 22)) (23.2)
Collecting Pillow==9.3.0
  Downloading Pillow-9.3.0-cp310-cp310-manylinux_2_28_x86_64.whl (3.3 MB)
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Requirement already satisfied: platformdirs==3.11.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 24)) (3.11.0)
Collecting pluggy==1.3.0
  Downloading pluggy-1.3.0-py3-none-any.whl (18 kB)
Collecting pydantic==2.4.2
  Downloading pydantic-2.4.2-py3-none-any.whl (395 kB)
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Collecting pydantic_core==2.10.1
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Collecting pylint==3.0.2
  Downloading pylint-3.0.2-py3-none-any.whl (510 kB)
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Collecting pytest==7.4.2
  Downloading pytest-7.4.2-py3-none-any.whl (324 kB)
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Collecting requests==2.28.1
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Collecting sniffio==1.3.0
  Downloading sniffio-1.3.0-py3-none-any.whl (10 kB)
Collecting starlette==0.27.0
  Downloading starlette-0.27.0-py3-none-any.whl (66 kB)
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Collecting sympy==1.12
  Downloading sympy-1.12-py3-none-any.whl (5.7 MB)
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Requirement already satisfied: tomli==2.0.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 34)) (2.0.1)
Requirement already satisfied: tomlkit==0.12.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 35)) (0.12.1)
ERROR: Could not find a version that satisfies the requirement torch==2.1.0+cpu (from versions: 1.11.0, 1.12.0, 1.12.1, 1.13.0, 1.13.1, 2.0.0, 2.0.1, 2.1.0)
ERROR: No matching distribution found for torch==2.1.0+cpu

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