Add new CNN class for handling MNIST in cnn.py and import it to main.py

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Description

This PR adds a new Convolutional Neural Network (CNN) class in cnn.py to handle the MNIST dataset. The CNN class is specifically designed for the MNIST dataset, with an architecture suitable for 28x28 grayscale images. The forward pass method of the CNN applies the layers in the correct order, with ReLU activation functions after each convolutional and fully connected layer (except the final one), and a log softmax function after the final layer.

In main.py, the existing model is replaced with an instance of the new CNN class. This ensures that the training loop can handle the new CNN model.

Summary of Changes

• Created a new file cnn.py in the src directory.
• Added a new CNN class in cnn.py with an architecture suitable for the MNIST dataset.
• Modified main.py to import the new CNN class from cnn.py and replace the existing model with an instance of the CNN class.

Fixes #9.

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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.
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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
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Collecting filelock==3.9.0
  Downloading filelock-3.9.0-py3-none-any.whl (9.7 kB)
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Collecting h11==0.14.0
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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
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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
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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)
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Collecting pydantic_core==2.10.1
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Collecting requests==2.28.1
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  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

• [X] Check src/main.py ✗

  Sandbox logs for

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

Collecting annotated-types==0.6.0
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Collecting dill==0.3.
  Downloading dill-0.3.0.tar.gz (151 kB)
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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
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Collecting filelock==3.9.0
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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
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Collecting networkx==3.0
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Collecting numpy==1.24.1
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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
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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
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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
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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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