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CS-Classes/CS422/project3/NNPyTorch.ipynb
2025-06-17 14:42:22 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "Q2oRiYaEN91r"
},
"source": [
"This project provides written code for a basic neural network in pytorch. It is up to you to figure out the proper hyperparameters to get the best accuracy for the data you can. The goal is to achieve an accuracy greater than or equal to 93%"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"id": "B8a8NiudFV4a"
},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn.functional as F\n",
"import matplotlib.pyplot as plt\n",
"\n",
"torch.manual_seed(30) # set seed for reproducibality\n",
"\n",
"# make fake data\n",
"n_data = torch.ones(100, 2)\n",
"x0 = torch.normal(1*n_data, 1) # class0 x data (tensor), shape=(100, 2)\n",
"y0 = torch.zeros(100) # class0 y data (tensor), shape=(100, 1)\n",
"x1 = torch.normal(-1*n_data, 1) # class1 x data (tensor), shape=(100, 2)\n",
"y1 = torch.ones(100) # class1 y data (tensor), shape=(100, 1)\n",
"x = torch.cat((x0, x1), 0).type(torch.FloatTensor) # shape (200, 2) FloatTensor = 32-bit floating\n",
"y = torch.cat((y0, y1), ).type(torch.LongTensor) # shape (200,) LongTensor = 64-bit integer\n",
"\n",
"class Net(torch.nn.Module):\n",
" def __init__(self, n_feature, n_hidden, n_output):\n",
" super(Net, self).__init__()\n",
" self.hidden = torch.nn.Linear(n_feature, n_hidden) # hidden layer\n",
" self.out = torch.nn.Linear(n_hidden, n_output) # output layer\n",
"\n",
" def forward(self, x):\n",
" x = F.relu(self.hidden(x)) # activation function for hidden layer\n",
" x = self.out(x)\n",
" return x"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vZ9AtJxVOamr"
},
"source": [
"These are the first set of hyperparameters to set."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "5FPWJv2vN2-O"
},
"outputs": [],
"source": [
"######################## HYPERPARAMETER TUNING 1 Start #########################\n",
"hidden = 800 # number of features in the hidden layer, should be greater than input feature amount\n",
"learning_rate = 0.0001 # the rate should be a float value\n",
"epochs = 10 # number of training iterations\n",
"######################## HYPERPARAMETER TUNING 1 End ###########################"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "USjeUVKBOoBI"
},
"outputs": [],
"source": [
"net = Net(n_feature=2, n_hidden=hidden, n_output=2) # define the network"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kgW2G5iDOqqU"
},
"source": [
"This is the second code block to set hyperparameters for. Two optimizer algorithms are provided. It is up to you to decide which one performs better for the data provided."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "gY80vxK4O1x4"
},
"outputs": [],
"source": [
"######################## HYPERPARAMETER TUNING 2 Start #########################\n",
"# There are two optimizer options. It is up to you to choose which one to use\n",
"# optimizer = torch.optim.SGD(net.parameters(), lr=learning_rate)\n",
"optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate)\n",
"######################## HYPERPARAMETER TUNING 2 End ###########################"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "agsVzHZXO4yt"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Net(\n",
" (hidden): Linear(in_features=2, out_features=800, bias=True)\n",
" (out): Linear(in_features=800, out_features=2, bias=True)\n",
")\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"loss_func = torch.nn.CrossEntropyLoss() # loss function\n",
"print(net) # net architecture\n",
"plt.ion() # continuous plotting\n",
"\n",
"for t in range(epochs):\n",
" out = net(x) # input x and predict based on x\n",
" loss = loss_func(out, y) # must be (1. nn output, 2. target)\n",
"\n",
" optimizer.zero_grad() # clear gradients for next train\n",
" loss.backward() # backpropagation, compute gradients\n",
" optimizer.step() # apply gradients\n",
"\n",
" if t % 2 == 0:\n",
" # plot and show learning process\n",
" plt.cla()\n",
" prediction = torch.max(out, 1)[1]\n",
" pred_y = prediction.data.numpy()\n",
" target_y = y.data.numpy()\n",
" plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=pred_y, s=100, lw=0, cmap='RdYlGn')\n",
" accuracy = float((pred_y == target_y).astype(int).sum()) / float(target_y.size)\n",
" plt.text(1.5, -4, 'Accuracy=%.2f' % accuracy, fontdict={'size': 20, 'color': 'red'})\n",
" plt.pause(0.1)\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
}
],
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