From 82e7ac4bc762a4621a07da157520786454eae679 Mon Sep 17 00:00:00 2001 From: Soldann Date: Mon, 30 Jan 2023 01:08:25 -0500 Subject: [PATCH 1/3] modified pytorch tutorial --- main.py | 101 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 101 insertions(+) diff --git a/main.py b/main.py index dfe56fe..99b9389 100644 --- a/main.py +++ b/main.py @@ -14,4 +14,105 @@ import numpy as np +import torch +from torch import nn +from torch.utils.data import DataLoader +from torchvision import datasets +from torchvision.transforms import ToTensor + # Your working code here + +training_data = datasets.CIFAR10( + root="data", + train=True, + download=True, + transform=ToTensor(), +) + +test_data = datasets.CIFAR10( + root="data", + train=False, + download=True, + transform=ToTensor(), +) + + +batch_size = 64 + +# Create data loaders. +train_dataloader = DataLoader(training_data, batch_size=batch_size) +test_dataloader = DataLoader(test_data, batch_size=batch_size) + +for X, y in test_dataloader: + print(f"Shape of X [N, C, H, W]: {X.shape}") + print(f"Shape of y: {y.shape} {y.dtype}") + break + +# Get cpu or gpu device for training. +device = "cuda" if torch.cuda.is_available() else "mps" if torch.backends.mps.is_available() else "cpu" +print(f"Using {device} device") + +# Define model +class NeuralNetwork(nn.Module): + def __init__(self): + super().__init__() + self.flatten = nn.Flatten() + self.linear_relu_stack = nn.Sequential( + nn.Linear(3072, 8*8), + nn.ReLU(), + nn.Linear(8*8, 32), + nn.ReLU(), + nn.Linear(32, 10) + ) + + def forward(self, x): + x = self.flatten(x) + logits = self.linear_relu_stack(x) + return logits + +model = NeuralNetwork().to(device) +print(model) + +loss_fn = nn.CrossEntropyLoss() +optimizer = torch.optim.SGD(model.parameters(), lr=1e-3) + +def train(dataloader, model, loss_fn, optimizer): + size = len(dataloader.dataset) + model.train() + for batch, (X, y) in enumerate(dataloader): + X, y = X.to(device), y.to(device) + + # Compute prediction error + pred = model(X) + loss = loss_fn(pred, y) + + # Backpropagation + optimizer.zero_grad() + loss.backward() + optimizer.step() + + if batch % 100 == 0: + loss, current = loss.item(), batch * len(X) + print(f"loss: {loss:>7f} [{current:>5d}/{size:>5d}]") + +def test(dataloader, model, loss_fn): + size = len(dataloader.dataset) + num_batches = len(dataloader) + model.eval() + test_loss, correct = 0, 0 + with torch.no_grad(): + for X, y in dataloader: + X, y = X.to(device), y.to(device) + pred = model(X) + test_loss += loss_fn(pred, y).item() + correct += (pred.argmax(1) == y).type(torch.float).sum().item() + test_loss /= num_batches + correct /= size + print(f"Test Error: \n Accuracy: {(100*correct):>0.1f}%, Avg loss: {test_loss:>8f} \n") + +epochs = 5 +for t in range(epochs): + print(f"Epoch {t+1}\n-------------------------------") + train(train_dataloader, model, loss_fn, optimizer) + test(test_dataloader, model, loss_fn) +print("Done!") \ No newline at end of file From 3caf3e9a7d0a0f6d6206d7e92df7d604f54afac6 Mon Sep 17 00:00:00 2001 From: Soldann Date: Mon, 30 Jan 2023 01:28:08 -0500 Subject: [PATCH 2/3] add gitignore, display graphs --- .gitignore | 2 ++ main.py | 18 ++++++++++++++++-- 2 files changed, 18 insertions(+), 2 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d583158 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +data/ +runs/ \ No newline at end of file diff --git a/main.py b/main.py index 99b9389..48f08a7 100644 --- a/main.py +++ b/main.py @@ -20,6 +20,8 @@ from torchvision import datasets from torchvision.transforms import ToTensor +from torch.utils.tensorboard import SummaryWriter + # Your working code here training_data = datasets.CIFAR10( @@ -76,9 +78,12 @@ def forward(self, x): loss_fn = nn.CrossEntropyLoss() optimizer = torch.optim.SGD(model.parameters(), lr=1e-3) +writer = SummaryWriter() + def train(dataloader, model, loss_fn, optimizer): size = len(dataloader.dataset) model.train() + losses = [] for batch, (X, y) in enumerate(dataloader): X, y = X.to(device), y.to(device) @@ -93,7 +98,9 @@ def train(dataloader, model, loss_fn, optimizer): if batch % 100 == 0: loss, current = loss.item(), batch * len(X) + losses.append(loss) print(f"loss: {loss:>7f} [{current:>5d}/{size:>5d}]") + return np.mean(losses) def test(dataloader, model, loss_fn): size = len(dataloader.dataset) @@ -109,10 +116,17 @@ def test(dataloader, model, loss_fn): test_loss /= num_batches correct /= size print(f"Test Error: \n Accuracy: {(100*correct):>0.1f}%, Avg loss: {test_loss:>8f} \n") + return test_loss epochs = 5 for t in range(epochs): print(f"Epoch {t+1}\n-------------------------------") - train(train_dataloader, model, loss_fn, optimizer) - test(test_dataloader, model, loss_fn) + training_loss = train(train_dataloader, model, loss_fn, optimizer) + testing_loss = test(test_dataloader, model, loss_fn) + + writer.add_scalar("Loss/train", training_loss, t) + writer.add_scalar("Loss/test", testing_loss, t) + +writer.close () + print("Done!") \ No newline at end of file From 6f701d524443b323e41c4e3fb6f645d3c14fa151 Mon Sep 17 00:00:00 2001 From: Soldann Date: Sun, 12 Feb 2023 13:51:18 -0500 Subject: [PATCH 3/3] add png and update model --- loss.png | Bin 0 -> 146780 bytes main.py | 29 ++++++++++++++++------------- 2 files changed, 16 insertions(+), 13 deletions(-) create mode 100644 loss.png diff --git a/loss.png b/loss.png new file mode 100644 index 0000000000000000000000000000000000000000..7b69d6217c8ec8778e5ff5dae973e138305a1a1f GIT binary patch literal 146780 zcmce;byQp3);<2GQtjfjqJJCUTe)~&H2nHL~Cg%5#UneqM)Dae9me$Tw6E9VJ7AqOQJW z@I^sEd{L2?(et%9%*6;X`~7Y|U4wo~irCMni&Q>m+7Bh; zF<2Z;<=OO*eS@i>@T@{1w&*4YaEZ2)3y{TTiul(-o;`&I!SnAw|8oHI%4~N1&j8konDZutLmr+;7khKd9c z`A@@OUb+9{{>l#&|LO6+FaCiajrgwy`7|cj|BKEH8{a8?2P4S;VXH(=qbk*Bf%7h# z!jkbt-jCF@SJwwOae#%`|9X^nG9yVIm4V$oX+V&tpdq;_=Zn0U_B4Z8*Mgn+_LZ}) z;1`{G;KToZ6vwdB{JC!_4OG|A86_SVDixd%bs 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diff --git a/main.py b/main.py index 48f08a7..db0841d 100644 --- a/main.py +++ b/main.py @@ -15,7 +15,8 @@ import numpy as np import torch -from torch import nn +import torch.nn as nn +import torch.nn.functional as F from torch.utils.data import DataLoader from torchvision import datasets from torchvision.transforms import ToTensor @@ -58,25 +59,27 @@ class NeuralNetwork(nn.Module): def __init__(self): super().__init__() - self.flatten = nn.Flatten() - self.linear_relu_stack = nn.Sequential( - nn.Linear(3072, 8*8), - nn.ReLU(), - nn.Linear(8*8, 32), - nn.ReLU(), - nn.Linear(32, 10) - ) + self.conv1 = nn.Conv2d(3, 6, 5) + self.pool = nn.MaxPool2d(2, 2) + self.conv2 = nn.Conv2d(6, 16, 5) + self.fc1 = nn.Linear(16 * 5 * 5, 120) + self.fc2 = nn.Linear(120, 84) + self.fc3 = nn.Linear(84, 10) def forward(self, x): - x = self.flatten(x) - logits = self.linear_relu_stack(x) - return logits + x = self.pool(F.relu(self.conv1(x))) + x = self.pool(F.relu(self.conv2(x))) + x = torch.flatten(x, 1) # flatten all dimensions except batch + x = F.relu(self.fc1(x)) + x = F.relu(self.fc2(x)) + x = self.fc3(x) + return x model = NeuralNetwork().to(device) print(model) loss_fn = nn.CrossEntropyLoss() -optimizer = torch.optim.SGD(model.parameters(), lr=1e-3) +optimizer = torch.optim.SGD(model.parameters(), lr=0.001, momentum=0.9) writer = SummaryWriter()