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Update PT_Part1_MNIST.ipynb
Correction: Manipulate the input parameters to the functions instead of hardcoding
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1Nigar357 authored Jul 26, 2025
commit 622cacab9311c64a3f6cd8a63e37e105efcfc325
8 changes: 4 additions & 4 deletions lab2/PT_Part1_MNIST.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -413,17 +413,17 @@
" correct_pred = 0\n",
" total_pred = 0\n",
"\n",
" for images, labels in trainset_loader:\n",
" for images, labels in dataloader:\n",
" # Move tensors to GPU so compatible with model\n",
" images, labels = images.to(device), labels.to(device)\n",
"\n",
" # Forward pass\n",
" outputs = fc_model(images)\n",
" outputs = model(images)\n",
"\n",
" # Clear gradients before performing backward pass\n",
" optimizer.zero_grad()\n",
" # Calculate loss based on model predictions\n",
" loss = loss_function(outputs, labels)\n",
" loss = criterion(outputs, labels)\n",
" # Backpropagate and update model parameters\n",
" loss.backward()\n",
" optimizer.step()\n",
Expand Down Expand Up @@ -498,7 +498,7 @@
" total_pred = 0\n",
" # Disable gradient calculations when in inference mode\n",
" with torch.no_grad():\n",
" for images, labels in testset_loader:\n",
" for images, labels in dataloader:\n",
" # TODO: ensure evalaution happens on the GPU\n",
" images, labels = # TODO\n",
"\n",
Expand Down