diff --git a/Python/Autoencoders.ipynb b/Python/Autoencoders.ipynb new file mode 100644 index 000000000..c85e45409 --- /dev/null +++ b/Python/Autoencoders.ipynb @@ -0,0 +1,344 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\bmbar\\anaconda3\\envs\\tf\\lib\\site-packages\\transformers\\utils\\generic.py:485: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", + " _torch_pytree._register_pytree_node(\n" + ] + } + ], + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "from torchvision import datasets,transforms\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "transform=transforms.ToTensor()\n", + "\n", + "mnist=datasets.MNIST(root='./',train=True,download=True,transform=transform)\n", + "\n", + "data_loader=torch.utils.data.DataLoader(dataset=mnist,batch_size=64,shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(1.) tensor(0.)\n" + ] + } + ], + "source": [ + "dataiter=iter(data_loader)\n", + "images,labels=next(dataiter)\n", + "print(torch.max(images),torch.min(images))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class Autoencoder(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.encoder=nn.Sequential(\n", + " nn.Linear((28*28),128),\n", + " nn.ReLU(),\n", + " nn.Linear(128,64),\n", + " nn.ReLU(),\n", + " nn.Linear(64,12),\n", + " nn.ReLU(),\n", + " nn.Linear(12,3)\n", + " )\n", + "\n", + " self.decoder=nn.Sequential(\n", + " nn.Linear(3,12),\n", + " nn.ReLU(),\n", + " nn.Linear(12,64),\n", + " nn.ReLU(),\n", + " nn.Linear(64,128),\n", + " nn.ReLU(),\n", + " nn.Linear(128,(28*28)),\n", + " nn.Sigmoid(),\n", + " )\n", + "\n", + " def forward(self,x):\n", + " encoded=self.encoder(x)\n", + " decoded=self.decoder(encoded)\n", + " return decoded\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "model=Autoencoder()\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "model=model.to(device)\n", + "criterion=nn.MSELoss()\n", + "optimizer=torch.optim.Adam(model.parameters(),lr=1e-3,weight_decay=1e-5)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch:1, Loss:0.0455\n", + "Epoch:2, Loss:0.0391\n" + ] + } + ], + "source": [ + "num_epochs=2\n", + "ouput=[]\n", + "for epoch in range(num_epochs):\n", + " for (img,_) in data_loader:\n", + " img=img.to(device)\n", + " img=img.reshape(-1,28*28)\n", + " recon=model(img)\n", + " loss=criterion(recon,img)\n", + "\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " print(f'Epoch:{epoch+1}, Loss:{loss.item():.4f}')\n", + " ouput.append((epoch,img,recon))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for k in range(0,num_epochs,4):\n", + " plt.figure(figsize=(9,2))\n", + " plt.gray()\n", + " imgs = ouput[k][1].cpu().detach().numpy()\n", + " recon = ouput[k][2].cpu().detach().numpy()\n", + " for i,item in enumerate(imgs):\n", + " if i>=9: break\n", + " plt.subplot(2,9,i+1)\n", + " item=item.reshape(-1,28,28)\n", + " plt.imshow(item[0])\n", + "\n", + " for i,item in enumerate(recon):\n", + " if i>=9:break\n", + " plt.subplot(2,9,9+i+1)\n", + " item=item.reshape(-1,28,28)\n", + " plt.imshow(item[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "class Autoencoder(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.encoder=nn.Sequential(\n", + " nn.Conv2d(1,16,3,stride=2,padding=1),\n", + " nn.ReLU(),\n", + " nn.Conv2d(16,32,3,stride=2,padding=1),\n", + " nn.ReLU(),\n", + " nn.Conv2d(32,64,7)\n", + " )\n", + "\n", + " self.decoder=nn.Sequential(\n", + " nn.ConvTranspose2d(64,32,7),\n", + " nn.ReLU(),\n", + " nn.ConvTranspose2d(32,16,3,stride=2,padding=1,output_padding=1),\n", + " nn.ReLU(),\n", + " nn.ConvTranspose2d(16,1,3,stride=2,padding=1,output_padding=1),\n", + " nn.Sigmoid(),\n", + " )\n", + "\n", + " def forward(self,x):\n", + " encoded=self.encoder(x)\n", + " decoded=self.decoder(encoded)\n", + " return decoded\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "model=Autoencoder()\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "model=model.to(device)\n", + "criterion=nn.MSELoss()\n", + "optimizer=torch.optim.Adam(model.parameters(),lr=1e-3,weight_decay=1e-5)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch:1, Loss:0.0041\n", + "Epoch:2, Loss:0.0031\n", + "Epoch:3, Loss:0.0035\n", + "Epoch:4, Loss:0.0031\n", + "Epoch:5, Loss:0.0030\n", + "Epoch:6, Loss:0.0029\n", + "Epoch:7, Loss:0.0027\n", + "Epoch:8, Loss:0.0028\n", + "Epoch:9, Loss:0.0032\n", + "Epoch:10, Loss:0.0028\n" + ] + } + ], + "source": [ + "num_epochs=10\n", + "ouput=[]\n", + "for epoch in range(num_epochs):\n", + " for (img,_) in data_loader:\n", + " img=img.to(device)\n", + " recon=model(img)\n", + " loss=criterion(recon,img)\n", + "\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " print(f'Epoch:{epoch+1}, Loss:{loss.item():.4f}')\n", + " ouput.append((epoch,img,recon))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for k in range(0,num_epochs,4):\n", + " plt.figure(figsize=(9,2))\n", + " plt.gray()\n", + " imgs = ouput[k][1].cpu().detach().numpy()\n", + " recon = ouput[k][2].cpu().detach().numpy()\n", + " for i,item in enumerate(imgs):\n", + " if i>=9: break\n", + " plt.subplot(2,9,i+1)\n", + " plt.imshow(item[0])\n", + "\n", + " for i,item in enumerate(recon):\n", + " if i>=9:break\n", + " plt.subplot(2,9,9+i+1)\n", + " item=item.reshape(-1,28,28)\n", + " plt.imshow(item[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tf", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}