{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "yOsQFSyInKUI" }, "source": [ "## 1.Importing the Libraries & Pre-Processing Steps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "yO9RSVnInFYO" }, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "import torchvision\n", "from torch.utils.data import DataLoader\n", "from torchvision import datasets, transforms\n", "import numpy as np\n", "from tqdm.auto import tqdm\n", "import matplotlib.pyplot as plt\n", "import random\n", "from torch.utils.tensorboard import SummaryWriter" ] }, { "cell_type": "markdown", "metadata": { "id": "3cbLvTOQoIGE" }, "source": [ "### 2. Get the Device" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "G0p3wPuEoJ65" }, "outputs": [], "source": [ "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nOObqM_YoeYV", "outputId": "ade862b1-c203-49c2-a239-8f2110727734" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using Device: cpu\n" ] } ], "source": [ "print(f\"Using Device: {device}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "JwdFseIqoz-1" }, "source": [ "### 3. Set the Seed" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "hpwuBbqBo1he" }, "outputs": [], "source": [ "torch.manual_seed(42)\n", "torch.cuda.manual_seed(42)\n", "random.seed(42)" ] }, { "cell_type": "markdown", "metadata": { "id": "GAOZEkcBpKfE" }, "source": [ "### 4. Hyperparameters" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "BZR7EL2jpO9y" }, "outputs": [], "source": [ "BATCH_SIZE = 128\n", "EPOCHS = 10\n", "LEARNING_RATE = 3e-4\n", "PATCH_SIZE = 4 #We segment our Images into patches of size 4\n", "NUM_CLASSES = 10 #Number of classes in the Cifar-10 Dataset\n", "IMG_SIZE = 32\n", "IMG_CHANNELS = 3\n", "EMBED_DIM = 256\n", "NUM_HEADS = 8\n", "NUM_BLOCKS_DEPTH = 6 #Number of transformers block\n", "MLP_DIM = 512\n", "DROPOUT_RATE = 0.1\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "qra4rAIhqumH" }, "source": [ "### 5. Image Transformations" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "xexqv53iq0W6" }, "outputs": [], "source": [ "transforms = transforms.Compose(\n", " [\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5), (0.5))\n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "UMyvx1x1rNb2" }, "source": [ "### 6. Get the Dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4x7-a_kqrPwO", "outputId": "58af7e3d-6608-4336-85ef-f62ec5d9701a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to dataset\\cifar-10-python.tar.gz\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 170498071/170498071 [00:17<00:00, 9664322.73it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Extracting dataset\\cifar-10-python.tar.gz to dataset\n", "Files already downloaded and verified\n" ] } ], "source": [ "train_dataset = datasets.CIFAR10(root=\"dataset\", train=True,download=True, transform=transforms)\n", "test_dataset = datasets.CIFAR10(root=\"dataset\", train=False, download=True, transform=transforms)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MaFnn7uZryNm", "outputId": "94b71900-ee3d-442a-857f-74c5438cd5a2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Successfully downloaded train_dataset of length:- 50000\n", "Successfully downloaded test_dataset of length:- 10000\n" ] } ], "source": [ "print(f\"Successfully downloaded train_dataset of length:- {len(train_dataset)}\")\n", "print(f\"Successfully downloaded test_dataset of length:- {len(test_dataset)}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "qUmn-tTLscmm" }, "source": [ "### 7. Get the DataLoaders\n", "- It converts our dataset into batches so that the training of our model becomes computationally more efficient." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "lDM8mowcsgED" }, "outputs": [], "source": [ "train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", "test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3HLO9Sl_tZfH", "outputId": "14f6a78b-9b2b-4635-cc24-7d6da1bb51ce" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Successfully created DataLoader for train_dataset:- 391 batches of size 128\n", "Successfully created DataLoader for test_dataset:- 79 batches of size 128\n" ] } ], "source": [ "print(f\"Successfully created DataLoader for train_dataset:- {len(train_loader)} batches of size {BATCH_SIZE}\")\n", "print(f\"Successfully created DataLoader for test_dataset:- {len(test_loader)} batches of size {BATCH_SIZE}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "7DvqYHBruLAV" }, "source": [ "## Vision Transformer Architecture" ] }, { "cell_type": "markdown", "metadata": { "id": "ETpwJHxzKCuU" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "aKnSl02ZuPp_" }, "source": [ "### 1. PatchEmbedding Class Implementation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "EZW90Fr_uOBS" }, "outputs": [], "source": [ "class PatchEmbedding(nn.Module):\n", " def __init__(self, img_size, patch_size, in_channels, embed_dim):\n", " super().__init__()\n", " self.patch_size = patch_size\n", "\n", " #This project each patch to a vector of length of Embed_dim\n", " self.proj = nn.Conv2d(in_channels=in_channels,\n", " out_channels=embed_dim,\n", " kernel_size=patch_size,\n", " stride=patch_size)\n", " num_patches = (img_size // patch_size) ** 2\n", "\n", " #It is a learnable parameter that is initialized randomly and gets updated during the training and is used for classification.\n", " self.cls_token = nn.Parameter(torch.randn(1, 1 , embed_dim))\n", "\n", " #It is a learnable parameter that is initialized randomly and gets updated during the training and is used to provide spatial_information/positional_information to the model\n", " self.pos_embed = nn.Parameter(torch.randn(1, 1+num_patches,embed_dim))\n", "\n", " def forward(self, x:torch.Tensor):\n", " B = x.size(0) #Batch Size\n", " x = self.proj(x) # (Batch_size, Embed_dim, H/P, W/P)\n", " x = x.flatten(2).transpose(1,2) #(Batch_size, Embed_dim, H/P, W/P)--------->(Batch_size,Embed_dim,N)-------->(Batch_size,N,Embed_dim)\n", " cls_token = self.cls_token.expand(B, -1,-1)\n", " x = torch.cat((cls_token, x), dim=1)\n", " x = x + self.pos_embed #Add positional embedding to the output\n", "\n", " return x\n" ] }, { "cell_type": "markdown", "metadata": { "id": "cYsBjvbd4Yim" }, "source": [ "### 2. Multi-Layer Perceptron Implementation" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "WIBwwuPe4YOh" }, "outputs": [], "source": [ "class MLP(nn.Module):\n", " def __init__(self,in_features, hidden_features, drop_rate):\n", " super().__init__()\n", " self.fc1 = nn.Linear(in_features,hidden_features)\n", " self.fc2 = nn.Linear(hidden_features, in_features)\n", " self.dropout = nn.Dropout(drop_rate)\n", "\n", " def forward(self, x):\n", " x = self.dropout(F.gelu(self.fc1(x)))\n", " x = self.dropout(self.fc2(x))\n", " return x" ] }, { "cell_type": "markdown", "metadata": { "id": "j0wYpnhFqfNF" }, "source": [ "### 3. Transformer Encoder Implementation" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "fJH4y-lKqiVH" }, "outputs": [], "source": [ "class Encoder(nn.Module):\n", " def __init__(self, embed_dim, num_heads, mlp_dim, drop_rate):\n", " super().__init__()\n", " self.norm1 = nn.LayerNorm(embed_dim)\n", " self.attn = nn.MultiheadAttention(embed_dim, num_heads, dropout = drop_rate, batch_first = True)\n", " self.norm2 = nn.LayerNorm(embed_dim)\n", " self.mlp = MLP(embed_dim, mlp_dim, drop_rate)\n", "\n", " def forward(self, x):\n", " x = x + self.attn(self.norm1(x), self.norm1(x), self.norm1(x))[0]\n", " x = x + self.mlp(self.norm2(x))\n", " return x" ] }, { "cell_type": "markdown", "metadata": { "id": "qccYO4ZRKKg0" }, "source": [ "### 4. VisionTransformer Implementation" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "ZllY3uWxKTZ8" }, "outputs": [], "source": [ "class VisionTransformer(nn.Module):\n", " def __init__(self, img_size, patch_size, in_channels,num_classes, embed_dim, depth, num_heads ,mlp_dim, drop_rate):\n", " super().__init__()\n", " self.patch_embed = PatchEmbedding(img_size, patch_size, in_channels, embed_dim)\n", " self.encoder = nn.Sequential(\n", " *[Encoder(embed_dim, num_heads, mlp_dim, drop_rate) for _ in range(depth)]\n", " )\n", " self.norm = nn.LayerNorm(embed_dim)\n", " self.head = nn.Linear(embed_dim, num_classes)\n", "\n", " def forward(self, x):\n", " x = self.patch_embed(x)\n", " x = self.encoder(x)\n", " x = self.norm(x)\n", " cls_token = x[:, 0]\n", " return self.head(cls_token)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "R7Cbi164IvxS" }, "source": [ "### 5. Instantiate Model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "LX653M_5IxtI" }, "outputs": [], "source": [ "model = VisionTransformer(\n", " IMG_SIZE,PATCH_SIZE,IMG_CHANNELS,NUM_CLASSES,EMBED_DIM,\n", " NUM_BLOCKS_DEPTH,NUM_HEADS,MLP_DIM,DROPOUT_RATE\n", ").to(device)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hXgp8lTNK9hG", "outputId": "7fb2c422-8046-4f3d-a23e-65239ecc930f" }, "outputs": [ { "data": { "text/plain": [ "VisionTransformer(\n", " (patch_embed): PatchEmbedding(\n", " (proj): Conv2d(3, 256, kernel_size=(4, 4), stride=(4, 4))\n", " )\n", " (encoder): Sequential(\n", " (0): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " (1): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " (2): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " (3): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " (4): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " (5): Encoder(\n", " (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (attn): MultiheadAttention(\n", " (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True)\n", " )\n", " (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (mlp): MLP(\n", " (fc1): Linear(in_features=256, out_features=512, bias=True)\n", " (fc2): Linear(in_features=512, out_features=256, bias=True)\n", " (dropout): Dropout(p=0.1, inplace=False)\n", " )\n", " )\n", " )\n", " (norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)\n", " (head): Linear(in_features=256, out_features=10, bias=True)\n", ")" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model" ] }, { "cell_type": "markdown", "metadata": { "id": "sKe3pXTYLatm" }, "source": [ "### 6. Define a Loss function & an Optimizer" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "g5nj-3JRLeR0" }, "outputs": [], "source": [ "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.Adam(model.parameters(),lr=LEARNING_RATE)" ] }, { "cell_type": "markdown", "metadata": { "id": "94z8KAYOL2Ct" }, "source": [ "## Training Loop" ] }, { "cell_type": "markdown", "metadata": { "id": "7-_-M9tyQOX_" }, "source": [ "### Train Function" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "xGeydibQLux3" }, "outputs": [], "source": [ "def train(model, train_loader, optimizer, criterion):\n", " #Set the model in training mode\n", " model.train()\n", "\n", " total_loss, correct = 0,0\n", "\n", " for batch_img,batch_label in train_loader:\n", " #Move the data to same device\n", " batch_img, batch_label = batch_img.to(device), batch_label.to(device)\n", "\n", " #Step 1.Reset the gradients\n", " optimizer.zero_grad()\n", "\n", " #Step 2. Do the forward pass{i.e give input image to model so that it can output logits of multiple classes}\n", " output = model(batch_img)\n", "\n", " #Step 3. Calculate the Loss\n", " loss = criterion(output,batch_label)\n", "\n", " #Step 4. Do Backpropagation of loss so that our gradients can be updated\n", " loss.backward()\n", "\n", " #Step 5. Perform Gradient Descent Algorithm so that our gradients are updated\n", " optimizer.step()\n", "\n", " #Step 6. Update the total_loss and correct values\n", " total_loss += loss.item() * batch_img.size(0)\n", " correct += (output.argmax(1) == batch_label).sum().item() #It will take all the correct predictions for the batch and sum it\n", "\n", " #Step 7. Return the (total_loss , correct) normalized according to the dataset\n", " return total_loss/len(train_loader.dataset) , correct/len(train_loader.dataset)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "hqr28EwvPXBS" }, "source": [ "### Evaluation Function" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "TWaydmIHL1I8" }, "outputs": [], "source": [ "def evaluate(model, test_loader):\n", " #Set the model into evaluation mode\n", " model.eval()\n", " correct = 0\n", " for batch_img, batch_label in test_loader:\n", " batch_img, batch_label = batch_img.to(device), batch_label.to(device)\n", " pred = model(batch_img)\n", " correct += (pred.argmax(1) == batch_label).sum().item()\n", "\n", " return correct / len(test_loader.dataset)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TUx77iOoQriN" }, "source": [ "### Training\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "cQFgqkaqUOPm" }, "outputs": [], "source": [ "#Initialize Writer to log results to TensorBoard\n", "writer = SummaryWriter(log_dir=\"runs/ViT\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 457, "referenced_widgets": [ "ccffeb11516a46c9bcf4078face6acf5", "eb650814a274492494abfa7d0d037a88", "b0c2890a69804db794b6f54a13b9f239", "f49eb227b7a84a4d8b393521beddf2ad", "78b1cf95ed7c4b7196641c842f374ba2", "0ef37d92592c4977baf310a83e4f4c48", "ed6fd1b75f904da89b7a835f133e07f1", "2dd8ef1322f74c5588fd9cd865f7df36", "e635eb7766fa4395b6bbdad523c8d108", "bebb0049a60b447cb538484d01b77063", "55a13c27ffa2472bbd0e8a6689575679" ] }, "id": "Sylq6y3UQsqn", "outputId": "296f94e8-8343-4a35-e15f-0439d7abd57e" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ca8e502440c5403c811adac6c24958ad", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(train_accuracies, label=\"Train-Accuracy\")\n", "plt.plot(test_accuracies, label=\"Test-Accuracy\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Accuracy\")\n", "plt.legend()\n", "plt.title(\"Accuracy V/S Epoch\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "snz0It1zsnti" }, "outputs": [], "source": [ "def predict_and_plot_grid(model, dataset, classes, grid_size = 3):\n", " model.eval()\n", " fig, axes = plt.subplots(grid_size, grid_size, figsize=(9,9))\n", " for i in range(grid_size):\n", " for j in range(grid_size):\n", " #Get a random index number between 0 & len(dataset)\n", " idx = random.randint(0, len(dataset) -1 )\n", "\n", " #Get the image & label present at this index\n", " img, true_label = dataset[idx]\n", "\n", " #As our model expects input with batch_dim so we will Unsqueeze() to add an extra dimension at the start of img_dimension which will act as batch_dim\n", " input_tensor = img.unsqueeze(0).to(device) #[32,32]------->[1,32,32] batch_size 1 added\n", "\n", " #torch.inference_mode() is just like torch.no_grad() but faster; It is used when we just want to perform inference on our model and we don't want to do backpropagation & optimization\n", " with torch.inference_mode():\n", "\n", " #This will return [batch_dim, num_classes]\n", " output = model(input_tensor)\n", "\n", " #torch.max() returns max_value and index of the max_value so we will get the class with the highest probability\n", " _ , predicted = torch.max(output.data, 1)\n", "\n", " img = (img / 2) + 0.5 #UnNormalize our images so that they can be used with matplotlib\n", " npimg = img.cpu().numpy() #As matplotlib can't work directly with tensors we need to first send Images to CPU as numpy works only on the CPU and then convert images to numpy.\n", "\n", " #We need to transpose the image as Numpy expects channels to be the last dimension of the Image\n", " axes[i,j].imshow(np.transpose(npimg, (1,2,0))) #[1,32,32]-----Transpose------>[32,32,1]\n", " truth = (classes[true_label] == classes[predicted.item()])\n", " if truth:\n", " color = \"g\"\n", " else:\n", " color = \"r\"\n", "\n", " axes[i,j].set_title(f\"Truth: {classes[true_label]}\\n Predicted: {classes[predicted.item()]}\", fontsize=10, c = color)\n", " axes[i,j].axis(\"off\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 906 }, "id": "x5d7qetV5rOQ", "outputId": "85913736-fe19-4528-ac67-b1a1af4007b2" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predict_and_plot_grid(model, test_dataset, classes=train_dataset.classes, grid_size=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## To Fine-Tune the Model\n", "- Train on more epochs(30-50) to get higher accuracy\n", "- Increase NUM_HEADS to get more context about the image and hence increase the accuracy {**Make sure that the number of head must divide the EMBED_DIM**}" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from huggingface_hub import HfApi,HfFolder,Repository,create_repo, upload_folder" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from huggingface_hub import login\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RepoUrl('https://huggingface.co/Atharva31/ViT_From_Scratch', endpoint='https://huggingface.co', repo_type='model', repo_id='Atharva31/ViT_From_Scratch')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "create_repo(\"ViT_From_Scratch\", private=False)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "upload_folder(\n", " repo_id=\"Atharva31/ViT_From_Scratch\",\n", " folder_path=\"D:/Atharva/Implementations/Vision_Transformer/ViT_CIFAR10\",\n", " repo_type=\"model\"\n", ")" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.12.3" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "0ef37d92592c4977baf310a83e4f4c48": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "2dd8ef1322f74c5588fd9cd865f7df36": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "55a13c27ffa2472bbd0e8a6689575679": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "78b1cf95ed7c4b7196641c842f374ba2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b0c2890a69804db794b6f54a13b9f239": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "danger", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_2dd8ef1322f74c5588fd9cd865f7df36", "max": 10, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_e635eb7766fa4395b6bbdad523c8d108", "value": 4 } }, "bebb0049a60b447cb538484d01b77063": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ccffeb11516a46c9bcf4078face6acf5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_eb650814a274492494abfa7d0d037a88", "IPY_MODEL_b0c2890a69804db794b6f54a13b9f239", "IPY_MODEL_f49eb227b7a84a4d8b393521beddf2ad" ], "layout": "IPY_MODEL_78b1cf95ed7c4b7196641c842f374ba2" } }, "e635eb7766fa4395b6bbdad523c8d108": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "eb650814a274492494abfa7d0d037a88": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_0ef37d92592c4977baf310a83e4f4c48", "placeholder": "​", "style": "IPY_MODEL_ed6fd1b75f904da89b7a835f133e07f1", "value": " 40%" } }, "ed6fd1b75f904da89b7a835f133e07f1": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "f49eb227b7a84a4d8b393521beddf2ad": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_bebb0049a60b447cb538484d01b77063", "placeholder": "​", "style": "IPY_MODEL_55a13c27ffa2472bbd0e8a6689575679", "value": " 4/10 [03:18<04:37, 46.33s/it]" } } } } }, "nbformat": 4, "nbformat_minor": 0 }