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@lowener
Created July 17, 2023 12:37
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Similarity image search with RAPIDS Raft Vector Search
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "cc0a28e5",
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torchvision\n",
"from torchvision.transforms import transforms\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import time\n",
"import pytorch_lightning as pl\n",
"from PIL import Image\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import torch.nn.functional as F\n",
"from tqdm import tqdm\n",
"import pylibraft\n",
"import pylibraft.config\n",
"import cupy as cp\n",
"from pylibraft.neighbors import ivf_flat, ivf_pq\n",
"from tempfile import TemporaryDirectory\n",
"import os\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"pylibraft.config.set_output_as(lambda device_ndarray: device_ndarray.copy_to_host())"
]
},
{
"cell_type": "markdown",
"id": "2db83bf3",
"metadata": {},
"source": [
"# Dataset\n",
"The dataset used is German Traffic Sign Recognition Benchmark (GTSRB), that will be downloaded using [torchvision datasets](https://pytorch.org/vision/stable/generated/torchvision.datasets.GTSRB.html#torchvision.datasets.GTSRB)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cf9f7bf4",
"metadata": {},
"outputs": [],
"source": [
"train_data = torchvision.datasets.GTSRB(root=\"./data\",split='train',download=True,\n",
" transform=transforms.Compose([\n",
" transforms.ToTensor(),\n",
" transforms.Resize((224,224))\n",
" ]))\n",
"test_data = torchvision.datasets.GTSRB(root=\"./data\",split='test',download=True,\n",
" transform=transforms.Compose([\n",
" transforms.ToTensor(),\n",
" transforms.Resize((224,224))\n",
" ]))\n",
"dataloaders_train = torch.utils.data.DataLoader(train_data, batch_size=16,\n",
" shuffle=True, num_workers=4)\n",
"dataloaders_test = torch.utils.data.DataLoader(test_data, batch_size=16,\n",
" shuffle=True, num_workers=4)"
]
},
{
"cell_type": "markdown",
"id": "c14dc792",
"metadata": {},
"source": [
"# Model training\n",
"We are going to using GoogLeNet with pre-trained weights.\n",
"This model has been pre-trained on ImageNet-1k so we will quickly refine it on our dataset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a2e3e208",
"metadata": {},
"outputs": [],
"source": [
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"googlenet_weights = torchvision.models.GoogLeNet_Weights.DEFAULT\n",
"googlenet = torchvision.models.googlenet(weights=googlenet_weights).to(device)\n",
"\n",
"n_classes=43\n",
"googlenet.fc = nn.Linear(1024, n_classes).to(device)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "05f96aaf",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 0/4\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 1665/1665 [01:08<00:00, 24.36it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"train Loss: 1.4512 Acc: 0.6562\n",
"\n",
"Epoch 1/4\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 1665/1665 [01:06<00:00, 25.13it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"train Loss: 0.2515 Acc: 0.9575\n",
"\n",
"Epoch 2/4\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 1665/1665 [01:06<00:00, 25.21it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"train Loss: 0.0822 Acc: 0.9913\n",
"\n",
"Epoch 3/4\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 1665/1665 [01:06<00:00, 25.13it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"train Loss: 0.0448 Acc: 0.9958\n",
"\n",
"Epoch 4/4\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 1665/1665 [01:06<00:00, 24.93it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"train Loss: 0.0295 Acc: 0.9970\n",
"\n",
"Training complete in 5m 34s\n",
"Best val Acc: 0.997035\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"criterion = nn.CrossEntropyLoss()\n",
"optimizer_ft = optim.SGD(googlenet.parameters(), lr=0.0005, momentum=0.9)\n",
"\n",
"def train_model(model, criterion, optimizer, num_epochs=25):\n",
" since = time.time()\n",
"\n",
" best_acc = 0.0\n",
" for epoch in range(num_epochs):\n",
" print(f'Epoch {epoch}/{num_epochs - 1}')\n",
" # Training phase\n",
" model.train() # Set model to training mode\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" for inputs, labels in tqdm(dataloaders_train):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" # track history if only in train\n",
" with torch.set_grad_enabled(True):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" # backward + optimize only if in training phase\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # statistics\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += torch.sum(preds == labels.data)\n",
"\n",
" epoch_loss = running_loss / len(train_data)\n",
" epoch_acc = running_corrects.double() / len(train_data)\n",
"\n",
" print(f'train Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
"\n",
" if epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
"\n",
" print()\n",
"\n",
" time_elapsed = time.time() - since\n",
" print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
" print(f'Best val Acc: {best_acc:4f}')\n",
" \n",
"\n",
"model_ft = train_model(googlenet, criterion, optimizer_ft, num_epochs=5)"
]
},
{
"cell_type": "markdown",
"id": "7cbd256e",
"metadata": {},
"source": [
"# Embeddings creation\n",
"\n",
"Now that our model is very good at recognizing traffic signs, we can use it to transform those traffic sign images into embeddings.\n",
"First we set the model to evaluation mode and we disable gradient computation."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "50c71de6",
"metadata": {},
"outputs": [],
"source": [
"googlenet.eval()\n",
"for param in googlenet.parameters():\n",
" param.requires_grad = False\n",
"googlenet.fc = nn.Identity()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e62b6c7d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████| 26640/26640 [02:49<00:00, 156.73it/s]\n"
]
}
],
"source": [
"dim = 1024\n",
"embeddings_dataset = torch.zeros((len(train_data), dim))\n",
"\n",
"for i in tqdm(range(len(train_data))):\n",
" X, _ = train_data[i]\n",
" X = X.to(device)[None]\n",
" embeddings_dataset[i] = googlenet(X)[0]"
]
},
{
"cell_type": "markdown",
"id": "fb6d77f9",
"metadata": {},
"source": [
"# Vector search\n",
"Now that we have those embeddings, let's see how easy it is to integrate RAPIDS Raft Vector search: all you need is two lines to build you database and two lines to search it.\n",
"\n",
"For searching the index database we are going to select an example image from the test dataset, compute it's embeddings, and search those embeddings into the database. We then get the id of the 5 closest images, that we can display along with the original test image."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a6d681e1",
"metadata": {},
"outputs": [],
"source": [
"params = ivf_pq.IndexParams(n_lists=150)\n",
"pq_index = ivf_pq.build(params, cp.array(embeddings_dataset))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9ed6131a",
"metadata": {},
"outputs": [],
"source": [
"def search_and_print(example_id, k):\n",
" test_x, test_y = test_data[example_id]\n",
" test_x_embeddings = googlenet(test_x.to(device)[None])\n",
" test_x_embeddings = cp.array(test_x_embeddings.detach())\n",
"\n",
" searchparams = ivf_pq.SearchParams()\n",
" search_res = ivf_pq.search(searchparams, pq_index, test_x_embeddings, k)\n",
"\n",
" toImage = transforms.ToPILImage()\n",
" res=search_res[1][0]\n",
" ax = plt.subplot(1, k+1, 1)\n",
" plt.axis('off')\n",
" ax.set_title(\"Original\")\n",
" plt.imshow(toImage(test_x))\n",
" for i in range(k):\n",
" ax = plt.subplot(1, k+1, i+2)\n",
" ax.set_title(f\"Result {i}\")\n",
" plt.axis('off')\n",
" plt.imshow(toImage(train_data[res[i]][0]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e3fc25a2",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"search_and_print(32, 5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "441acaaf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"search_and_print(21, 5)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "bcc19848",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"search_and_print(1, 5)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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