{ "cells": [ { "cell_type": "markdown", "id": "c9743aa4-42e3-4a19-8760-a1b83dec0c82", "metadata": {}, "source": [ "# DDR Demonstration: 3D Gaussian Dataset\n", "\n", "This demo showcases the application of Discriminative Dimensionality Reduction (DDR) on a simulated 3D Gaussian dataset.\n", "\n", "## Dataset\n", "- **3D Gaussian**: Six classes of data points sampled from 3D Gaussian distributions\n", "- 5,000 data points per class\n", "\n", "## Method\n", "1. Generate 3D Gaussian data\n", "2. Map data to 100 dimensions using random matrices\n", "3. Apply DDR to learn 2D features\n", "\n", "## Visualization\n", "- 2D features learned by DDR are displayed\n", "- Distributions projected onto unit circle for clarity\n", "\n", "This demonstration shows DDR's ability to disentangle high-dimensional data into interpretable low-dimensional representations while maintaining class separability.\n", "\n" ] }, { "cell_type": "markdown", "id": "a0248c40-a31e-45bc-ad3f-17381e4d042c", "metadata": {}, "source": [ "## Imports and Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "fe101f8f-1f10-46d5-8870-b81f50386803", "metadata": {}, "outputs": [], "source": [ "# basic functions\n", "import os\n", "import sys\n", "import math\n", "import numpy as np\n", "import shutil\n", "import setproctitle\n", "import argparse\n", "import matplotlib.pyplot as plt\n", "\n", "# torch functions\n", "import torch\n", "import torch.optim as optim\n", "import torchvision.transforms as transforms\n", "from torchvision.utils import save_image\n", "from torch.utils.data import DataLoader, TensorDataset\n", "import torchvision.transforms as transforms\n", "\n", "# local functions\n", "from model import *\n", "from toys import toy_2d, toy_3d\n", "from densenet_sim import DenseNet\n", "\n", "parser = argparse.ArgumentParser()\n", "parser.add_argument('--batchSz', type=int, default=128, help='mini batch size')\n", "parser.add_argument('--nEpochs', type=int, default=30, help='the number of outter loop')\n", "parser.add_argument('--latent_dim', type=int, default=2, help='the dimension of latent space')\n", "parser.add_argument('--no-cuda', action='store_true', help='if TRUE, cuda will not be used')\n", "parser.add_argument('--cuda_device', type=int, default=0, help='choose cuda device')\n", "parser.add_argument('--save', help='path to save results')\n", "parser.add_argument('--seed', type=int, default=1, help='random seed')\n", "parser.add_argument('--dataset', type=int, default=3, help='1: circles data; 2: moons data; 3: 3d guassian data')\n", "parser.add_argument(\n", " '-f',\n", " '--file',\n", " help='Path for input file. First line should contain number of lines to search in'\n", " )\n", "args = parser.parse_args()\n", "\n", "args.cuda = not args.no_cuda and torch.cuda.is_available()\n", "device = torch.device(\"cuda\" if args.cuda else \"cpu\")\n", "args.save = args.save or 'Results/toys'\n", "setproctitle.setproctitle(args.save)\n", "\n", "torch.manual_seed(args.seed)\n", "if args.cuda:\n", " torch.cuda.manual_seed(args.seed)\n", " torch.cuda.set_device(args.cuda_device)\n", "\n", "if os.path.exists(args.save):\n", " shutil.rmtree(args.save)\n", "os.makedirs(args.save, exist_ok=True)" ] }, { "cell_type": "markdown", "id": "5dfcae1e-222c-4364-bc61-46c265fe06af", "metadata": {}, "source": [ "# Simulated data loading" ] }, { "cell_type": "code", "execution_count": 2, "id": "ada65fa7-b573-44d9-832b-2c7a47b5dd12", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {'num_workers': 1, 'pin_memory': True} if args.cuda else {}\n", "\n", "# get dataloaders\n", "if (args.dataset == 1) or (args.dataset == 2):\n", " X_train, X_test, y_train, y_test = toy_2d(args, sample_size = 10000)\n", "elif args.dataset == 3:\n", " X_train, X_test, y_train, y_test = toy_3d(args, single_size=5000)\n", "\n", "train_dat = TensorDataset(torch.from_numpy(X_train).float(), torch.from_numpy(y_train))\n", "trainLoader = DataLoader(train_dat, batch_size=args.batchSz, shuffle=True)\n", "test_dat = TensorDataset(torch.from_numpy(X_test).float(), torch.from_numpy(y_test))\n", "testLoader = DataLoader(test_dat, batch_size=args.batchSz, shuffle=False)" ] }, { "cell_type": "markdown", "id": "b60f3c85-12f5-4998-9139-2db0ecd0ae2a", "metadata": {}, "source": [ "# Training process" ] }, { "cell_type": "code", "execution_count": 3, "id": "8468b4d6-b433-435b-b1fd-fbb21a014163", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " + Number of params (R net) : 20276\n", " + Number of params (D net) : 16833\n" ] } ], "source": [ "# nets and optimizers setting\n", "R_net = DenseNet(growthRate=12, depth=10, reduction=0.5,\n", " bottleneck=True, ndim = args.latent_dim, nClasses=10)\n", "D_net = Discriminator(ndim = args.latent_dim)\n", "\n", "print(' + Number of params (R net) : {}'.format(\n", " sum([p.data.nelement() for p in R_net.parameters()])))\n", "print(' + Number of params (D net) : {}'.format(\n", " sum([p.data.nelement() for p in D_net.parameters()])))\n", "\n", "if args.cuda:\n", " R_net = R_net.cuda()\n", " D_net = D_net.cuda()\n", "\n", "optimizer_R = optim.Adam(R_net.parameters(), weight_decay=1e-4)\n", "optimizer_D = optim.Adam(D_net.parameters(), weight_decay=1e-4)\n", "\n", "trainF = open(os.path.join(args.save, 'train.csv'), 'w')\n", "testF = open(os.path.join(args.save, 'test.csv'), 'w')" ] }, { "cell_type": "code", "execution_count": 4, "id": "16116d51-c85a-4dcf-95bb-e37df5d4f745", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train Epoch: 1, Loss: 5.1337, Error: 100.0000, dCor_loss: 0.6496, VG: 0.0609, D: 0.69, OG: 0.68\n", "Train Epoch: 2, Loss: 5.0541, Error: 100.0000, dCor_loss: 0.6016, VG: 0.8047, D: 0.71, OG: 0.72\n", "Train Epoch: 3, Loss: 4.7975, Error: 99.1667, dCor_loss: 0.5783, VG: 0.0671, D: 0.71, OG: 0.70\n", "Train Epoch: 4, Loss: 4.7546, Error: 94.1667, dCor_loss: 0.6007, VG: 0.0883, D: 0.71, OG: 0.66\n", "Train Epoch: 5, Loss: 4.7377, Error: 77.5000, dCor_loss: 0.5922, VG: 0.0442, D: 0.68, OG: 0.65\n", "Train Epoch: 6, Loss: 4.7114, Error: 80.8333, dCor_loss: 0.6387, VG: 0.0507, D: 0.69, OG: 0.67\n", "Train Epoch: 7, Loss: 4.7707, Error: 87.5000, dCor_loss: 0.6083, VG: 0.0678, D: 0.70, OG: 0.72\n", "Train Epoch: 8, Loss: 4.7737, Error: 98.3333, dCor_loss: 0.6678, VG: 0.0416, D: 0.70, OG: 0.71\n", "Train Epoch: 9, Loss: 4.7226, Error: 84.1667, dCor_loss: 0.5547, VG: 0.3677, D: 0.67, OG: 0.78\n", "Train Epoch: 10, Loss: 4.7163, Error: 76.6667, dCor_loss: 0.6282, VG: 0.0448, D: 0.69, OG: 0.66\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Train Epoch: 11, Loss: 4.8271, Error: 100.0000, dCor_loss: 0.5880, VG: 0.1435, D: 0.68, OG: 0.77\n", "Train Epoch: 12, Loss: 4.8515, Error: 98.3333, dCor_loss: 0.6039, VG: 0.6926, D: 0.68, OG: 0.73\n", "Train Epoch: 13, Loss: 4.8757, Error: 100.0000, dCor_loss: 0.6449, VG: 0.0342, D: 0.68, OG: 0.71\n", "Train Epoch: 14, Loss: 4.7594, Error: 95.0000, dCor_loss: 0.6188, VG: 0.0519, D: 0.69, OG: 0.67\n", "Train Epoch: 15, Loss: 4.8208, Error: 97.5000, dCor_loss: 0.5921, VG: 0.0295, D: 0.69, OG: 0.68\n", "Train Epoch: 16, Loss: 5.0234, Error: 100.0000, dCor_loss: 0.6548, VG: 0.0195, D: 0.69, OG: 0.71\n", "Train Epoch: 17, Loss: 4.9168, Error: 100.0000, dCor_loss: 0.5963, VG: 0.0322, D: 0.69, OG: 0.69\n", "Train Epoch: 18, Loss: 5.0287, Error: 100.0000, dCor_loss: 0.5803, VG: 0.0468, D: 0.69, OG: 0.69\n", "Train Epoch: 19, Loss: 4.9078, Error: 100.0000, dCor_loss: 0.6310, VG: 0.0344, D: 0.69, OG: 0.68\n", "Train Epoch: 20, Loss: 4.8624, Error: 99.1667, dCor_loss: 0.6452, VG: 0.4576, D: 0.66, OG: 0.71\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Train Epoch: 21, Loss: 4.9008, Error: 98.3333, dCor_loss: 0.6293, VG: 0.3432, D: 0.68, OG: 0.68\n", "Train Epoch: 22, Loss: 4.7611, Error: 95.0000, dCor_loss: 0.6207, VG: 0.1039, D: 0.69, OG: 0.66\n", "Train Epoch: 23, Loss: 4.8182, Error: 100.0000, dCor_loss: 0.6211, VG: 0.0338, D: 0.69, OG: 0.68\n", "Train Epoch: 24, Loss: 4.7539, Error: 81.6667, dCor_loss: 0.6134, VG: 0.0255, D: 0.69, OG: 0.69\n", "Train Epoch: 25, Loss: 4.7712, Error: 87.5000, dCor_loss: 0.6116, VG: 0.0199, D: 0.69, OG: 0.71\n", "Train Epoch: 26, Loss: 4.8258, Error: 95.8333, dCor_loss: 0.6232, VG: 0.0449, D: 0.70, OG: 0.67\n", "Train Epoch: 27, Loss: 4.8684, Error: 100.0000, dCor_loss: 0.6106, VG: 0.0389, D: 0.69, OG: 0.68\n", "Train Epoch: 28, Loss: 4.7622, Error: 82.5000, dCor_loss: 0.6299, VG: 0.0201, D: 0.69, OG: 0.72\n", "Train Epoch: 29, Loss: 4.8578, Error: 100.0000, dCor_loss: 0.6380, VG: 0.0053, D: 0.69, OG: 0.69\n", "Train Epoch: 30, Loss: 5.0126, Error: 100.0000, dCor_loss: 0.6087, VG: 0.0179, D: 0.69, OG: 0.69\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Done!\n" ] } ], "source": [ "for epoch in range(1, args.nEpochs + 1):\n", " if epoch < 50: zlr = 2.0\n", " elif epoch == 50: zlr = 1.5\n", " elif epoch == 150: zlr = 1.0\n", " \n", " train(args, epoch, R_net, D_net, trainLoader, optimizer_R, optimizer_D, trainF, zlr, device)\n", " # test(args, epoch, R_net, testLoader, optimizer_R, testF, device)\n", " \n", " if epoch % 10 == 0:\n", " X_train, y_train = npLoader(trainLoader, R_net, device)\n", " X_test, y_test = npLoader(testLoader, R_net, device)\n", " scatter_plots(X_test, y_test)\n", " plt.show()\n", "\n", "trainF.close()\n", "testF.close()\n", "print(\"Done!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "419c0130-f5f0-4e40-89f5-63c765176f4c", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }