diff --git a/.github/ISSUE_TEMPLATE/config.yaml b/.github/ISSUE_TEMPLATE/config.yml similarity index 78% rename from .github/ISSUE_TEMPLATE/config.yaml rename to .github/ISSUE_TEMPLATE/config.yml index b967df78..82ce43b4 100644 --- a/.github/ISSUE_TEMPLATE/config.yaml +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -2,4 +2,4 @@ blank_issues_enabled: false contact_links: - name: "\U0001F4DA BaiscTS user documentation" url: https://github.com/GestaltCogTeam/BasicTS/blob/master/tutorial/getting_started.md - about: Documentation for users of BaiscTS \ No newline at end of file + about: Documentation for users of BaiscTS diff --git a/scripts/data_visualization/distribution_visualization.ipynb b/scripts/data_visualization/distribution_visualization.ipynb new file mode 100644 index 00000000..64a391b3 --- /dev/null +++ b/scripts/data_visualization/distribution_visualization.ipynb @@ -0,0 +1,292 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# change dir\n", + "import os\n", + "PROJECT_DIR = os.path.abspath(os.path.abspath('') + \"/../..\")\n", + "print(f\"Changing directory to {PROJECT_DIR}\")\n", + "os.chdir(PROJECT_DIR)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.neighbors import KernelDensity\n", + "\n", + "from basicts.data import TimeSeriesForecastingDataset\n", + "from basicts.utils import get_regular_settings\n", + "\n", + "DATA_NAME = \"PEMS07\"\n", + "\n", + "NUM_SAMPLES_PLOT = 1000 # number of samples used to plot\n", + "\n", + "\n", + "regular_settings = get_regular_settings(DATA_NAME)\n", + "INPUT_LEN = regular_settings['INPUT_LEN'] # Length of input sequence\n", + "OUTPUT_LEN = regular_settings['OUTPUT_LEN'] # Length of output sequence\n", + "TRAIN_VAL_TEST_RATIO = regular_settings['TRAIN_VAL_TEST_RATIO'] # Train/Validation/Test split ratios\n", + "RESCALE = regular_settings['RESCALE'] # Whether to rescale the data\n", + "NULL_VAL = regular_settings['NULL_VAL'] # Null value in the data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# KDE\n", + "def get_kde_pair(data1, data2, bandwidth=5, kernel='gaussian'):\n", + " eps = 1e-6\n", + " \n", + " data_min = min(data1.min(), data2.min())\n", + " data_max = max(data1.max(), data2.max())\n", + " step = (data_max - data_min) / 1000\n", + " # get kde\n", + " kde1 = KernelDensity(bandwidth=bandwidth, kernel=kernel).fit(data1)\n", + " kde2 = KernelDensity(bandwidth=bandwidth, kernel=kernel).fit(data2)\n", + " # get boundary\n", + " while True:\n", + " p1, p2 = np.exp(kde1.score(np.array([data_min]).reshape(-1, 1))), np.exp(kde2.score(np.array([data_min]).reshape(-1, 1)))\n", + " p = max(p1, p2)\n", + " if p < eps: break\n", + " else: data_min = data_min - step\n", + " while True:\n", + " p1, p2 = np.exp(kde1.score(np.array([data_max]).reshape(-1, 1))), np.exp(kde2.score(np.array([data_max]).reshape(-1, 1)))\n", + " p = max(p1, p2)\n", + " if p < eps: break\n", + " else: data_max = data_max + step\n", + " x = np.linspace(data_min, data_max, 1000)\n", + " # get curves\n", + " kde1_curve = np.exp(kde1.score_samples(x.reshape(-1, 1)))\n", + " kde2_curve = np.exp(kde2.score_samples(x.reshape(-1, 1)))\n", + " return x, kde1_curve, kde2_curve\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_param = {\n", + " 'dataset_name': DATA_NAME,\n", + " 'train_val_test_ratio': TRAIN_VAL_TEST_RATIO,\n", + " 'input_len': INPUT_LEN,\n", + " 'output_len': OUTPUT_LEN,\n", + "}\n", + "# get dataloader\n", + "train_dataset = TimeSeriesForecastingDataset(**dataset_param, mode='train')\n", + "valid_dataset = TimeSeriesForecastingDataset(**dataset_param, mode='valid')\n", + "test_dataset = TimeSeriesForecastingDataset(**dataset_param, mode='test')\n", + "\n", + "# the whole training data\n", + "train_data = np.stack([train_dataset[i]['inputs'][:, :, 0] for i in range(len(train_dataset))], axis=0) # train_dataset[i]: (future_data, history_data)\n", + "valid_data = np.stack([valid_dataset[i]['inputs'][:, :, 0] for i in range(len(valid_dataset))], axis=0)\n", + "test_data = np.stack([test_dataset[i]['inputs'][:, :, 0] for i in range(len(test_dataset))], axis=0) # [num_samples, input_len, num_nodes]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_data = torch.from_numpy(train_data).float()\n", + "valid_data = torch.from_numpy(valid_data).float()\n", + "test_data = torch.from_numpy(test_data).float()\n", + "\n", + "train_data = train_data.transpose(1, 2).contiguous().view(-1, train_data.size(-2)) # [num_samples * num_nodes, input_len]\n", + "valid_data = valid_data.transpose(1, 2).contiguous().view(-1, valid_data.size(-2))\n", + "test_data = test_data.transpose(1, 2).contiguous().view(-1, test_data.size(-2))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# t-SNE visualization\n", + "# 指定默认字体为 Times New Roman\n", + "# plt.rcParams['font.sans-serif'] = ['Times New Roman']\n", + "plt.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题\n", + "\n", + "import numpy as np\n", + "\n", + "train_random_indices = np.random.choice(train_data.size(0), NUM_SAMPLES_PLOT, replace=False)\n", + "valid_random_indices = np.random.choice(valid_data.size(0), NUM_SAMPLES_PLOT, replace=False)\n", + "test_random_indices = np.random.choice(test_data.size(0), NUM_SAMPLES_PLOT, replace=False)\n", + "train_data_sample = train_data[train_random_indices].numpy()\n", + "valid_data_sample = valid_data[valid_random_indices].numpy()\n", + "test_data_sample = test_data[test_random_indices].numpy()\n", + "\n", + "# concatenate all data\n", + "all_data = np.concatenate([train_data_sample, valid_data_sample, test_data_sample], axis=0)\n", + "data_tsne = TSNE(n_components=2, random_state=0).fit_transform(all_data)\n", + "\n", + "# get each data\n", + "train_tsne = data_tsne[:NUM_SAMPLES_PLOT]\n", + "valid_tsne = data_tsne[NUM_SAMPLES_PLOT:2*NUM_SAMPLES_PLOT]\n", + "test_tsne = data_tsne[2*NUM_SAMPLES_PLOT:3*NUM_SAMPLES_PLOT]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "up_x, up_kde1, up_kde2 = get_kde_pair(train_tsne[:, [0]], test_tsne[:, [0]])\n", + "right_x, right_kde1, right_kde2 = get_kde_pair(train_tsne[:, [1]], test_tsne[:, [1]])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_min, x_max = up_x.min(), up_x.max()\n", + "y_min, y_max = right_x.min(), right_x.max()\n", + "# plt.gca().set_facecolor('#eeeefe')\n", + "plt.scatter(train_tsne[:, 0], train_tsne[:, 1], c='#1744a8', label='Training', edgecolors='#11317c', alpha=0.2)\n", + "plt.scatter(test_tsne[:, 0], test_tsne[:, 1], c='#b90104', label='Testing', edgecolors='#7e0004', alpha=0.2)\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(y_min, y_max)\n", + "plt.grid(color = 'gray', linestyle = '--', linewidth = 0.5)\n", + "plt.legend(title=\"Period\", fontsize=15, markerscale=1.5, title_fontsize=15, alignment=\"right\")\n", + "# save\n", + "plt.savefig('kde_tsne_{0}.png'.format(DATA_NAME), dpi=300, bbox_inches='tight')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plt upper kde\n", + "## set size\n", + "plt.figure(figsize=(7, 1.5))\n", + "plt.grid(color = 'gray', linestyle = '--', linewidth = 0.5)\n", + "plt.plot(up_x, up_kde1, label='train', c='#1744a8', alpha=0.8)\n", + "plt.plot(up_x, up_kde2, label='test', c='#b90104', alpha=0.8)\n", + "# plt.xticks([])\n", + "plt.yticks([])\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(0, max(max(up_kde1), max(up_kde2)) * 1.1)\n", + "plt.fill_between(x=up_x, y1=0, y2=up_kde1, facecolor='#1744a8', alpha=0.3)\n", + "plt.fill_between(x=up_x, y1=0, y2=up_kde2, facecolor='#b90104', alpha=0.3)\n", + "# save\n", + "plt.savefig('kde_tsne_{0}_up.png'.format(DATA_NAME), dpi=300, bbox_inches='tight')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plt right kde\n", + "## set size\n", + "plt.figure(figsize=(7, 1.5))\n", + "plt.grid(color = 'gray', linestyle = '--', linewidth = 0.5)\n", + "plt.plot(right_x, right_kde1, label='train', c='#1744a8', alpha=0.8)\n", + "plt.plot(right_x, right_kde2, label='test', c='#b90104', alpha=0.8)\n", + "# plt.xticks([])\n", + "plt.yticks([])\n", + "plt.xlim(y_min, y_max)\n", + "plt.ylim(0, max(max(right_kde1), max(right_kde2)) * 1.1)\n", + "plt.fill_between(x=right_x, y1=0, y2=right_kde1, facecolor='#1744a8', alpha=0.3)\n", + "plt.fill_between(x=right_x, y1=0, y2=right_kde2, facecolor='#b90104', alpha=0.3)\n", + "# save\n", + "plt.savefig('kde_tsne_{0}_right.png'.format(DATA_NAME), dpi=300, bbox_inches='tight')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "th231", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}