{ "cells": [ { "cell_type": "markdown", "id": "a42f573a", "metadata": {}, "source": [ "# Time Series Synthesis with Irregular Data\n", "\n", "In this tutorial, we will demonstrate how to synthesize time series, given irregular time series. \n", "\n", "## Problem setting\n", "Standard time series synthesis assumes that time series data are regularly sampled, i.e. a time series window $\\mathbf{x} \\in \\mathbb{R}^{T \\times D}$, where $T$ is series length and $D$ is channels.\n", "\n", "Regularly sampled, $\\mathbf{x} = [x_1, x_2, \\cdots, x_T]$, is evenly spaced. However, some time series data may have missing time steps, or naturally unevenly measured (e.g. patient health measurements). \n", "\n", "Then, how to generate complete T-step time series with irregular data? `GenTS` implement KoVAE, GTGAN, and neural differential equation-based models for such task." ] }, { "cell_type": "markdown", "id": "4b9012d0", "metadata": {}, "source": [ "## Implementation\n", "### 1. import modules" ] }, { "cell_type": "code", "execution_count": 1, "id": "84049fb5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wcx/anaconda3/envs/gents/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "CUDA extension for cauchy multiplication not found. Install by going to extensions/cauchy/ and running `python setup.py install`. This should speed up end-to-end training by 10-50%\n", "Falling back on slow Cauchy kernel. Install at least one of pykeops or the CUDA extension for efficiency.\n", "Falling back on slow Vandermonde kernel. Install pykeops for improved memory efficiency.\n" ] } ], "source": [ "import torch\n", "from gents.dataset import Spiral2D\n", "from gents.model import KoVAE\n", "from lightning import Trainer\n", "from gents.evaluation import tsne_visual\n", "from gents.evaluation import context_fid\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "c88d5928", "metadata": {}, "source": [ "### 2. setup datamodule and model\n", "Here, we set `irregular_droput=0.2` in `Spiral2D` to manually build a irregular dataset. This will randomly mark some time steps as *missing*, and render a `data_mask` for each batch. \n", "\n", "For `KoVAE` and `GTGAN`, they need pre-interpolation coefficients for training, thus we need to add coeffs in datamodule by `add_coeffs='cubic_spline'`.\n", "\n", "We set $T=24$ for illustration." ] }, { "cell_type": "code", "execution_count": 2, "id": "4b21216d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading 2DSpiral dataset in ../data/2DSpiral.pt\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dm = Spiral2D(\n", " seq_len=24,\n", " batch_size=64,\n", " num_samples=1000,\n", " data_dir=\"../data\",\n", " irregular_dropout=0.1,\n", " add_coeffs='cubic_spline'\n", ")\n", "model = KoVAE(\n", " seq_len=dm.seq_len,\n", " seq_dim=dm.seq_dim,\n", " irregular_ts=True\n", ")\n", "\n", "# show data\n", "dm.prepare_data()\n", "dm.setup(\"fit\")\n", "full_data = next(iter(dm.train_dataloader()))[\"seq\"]\n", "data_mask = next(iter(dm.train_dataloader()))[\"data_mask\"]\n", "fig, ax = plt.subplots(1)\n", "ax.plot(\n", " full_data.masked_fill(~data_mask, float(\"nan\"))[0, :, :],\n", " label=[\"channel0\", \"channel1\"],\n", ")\n", "ax.set_title(\"example of irregular data\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 3, "id": "13447d9f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "HPU available: False, using: 0 HPUs\n", "You are using a CUDA device ('NVIDIA GeForce RTX 3080 Ti') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1,2,3]\n", "\n", " | Name | Type | Params | Mode \n", "--------------------------------------------------------------\n", "0 | encoder | VKEncoderIrregular | 7.7 K | train\n", "1 | decoder | VKDecoder | 19.5 K | train\n", "2 | z_prior_gru | GRUCell | 2.3 K | train\n", "3 | z_prior_mean | Linear | 336 | train\n", "4 | z_prior_logvar | Linear | 336 | train\n", "5 | z_mean | Linear | 656 | train\n", "6 | z_logvar | Linear | 656 | train\n", "--------------------------------------------------------------\n", "31.5 K Trainable params\n", "0 Non-trainable params\n", "31.5 K Total params\n", "0.126 Total estimated model params size (MB)\n", "20 Modules in train mode\n", "0 Modules in eval mode\n", "`Trainer.fit` stopped: `max_epochs=500` reached.\n" ] } ], "source": [ "trainer = Trainer(max_epochs=500, devices=[0], enable_progress_bar=False)\n", "trainer.fit(model, dm)" ] }, { "cell_type": "markdown", "id": "5faec607", "metadata": {}, "source": [ "### 3. Evaluation\n", "Qualitative evaluation: TSNE visualization" ] }, { "cell_type": "code", "execution_count": 4, "id": "b127ec96", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# testing\n", "dm.setup(\"test\")\n", "full_data = torch.cat([batch[\"seq\"] for batch in dm.test_dataloader()])\n", "# generate samples with the same number as real data\n", "gen_data = model.sample(n_sample=len(full_data)) \n", "tsne_visual(full_data, gen_data)" ] }, { "cell_type": "markdown", "id": "2e08ff92", "metadata": {}, "source": [ "generated full-step time series V.S. real full-step data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(full_data[0], label=['real channel0', 'real channel1'])\n", "plt.plot(gen_data[0], label=['gen channel0', 'gen channel1'])\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "3d8a6c43", "metadata": {}, "source": [ "Quantitative evaluation: context-fid" ] }, { "cell_type": "code", "execution_count": 6, "id": "92493752", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train a new ts2vec model\n" ] }, { "data": { "text/plain": [ "np.float64(0.6277645451550916)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "context_fid(full_data.numpy(), gen_data.numpy(), device=\"cuda:0\", train_data=dm.train_ds.data.numpy())" ] } ], "metadata": { "kernelspec": { "display_name": "gents", "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": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }