From 46dd6743b3929cd9de1a2732d33b88000b104a07 Mon Sep 17 00:00:00 2001
From: Maxim Ziatdinov <34245227+ziatdinovmax@users.noreply.github.com>
Date: Fri, 18 Jun 2021 20:49:17 -0400
Subject: [PATCH] Created using Colaboratory
---
examples/pyroVED_examples_C_cont_VAE.ipynb | 1057 ++++++++++++++++++++
1 file changed, 1057 insertions(+)
create mode 100644 examples/pyroVED_examples_C_cont_VAE.ipynb
diff --git a/examples/pyroVED_examples_C_cont_VAE.ipynb b/examples/pyroVED_examples_C_cont_VAE.ipynb
new file mode 100644
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@@ -0,0 +1,1057 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "pyroVED_examples_C_cont_VAE.ipynb",
+ "provenance": [],
+ "collapsed_sections": [],
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "accelerator": "GPU"
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "caW4JMQ2tcuY"
+ },
+ "source": [
+ "# Conditioning VAE on a continuous \"property\" vector\n",
+ "\n",
+ "Prepared by Maxim Ziatdinov\n",
+ "\n",
+ "\n",
+ "---\n",
+ "\n",
+ "This notebook denonstrates how to condition VAE on a *known* property (orproperties) of the data to help it discover the unknown ones. We demnstrate it using synthetic 1D spectral data with random variations in peak position and width.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "\n",
+ "\n",
+ "E-mail: ziatdinovmax@gmail.com"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "-SZPuudhPDiu"
+ },
+ "source": [
+ "Install pyroVED package:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "DbarJgF9KPu0",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "095f0ee3-bf52-4494-e108-938863cdb995"
+ },
+ "source": [
+ "!pip install git+https://github.com/ziatdinovmax/pyroved"
+ ],
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Collecting git+https://github.com/ziatdinovmax/pyroved\n",
+ " Cloning https://github.com/ziatdinovmax/pyroved to /tmp/pip-req-build-g_yddg2_\n",
+ " Running command git clone -q https://github.com/ziatdinovmax/pyroved /tmp/pip-req-build-g_yddg2_\n",
+ "Collecting pyro-ppl>=1.6.0\n",
+ "\u001b[?25l Downloading https://files.pythonhosted.org/packages/aa/7a/fbab572fd385154a0c07b0fa138683aa52e14603bb83d37b198e5f9269b1/pyro_ppl-1.6.0-py3-none-any.whl (634kB)\n",
+ "\u001b[K |████████████████████████████████| 634kB 15.6MB/s \n",
+ "\u001b[?25hRequirement already satisfied: matplotlib<3.4,>=3.2 in /usr/local/lib/python3.7/dist-packages (from pyroved==0.2.3) (3.2.2)\n",
+ "Requirement already satisfied: torchvision>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from pyroved==0.2.3) (0.10.0+cu102)\n",
+ "Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (1.19.5)\n",
+ "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (3.3.0)\n",
+ "Requirement already satisfied: tqdm>=4.36 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (4.41.1)\n",
+ "Collecting pyro-api>=0.1.1\n",
+ " Downloading https://files.pythonhosted.org/packages/fc/81/957ae78e6398460a7230b0eb9b8f1cb954c5e913e868e48d89324c68cec7/pyro_api-0.1.2-py3-none-any.whl\n",
+ "Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (1.9.0+cu102)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (1.3.1)\n",
+ "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (2.4.7)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (0.10.0)\n",
+ "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (2.8.1)\n",
+ "Requirement already satisfied: pillow>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision>=0.7.0->pyroved==0.2.3) (7.1.2)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.8.0->pyro-ppl>=1.6.0->pyroved==0.2.3) (3.7.4.3)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib<3.4,>=3.2->pyroved==0.2.3) (1.15.0)\n",
+ "Building wheels for collected packages: pyroved\n",
+ " Building wheel for pyroved (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for pyroved: filename=pyroved-0.2.3-cp37-none-any.whl size=46301 sha256=57f4ad56344e5d42e54fdfe56417ecaed571a2e379a465e0f4d6e07fd1cb43b3\n",
+ " Stored in directory: /tmp/pip-ephem-wheel-cache-ad2mzal0/wheels/2d/11/95/d917fd32a13c6886b23783a3ac409d888b53a5389ae07d26d5\n",
+ "Successfully built pyroved\n",
+ "Installing collected packages: pyro-api, pyro-ppl, pyroved\n",
+ "Successfully installed pyro-api-0.1.2 pyro-ppl-1.6.0 pyroved-0.2.3\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "yaevNk8GxmwM"
+ },
+ "source": [
+ "Imports:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WK-h3pm5KZyd"
+ },
+ "source": [
+ "import pyroved as pv\n",
+ "import torch\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ],
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "cwEybJEX0_7r"
+ },
+ "source": [
+ "First, we prepare our synthetic data representing 1D Gaussian signals with different widths that is randomly shifted along the *x*-axis and is corrupted by noise."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "KT3bq7NJxs1G"
+ },
+ "source": [
+ "def gaussian(x, mu, sig):\n",
+ " return torch.exp(-torch.pow(x - mu, 2.) / (2 * torch.pow(sig, 2.)))\n",
+ "\n",
+ "n_samples = 5000 # number of samples\n",
+ "l_signal = 100 # signal length\n",
+ "\n",
+ "# Generate synthetic dataset with randomly shifted noisy 1D signal\n",
+ "torch.manual_seed(1) # for reproducibility\n",
+ "x = torch.linspace(-12, 12, l_signal).expand(n_samples, l_signal)\n",
+ "noise = torch.randint(1, 100, (n_samples, 1)) / 1e3\n",
+ "mu = torch.randint(-30, 30, size=(n_samples, 1)) / 10\n",
+ "sig = torch.randint(50, 500, size=(n_samples, 1)) / 1e2\n",
+ "train_data = gaussian(x, mu, sig) + noise * torch.randn(size=(n_samples, l_signal))\n",
+ "# Normalize to (0, 1)\n",
+ "train_data = (train_data - train_data.min()) / (train_data.max() - train_data.min())"
+ ],
+ "execution_count": 3,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "_ouqe1kjg9IJ"
+ },
+ "source": [
+ "# Initialize train loader\n",
+ "train_loader = pv.utils.init_dataloader(train_data.unsqueeze(1), mu, batch_size=64)"
+ ],
+ "execution_count": 4,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 469
+ },
+ "id": "YE8vs9-VuKBA",
+ "outputId": "3c7532ec-98b2-42b5-fe4e-63265dd4f561"
+ },
+ "source": [
+ "fig, axes = plt.subplots(8, 8, figsize=(8, 8),\n",
+ " subplot_kw={'xticks':[], 'yticks':[]},\n",
+ " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n",
+ "\n",
+ "for ax, (y, m) in zip(axes.flat, train_loader):\n",
+ " ax.plot(x[0], y[0, 0])\n",
+ " ax.set_ylim(-0.15, 1.0)\n",
+ " ax.text(0.05, 0.05, str(np.around(m[0].item(), decimals=4)),\n",
+ " transform=ax.transAxes, color='green')"
+ ],
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
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