{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Deblending with *Scarlet*\n", "
Owner(s): **Fred Moolekamp** ([@fred3m](https://github.com/LSSTScienceCollaborations/StackClub/issues/new?body=@fred3m))\n", "
Level: **Intermediate**\n", "
Last Verified to Run: **2021-03-26**\n", "
Verified Stack Release: **v21.0.0**\n", "\n", "The purpose of this tutorial is to familiarize you with the basics of using `scarlet` to model blended scenes, and how tweaking various objects and parameters affects the resulting model. This tutorial use `scarlet` as a stand-alone package, and does not depend on the LSST DM Science Pipelines. This notebook was developed from an early version of the [scarlet quickstart tutorial](https://pmelchior.github.io/scarlet/0-quickstart.html). A tutorial that is more focused on using `scarlet` in the context of the LSST DM Science Pipelines is available at [Deblending/LsstStackDeblender.ipynb](../Deblending/LsstStackDeblender.ipynb).\n", "\n", "### Learning Objectives:\n", "\n", "After working through this tutorial you should be able to: \n", "1. Configure and run `scarlet` on a test list of objects;\n", "2. Understand its various model assumptions and applied constraints.\n", "\n", "More documentation is available on in the `scarlet` [docs](https://pmelchior.github.io/scarlet/) and the core concepts of the code are discussed [here](https://pmelchior.github.io/scarlet/1-concepts.html).\n", "\n", "### Logistics\n", "This notebook is intended to be runnable on `lsst-lsp-stable.ncsa.illinois.edu` from a local git clone of https://github.com/LSSTScienceCollaborations/StackClub.\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:31.149585Z", "iopub.status.busy": "2021-04-23T20:41:31.145847Z", "iopub.status.idle": "2021-04-23T20:41:33.141633Z", "shell.execute_reply": "2021-04-23T20:41:33.142859Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nb-kadrlica-r21-0-0\r\n", "lsst_distrib 21.0.0+973e4c9e85 \tcurrent v21_0_0 setup\r\n" ] } ], "source": [ "# What version of the Stack are we using?\n", "! echo $HOSTNAME\n", "! eups list -s | grep lsst_distrib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:33.157121Z", "iopub.status.busy": "2021-04-23T20:41:33.155775Z", "iopub.status.idle": "2021-04-23T20:41:34.055532Z", "shell.execute_reply": "2021-04-23T20:41:34.056774Z" } }, "outputs": [], "source": [ "# Import the necessary libraries\n", "import os\n", "\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "# don't interpolate the pixels\n", "matplotlib.rc('image', interpolation='none')\n", "\n", "import numpy as np\n", "from astropy.visualization.lupton_rgb import AsinhMapping\n", "\n", "import scarlet\n", "import scarlet.display\n", "from astropy.visualization.lupton_rgb import AsinhMapping, LinearMapping" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:34.066039Z", "iopub.status.busy": "2021-04-23T20:41:34.064580Z", "iopub.status.idle": "2021-04-23T20:41:34.069246Z", "shell.execute_reply": "2021-04-23T20:41:34.070380Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scarlet: 1.0.1+unknown\n" ] } ], "source": [ "print(\"scarlet: %s\"%scarlet.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Display functions\n", "\n", "Below are several useful functions used throughout this tutorial to visualize the data and models." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:34.092582Z", "iopub.status.busy": "2021-04-23T20:41:34.091161Z", "iopub.status.idle": "2021-04-23T20:41:34.094061Z", "shell.execute_reply": "2021-04-23T20:41:34.095182Z" } }, "outputs": [], "source": [ "def show_psfs(psfs, filters, norm=None):\n", " rows = int(np.ceil(len(psfs)/3))\n", " columns = min(len(psfs), 3)\n", " figsize = (45/columns, rows*5)\n", " fig = plt.figure(figsize=figsize)\n", " ax = [fig.add_subplot(rows, columns, n+1) for n in range(len(psfs))]\n", " for n, psf in enumerate(psfs):\n", " im = ax[n].imshow(psf, norm=norm)\n", " ax[n].set_title(\"{0}-band PSF\".format(filters[n]))\n", " plt.colorbar(im, ax=ax[n])\n", " plt.show()\n", "\n", "def display_diff_kernels(psf_blend, diff_kernels):\n", " model = psf_blend.get_model()\n", " for b, component in enumerate(psf_blend.components):\n", " fig = plt.figure(figsize=(15,2.5))\n", " ax = [fig.add_subplot(1,4,n+1) for n in range(4)]\n", " # Display the psf\n", " ax[0].set_title(\"psf\")\n", " _img = ax[0].imshow(psfs[b])\n", " fig.colorbar(_img, ax=ax[0])\n", " # Display the model\n", " ax[1].set_title(\"modeled psf\")\n", " _model = np.ma.array(model[b], mask=model[b]==0)\n", " _img = ax[1].imshow(_model)\n", " fig.colorbar(_img, ax=ax[1])\n", " # Display the difference kernel\n", " ax[2].set_title(\"difference kernel\")\n", " _img = ax[2].imshow(np.ma.array(diff_kernels[b], mask=diff_kernels[b]==0))\n", " fig.colorbar(_img, ax=ax[2])\n", " # Display the residual\n", " ax[3].set_title(\"residual\")\n", " residual = psfs[b]-model[b]\n", " vabs = np.max(np.abs(residual))\n", " _img = ax[3].imshow(residual, vmin=-vabs, vmax=vabs, cmap='seismic')\n", " fig.colorbar(_img, ax=ax[3])\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load and Display the data\n", "\n", "The `file_path` points to a directory with 147 HSC blends from the COSMOS field detected by the LSST pipeline. Changing `idx` below will select a different blend." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:34.111813Z", "iopub.status.busy": "2021-04-23T20:41:34.110495Z", "iopub.status.idle": "2021-04-23T20:41:35.695150Z", "shell.execute_reply": "2021-04-23T20:41:35.696421Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-04-23 20:41:34-- https://github.com/pmelchior/scarlet/raw/master/data/hsc_cosmos_35.npz\r\n", "Resolving github.com (github.com)... 140.82.112.4\r\n", "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\r\n", "HTTP request sent, awaiting response... 302 Found\r\n", "Location: https://raw.githubusercontent.com/pmelchior/scarlet/master/data/hsc_cosmos_35.npz [following]\r\n", "--2021-04-23 20:41:35-- https://raw.githubusercontent.com/pmelchior/scarlet/master/data/hsc_cosmos_35.npz\r\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.108.133, ...\r\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\r\n", "HTTP request sent, awaiting response... 200 OK\r\n", "Length: 242498 (237K) [application/octet-stream]\r\n", "Saving to: ‘hsc_cosmos_35.npz’\r\n", "\r\n", "100%[======================================>] 242,498 --.-K/s in 0.02s \r\n", "\r\n", "2021-04-23 20:41:35 (15.4 MB/s) - ‘hsc_cosmos_35.npz’ saved [242498/242498]\r\n", "\r\n", "Background RMS: [0.35903206 0.85931915 1.004924 1.2481077 1.1298395 ]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load the sample images\n", "filename = 'hsc_cosmos_35.npz'\n", "if not os.path.exists(filename): \n", " github=\"https://github.com/pmelchior/scarlet/raw/master/data/\"\n", " !wget {github}{filename}\n", "data = np.load(filename)\n", "\n", "images = data[\"images\"]\n", "weights = 1/data[\"variance\"]\n", "peaks = data[\"catalog\"]\n", "psfs = data[\"psfs\"]\n", "filters = [\"G\", \"R\", \"I\", \"Z\", \"Y\"]\n", "\n", "# Only a rough estimate of the background is needed\n", "# to initialize and resize the sources\n", "bg_rms = np.std(images, axis=(1,2))\n", "print(\"Background RMS: {0}\".format(bg_rms))\n", "\n", "# Use Asinh scaling for the images\n", "norm = AsinhMapping(minimum=images.min(), stretch=images.max()/20, Q=10)\n", "\n", "# Convert the image to an RGB image\n", "plt.figure(figsize=(10,10))\n", "img_rgb = scarlet.display.img_to_rgb(images, norm=norm)\n", "plt.imshow(img_rgb)\n", "plt.title(\"Image: {}\".format(filename))\n", "for k, src in enumerate(peaks):\n", " plt.text(src[0], src[1], str(k), color=\"cyan\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display PSFs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also take a look at the `psfs`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:35.806097Z", "iopub.status.busy": "2021-04-23T20:41:35.765985Z", "iopub.status.idle": "2021-04-23T20:41:36.593788Z", "shell.execute_reply": "2021-04-23T20:41:36.595216Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_psfs(psfs, filters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Define the model and observation frames\n", "\n", "A `Frame` in scarlet is the metadata that defines the hyperspectral data cube, including dimensions, WCS (optional), and the PSF (technically optional but recommended). So we need to define a frame for our model and for the `Observation`, which contains the image and variance data for the observations of the scene that we are deblending. We will create an initial model `Frame` that uses a narrow Gaussian PSF and an `Observation` that consists of multiple bands of an HSC coadded image. See https://pmelchior.github.io/scarlet/1-concepts.html for more on `Frame`s and `Observation`s.\n", "\n", "In scarlet it is possible to deblend scenes that have observations with different instruments that have different resolutions and/or observations that have not been coadded; however, that is outside the scope of this tutorial and the interested reader is referred to https://pmelchior.github.io/scarlet/tutorials/multiresolution.html." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:36.608919Z", "iopub.status.busy": "2021-04-23T20:41:36.607470Z", "iopub.status.idle": "2021-04-23T20:41:36.614977Z", "shell.execute_reply": "2021-04-23T20:41:36.616119Z" } }, "outputs": [], "source": [ "# Image psfs\n", "psf = scarlet.ImagePSF(psfs)\n", "# We need to provide a reference PSF for the model. We choose a minimal Gaussian PSF as our reference kernel\n", "model_psf = scarlet.GaussianPSF(sigma=(0.9,)*len(filters))\n", "\n", "# Create the initial frame (metadata for the model).\n", "frame = scarlet.Frame(images.shape, psfs=model_psf, channels=filters)\n", "\n", "# Create our observation\n", "observation = scarlet.Observation(images, psfs=psf, channels=filters, weights=weights).match(frame)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Initializing Sources\n", "\n", "Astrophysical objects are modeled in scarlet as a collection of components, where each component has a single SED that is constant over it's morphology (band independent intensity). So a single source might have multiple components, like a bulge and disk, or a single component.\n", "\n", "The different classes that inherit from `Source` mainly differ in how they are initialized, and otherwise behave similarly during the optimization routine. This section illustrates the differences between different source initialization classes.\n", "\n", "WARNING: Scarlet accepts source positions using the numpy/C++ convention of *(y,x)*, which is different than the astropy and LSST stack convention of *(x,y)*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we demonstrate the usage of `ExtendedSource`, which initializes each object as a single component with maximum flux at the peak that falls off monotonically and has 180 degree symmetry." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:36.625639Z", "iopub.status.busy": "2021-04-23T20:41:36.624377Z", "iopub.status.idle": "2021-04-23T20:41:39.725827Z", "shell.execute_reply": "2021-04-23T20:41:39.727178Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sources = [scarlet.ExtendedSource(frame, (peak[1], peak[0]), observation) for peak in peaks]\n", "\n", "# Display the initial guess for each source\n", "scarlet.display.show_sources(sources,\n", " norm=norm,\n", " observation=observation,\n", " show_rendered=True,\n", " show_observed=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise:\n", "\n", "1. Experiment with the above code by using ; and using `MultiComponentSource`, which models a source as two components (a bulge and a disk) that are each symmetric and montonically decreasing from the peak." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Deblending a scene\n", "\n", "The `Blend` class contains the list of sources, the observation(s), and any other configuration parameters necessary to fit the data." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:39.737860Z", "iopub.status.busy": "2021-04-23T20:41:39.736495Z", "iopub.status.idle": "2021-04-23T20:41:39.739770Z", "shell.execute_reply": "2021-04-23T20:41:39.740793Z" } }, "outputs": [], "source": [ "blend = scarlet.Blend(sources, observation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we can fit a model, given a maximum number of iterations and the relative error required for convergence." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:39.752470Z", "iopub.status.busy": "2021-04-23T20:41:39.751176Z", "iopub.status.idle": "2021-04-23T20:41:41.181433Z", "shell.execute_reply": "2021-04-23T20:41:41.182677Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.21 s, sys: 7.49 ms, total: 1.22 s\n", "Wall time: 1.22 s\n", "scarlet ran for 69 iterations to logL = 30012.81883076545\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'log-Likelihood')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fit the data until the relative error is <= 1e-3,\n", "# for a maximum of 200 iterations\n", "blend = scarlet.Blend(sources, observation)\n", "%time blend.fit(200, e_rel = 1e-3)\n", "print(\"scarlet ran for {0} iterations to logL = {1}\".format(len(blend.loss), -blend.loss[-1]))\n", "plt.plot(-np.array(blend.loss))\n", "plt.xlabel('Iteration')\n", "plt.ylabel('log-Likelihood')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are two options for displaying the scene, using `scarlet.display.show_scene` function. This shows the model along with the observation information and the residuals defined as: `observation.images - model`. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:41.266260Z", "iopub.status.busy": "2021-04-23T20:41:41.239204Z", "iopub.status.idle": "2021-04-23T20:41:41.591863Z", "shell.execute_reply": "2021-04-23T20:41:41.593103Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scarlet.display.show_scene(sources, norm=norm, \n", " observation=observation, \n", " linear=True,\n", " show_model=True,\n", " show_rendered=True,\n", " show_observed=True,\n", " #add_boxes=True\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also do it by hand. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-04-23T20:41:41.602151Z", "iopub.status.busy": "2021-04-23T20:41:41.600802Z", "iopub.status.idle": "2021-04-23T20:41:41.868373Z", "shell.execute_reply": "2021-04-23T20:41:41.869617Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load the model and calculate the residual\n", "model = blend.get_model()\n", "model_ = observation.render(model) # adapt model to observations. \n", "residual = images-model_\n", "\n", "# Create RGB images\n", "model_rgb = scarlet.display.img_to_rgb(model_, norm=norm)\n", "residual_rgb = scarlet.display.img_to_rgb(residual)\n", "\n", "# Show the data, model, and residual\n", "fig = plt.figure(figsize=(15,5))\n", "ax = [fig.add_subplot(1,3,n+1) for n in range(3)]\n", "ax[0].imshow(img_rgb)\n", "ax[0].set_title(\"Data\")\n", "ax[1].imshow(model_rgb)\n", "ax[1].set_title(\"Model\")\n", "ax[2].imshow(residual_rgb)\n", "ax[2].set_title(\"Residual\")\n", "\n", "for k,component in enumerate(blend):\n", " y,x = component.center\n", " ax[0].text(x, y, k, color=\"w\")\n", " ax[1].text(x, y, k, color=\"w\")\n", " ax[2].text(x, y, k, color=\"w\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "1. Experiment by running the above code using different source models (for example `MultiComponentSource` or `PointSource`) to see how initializtion affects the belnding results.\n", "\n", "2. Change the value of `e_rel` in the above fit and try to understand how it affects the results. " ] } ], "metadata": { "kernelspec": { "display_name": "LSST", "language": "python", "name": "lsst" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 4 }