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October 3, 2025 07:06
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karabo MWA ph1 eor0 simulation demo oskar
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "75776554b8eb13d1", | |
| "metadata": {}, | |
| "source": [ | |
| "# Example of an EoR0 sky simulation using OSKAR" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "2269b637", | |
| "metadata": {}, | |
| "source": [ | |
| "this runs inside a container: " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "a2e5f73c8ad7d318", | |
| "metadata": {}, | |
| "source": [ | |
| "In this example we take an arbitrary sky and use karabo to simulate the visibilities. We simulate the visibilites once using OSKAR and image with wsclean." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "initial_id", | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-05-22T08:02:35.056853Z", | |
| "start_time": "2025-05-22T08:02:31.872296Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "env: TMPDIR=/home/jovyan/.tmp\n", | |
| "Output will be written under output root dir /home/jovyan/mwa1_eor_output\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import math\n", | |
| "import os\n", | |
| "import shutil\n", | |
| "from datetime import datetime, timedelta, timezone\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "# these have to go before importing karabo\n", | |
| "os.environ[\"TMPDIR\"] = \"/home/jovyan/.tmp\"\n", | |
| "%env TMPDIR=/home/jovyan/.tmp\n", | |
| "\n", | |
| "from karabo.data.obscore import ObsCoreMeta\n", | |
| "from karabo.data.src import RucioMeta\n", | |
| "from karabo.imaging.image import Image\n", | |
| "from karabo.imaging.imager_base import DirtyImagerConfig\n", | |
| "from karabo.imaging.imager_wsclean import (\n", | |
| " WscleanDirtyImager,\n", | |
| " WscleanImageCleaner,\n", | |
| " WscleanImageCleanerConfig,\n", | |
| ")\n", | |
| "from karabo.simulation.interferometer import InterferometerSimulation\n", | |
| "from karabo.simulation.observation import Observation\n", | |
| "from karabo.simulation.sky_model import SkyModel\n", | |
| "from karabo.simulation.telescope import Telescope\n", | |
| "from karabo.simulation.telescope_versions import MWAVersion\n", | |
| "from karabo.simulation.visibility import Visibility\n", | |
| "from karabo.simulator_backend import SimulatorBackend\n", | |
| "from karabo.util.helpers import get_rnd_str\n", | |
| "\n", | |
| "\n", | |
| "# Simulation\n", | |
| "# Phase center: should be mean of coverage\n", | |
| "# Means of values from sky model description\n", | |
| "PHASE_CENTER_RA = 1.0\n", | |
| "PHASE_CENTER_DEC = -27.0\n", | |
| "\n", | |
| "# Imaging\n", | |
| "IMAGING_NPIXEL = 8000\n", | |
| "IMAGING_CELLSIZE = 0.00006 # can't tell if radians or degrees\n", | |
| "\n", | |
| "# Metadata\n", | |
| "NAME_PREFIX = \"mwa1_eor_\"\n", | |
| "\n", | |
| "# Output root dir, this is just a default, set to your liking, must be an absolute path\n", | |
| "pwd = os.getcwd()\n", | |
| "OUTPUT_ROOT_DIR = os.path.join(pwd, f\"{NAME_PREFIX}output\")\n", | |
| "os.makedirs(OUTPUT_ROOT_DIR, exist_ok=True)\n", | |
| "print(f\"Output will be written under output root dir {OUTPUT_ROOT_DIR}\")\n", | |
| "\n", | |
| "# 1 timestep, 375 channels starting from 170 MHz to 200 MHz, 80kHz wide\n", | |
| "# Wavelength 185MHz = 1.62 m\n", | |
| "number_of_time_steps = 2\n", | |
| "start_frequency_hz = 170e6\n", | |
| "# end_frequency_hz = 200e6\n", | |
| "frequency_increment_hz = 80e3\n", | |
| "number_of_channels = 2\n", | |
| "end_frequency_hz = start_frequency_hz + number_of_channels * frequency_increment_hz\n", | |
| "\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "4cc31101", | |
| "metadata": {}, | |
| "source": [ | |
| "## Sky Model : GLEAM" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "a882333ac2bb430f", | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-05-22T08:02:37.082357Z", | |
| "start_time": "2025-05-22T08:02:35.901643Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "num_sources=1\n", | |
| "right ascension (deg),declination (deg),stokes I Flux (Jy),stokes Q Flux (Jy),stokes U Flux (Jy),stokes V Flux (Jy),reference_frequency (Hz),spectral index (N/A),rotation measure (rad / m^2),major axis FWHM (arcsec),minor axis FWHM (arcsec),position angle (deg),true redshift,observed redshift,source id (object)\n", | |
| "1.0,-27.0,100.0,0.0,0.0,0.0,150000000.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sky_model = SkyModel()\n", | |
| "sky_model.add_point_sources(np.array([[\n", | |
| " PHASE_CENTER_RA, # RA\n", | |
| " PHASE_CENTER_DEC, # Dec\n", | |
| " 100.0, # stokes I Flux (Jy),\n", | |
| " 0.0, # stokes Q Flux (Jy),\n", | |
| " 0.0, # stokes U Flux (Jy),\n", | |
| " 0.0, # stokes V Flux (Jy),\n", | |
| " 150e6, # reference_frequency (Hz),\n", | |
| " 0.0, # spectral index (N/A),\n", | |
| " 0.0, # rotation measure (rad / m^2),\n", | |
| " 0.0, # major axis FWHM (arcsec),\n", | |
| " 0.0, # minor axis FWHM (arcsec),\n", | |
| " 0.0, # position angle (deg),\n", | |
| " 0.0, # true redshift,\n", | |
| " 0.0, # observed redshift,\n", | |
| " 0, # source id (object)\n", | |
| "]]))\n", | |
| "# sky_model = SkyModel.get_GLEAM_Sky(min_freq=start_frequency_hz, max_freq=end_frequency_hz)\\\n", | |
| "# .filter_by_flux(min_flux_jy=0.005, max_flux_jy=100000)\\\n", | |
| "# .filter_by_radius(ra0_deg=PHASE_CENTER_RA, dec0_deg=PHASE_CENTER_DEC, inner_radius_deg=0, outer_radius_deg=90)\n", | |
| "\n", | |
| "print(f\"num_sources={len(sky_model.sources)}\")\n", | |
| "sky_model.save_sky_model_as_csv('/dev/stdout')\n", | |
| "\n", | |
| "sky_model.explore_sky(\n", | |
| " phase_center=(PHASE_CENTER_RA, PHASE_CENTER_DEC),\n", | |
| " wcs_enabled=False,\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "e6eb2859", | |
| "metadata": {}, | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "aed338a8", | |
| "metadata": {}, | |
| "source": [ | |
| "limited sourcelist filtering.\n", | |
| "would be nice to filter by beam used in InterferometerSimulation (next section)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "b47f39fe", | |
| "metadata": {}, | |
| "source": [ | |
| "## Telescope Model MWA Phase 1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "b2432b4c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "simulator_backend = SimulatorBackend.OSKAR\n", | |
| "\n", | |
| "telescope = Telescope.constructor(\"MWA\", MWAVersion.ONE, backend=simulator_backend)\n", | |
| "\n", | |
| "telescope.plot_telescope()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "5885959c", | |
| "metadata": {}, | |
| "source": [ | |
| "## Run Simulation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "95c23440985b1405", | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-05-21T13:48:48.297776Z", | |
| "start_time": "2025-05-21T13:48:48.295337Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "2025-10-03 06:57:36.257225 starting simulation number_of_channels=2 number_of_time_steps=1\n", | |
| "W| \n", | |
| "W|== WARNING: No GPU capability available.\n", | |
| "W| \n", | |
| "Matched path /home/jovyan/mwa1_eor_output/mwa1_eor_.MS to format MS\n", | |
| "Saved visibility to /home/jovyan/mwa1_eor_output/mwa1_eor_.MS\n", | |
| "2025-10-03 06:57:36.392625 simulation completed: 0:00:00.135400\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "simulation = InterferometerSimulation(\n", | |
| " channel_bandwidth_hz=frequency_increment_hz,\n", | |
| " # station_type=\"Aperture array\",\n", | |
| " station_type=\"Isotropic beam\",\n", | |
| " use_gpus=True,\n", | |
| ")\n", | |
| "\n", | |
| "observation = Observation(\n", | |
| " phase_centre_ra_deg=PHASE_CENTER_RA,\n", | |
| " phase_centre_dec_deg=PHASE_CENTER_DEC,\n", | |
| " start_date_and_time=datetime(2000, 1, 1, 5, 30, 0, 0, timezone.utc),\n", | |
| " length=timedelta(seconds=number_of_time_steps * 7.997),\n", | |
| " number_of_time_steps=number_of_time_steps,\n", | |
| " number_of_channels=number_of_channels,\n", | |
| " start_frequency_hz=start_frequency_hz,\n", | |
| " frequency_increment_hz=frequency_increment_hz,\n", | |
| ")\n", | |
| "\n", | |
| "sim_start = datetime.now()\n", | |
| "print(f\"{sim_start} starting simulation number_of_channels={number_of_channels} number_of_time_steps={number_of_time_steps}\")\n", | |
| "\n", | |
| "vis_out_path = os.path.join(\n", | |
| " OUTPUT_ROOT_DIR,\n", | |
| " f\"{NAME_PREFIX}.MS\",\n", | |
| ")\n", | |
| "# delete existing visibility file if it exists\n", | |
| "if os.path.exists(vis_out_path):\n", | |
| " os.system(f\"rm -rf {vis_out_path}\")\n", | |
| "\n", | |
| "visibilities = simulation.run_simulation( # type: ignore[no-any-return]\n", | |
| " telescope,\n", | |
| " sky_model,\n", | |
| " observation,\n", | |
| " backend=simulator_backend,\n", | |
| " visibility_path=vis_out_path,\n", | |
| ") # type: ignore[call-overload]\n", | |
| "\n", | |
| "sim_end = datetime.now()\n", | |
| "print(f\"{sim_end} simulation completed: {sim_end - sim_start}\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "e7e8bed0", | |
| "metadata": {}, | |
| "source": [ | |
| "## Vis Metadata" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "f09b0f0f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "ObsCoreMeta(dataproduct_type='visibility', dataproduct_subtype=None, calib_level=1, obs_collection=None, obs_id=None, obs_publisher_did=None, obs_title=None, obs_creator_did=None, target_class=None, access_url=None, access_format=None, access_estsize=2424, target_name=None, s_ra=1.0, s_dec=-27.0, s_fov=None, s_region=None, s_resolution=126.526374986862, s_xel1=None, s_xel2=None, s_pixel_scale=None, t_min=51544.229207175784, t_max=51544.229207175784, t_exptime=nan, t_resolution=nan, t_xel=1, em_min=1.762241112156125, em_max=1.763900082372323, em_res_power=2125.5, em_xel=2, em_ucd='em.energy;em.radio', o_ucd='phot.flux.density;phys.polarisation', pol_states='/XY/YX/YY/XX/', pol_xel=4, facility_name=None, instrument_name='OSKAR 2.8.3')\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Mean of empty slice.\n", | |
| "invalid value encountered in double_scalars\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ocm = ObsCoreMeta.from_visibility(\n", | |
| " vis=visibilities,\n", | |
| " calibrated=False,\n", | |
| ")\n", | |
| "print(ocm)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "29264608-6932-4802-ae18-8958bfaa26d2", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Successful readonly open of default-locked table /home/jovyan/mwa1_eor_output/mwa1_eor_.MS: 22 columns, 8128 rows\n", | |
| "first baseline, first pol\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[(99.99998474121094-0.0002716890594456345j),\n", | |
| " (99.99998474121094-0.00027181697078049183j)]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "last baseline, last pol\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[(99.99998474121094+0.0005619673174805939j),\n", | |
| " (99.99998474121094+0.0005622318712994456j)]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from casacore.tables import table\n", | |
| "tb = table(vis_out_path)\n", | |
| "print(\"first baseline, first pol\")\n", | |
| "display(tb.getcol(\"DATA\")[0,...,0].tolist())\n", | |
| "print(\"last baseline, last pol\")\n", | |
| "display(tb.getcol(\"DATA\")[-1,...,-1].tolist())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "a69a44be", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[2451544.72920718]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from pyuvdata import UVData\n", | |
| "uv = UVData()\n", | |
| "uv.read_ms(vis_out_path)\n", | |
| "print(np.unique(uv.time_array))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "99ca8db7", | |
| "metadata": {}, | |
| "source": [ | |
| "## Imaging" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "97570556", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Creating \u001b[94m\u001b[1m/home/jovyan/.tmp/karabo-STM-6nk8jHYEnz/WSClean-dirty-XLDf9JMmCk\u001b[0m for Disk cache for WSClean dirty images\n", | |
| "WSClean command: [cd /home/jovyan/.tmp/karabo-STM-6nk8jHYEnz/WSClean-dirty-XLDf9JMmCk && OPENBLAS_NUM_THREADS=1 wsclean -size 8000 8000 -scale 0.0034377467707849396deg /home/jovyan/mwa1_eor_output/mwa1_eor_.MS]\n", | |
| "WSClean output:\n", | |
| "[\n", | |
| "WSClean version 3.4 (2023-10-11)\n", | |
| "This software package is released under the GPL version 3.\n", | |
| "Author: André Offringa ([email protected]).\n", | |
| "\n", | |
| "No corrected data in first measurement set: tasks will be applied on the data column.\n", | |
| "=== IMAGING TABLE ===\n", | |
| " # Pol Ch JG ²G FG FI In Freq(MHz)\n", | |
| "| Independent group:\n", | |
| "+-+-J- 0 I 0 0 0 0 0 0 170-170 (2)\n", | |
| " == Constructing image ==\n", | |
| "Precalculating weights for uniform weighting...\n", | |
| "Opening /home/jovyan/mwa1_eor_output/mwa1_eor_.MS, spw 0 with contiguous MS reader.\n", | |
| "WARNING: This measurement set has no or an invalid WEIGHT_SPECTRUM column; will use less informative WEIGHT column.\n", | |
| "Mapping measurement set rows... DONE (0-8128; 8128 rows)\n", | |
| "Detected 47 GB of system memory, usage not limited.\n", | |
| "Opening /home/jovyan/mwa1_eor_output/mwa1_eor_.MS, spw 0 with contiguous MS reader.\n", | |
| "WARNING: This measurement set has no or an invalid WEIGHT_SPECTRUM column; will use less informative WEIGHT column.\n", | |
| "Mapping measurement set rows... DONE (0-8128; 8128 rows)\n", | |
| "Determining min and max w & theoretical beam size... DONE (w=[0.0489566:1116.16] lambdas, maxuvw=1630.21 lambda)\n", | |
| "Theoretic beam = 2.11'\n", | |
| "Minimal inversion size: 1879 x 1879, using optimal: 1920 x 1920\n", | |
| "Loading data in memory...\n", | |
| "Gridding 8128 rows...\n", | |
| "Gridded visibility count: 16256\n", | |
| "Writing dirty image...\n", | |
| "Rendering sources to restored image (beam is neither fitted nor estimated -- using delta scales!)... DONE\n", | |
| "Writing restored image... DONE\n", | |
| "Inversion: 00:00:02.516688, prediction: 00:00:00, deconvolution: 00:00:00\n", | |
| "]\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "dirty_imager = WscleanDirtyImager(\n", | |
| " DirtyImagerConfig(\n", | |
| " imaging_npixel=IMAGING_NPIXEL,\n", | |
| " imaging_cellsize=IMAGING_CELLSIZE,\n", | |
| " combine_across_frequencies=True,\n", | |
| " )\n", | |
| ")\n", | |
| "\n", | |
| "dirty_image = dirty_imager.create_dirty_image(\n", | |
| " visibilities,\n", | |
| " output_fits_path=os.path.join(\n", | |
| " OUTPUT_ROOT_DIR,\n", | |
| " f\"{NAME_PREFIX}dirty.fits\",\n", | |
| " ),\n", | |
| ")\n", | |
| "\n", | |
| "dirty_image.plot(\n", | |
| " title=\"Dirty image OSKAR\",\n", | |
| " # vmin=0, vmax=1.0\n", | |
| ")\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "645cdc2e", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# image_cleaner = WscleanImageCleaner(\n", | |
| "# WscleanImageCleanerConfig(\n", | |
| "# imaging_npixel=IMAGING_NPIXEL,\n", | |
| "# imaging_cellsize=IMAGING_CELLSIZE,\n", | |
| "# )\n", | |
| "# )\n", | |
| "\n", | |
| "# clean_image = image_cleaner.create_cleaned_image(\n", | |
| "# visibilities,\n", | |
| "# # dirty_fits_path=dirty_image.path,\n", | |
| "# output_fits_path=os.path.join(\n", | |
| "# OUTPUT_ROOT_DIR,\n", | |
| "# f\"{NAME_PREFIX}cleaned.fits\",\n", | |
| "# ),\n", | |
| "# )\n", | |
| "\n", | |
| "# clean_image.plot(\n", | |
| "# title=\"Clean image OSKAR + WSClean\",\n", | |
| "# # vmin=0, vmax=1.0\n", | |
| "# )" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Karabo (Spack Py3.10)", | |
| "language": "python", | |
| "name": "karabo" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.10.14" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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