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Last active September 2, 2025 08:24
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EoR Sky Simulation Demo - Broken
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{
"cells": [
{
"cell_type": "markdown",
"id": "75776554b8eb13d1",
"metadata": {},
"source": [
"# Example of an EoR0 sky simulation using OSKAR"
]
},
{
"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": 1,
"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=/cygnus/tmp\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: AstropyDeprecationWarning: The private astropy._erfa module has been made into its own package, pyerfa, which is a dependency of astropy and can be imported directly using \"import erfa\" [astropy._erfa]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Output will be written under output root dir /cygnus/skalow_eor_output\n",
"env: TMPDIR=/cygnus/tmp\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\"] = \"/cygnus/tmp\"\n",
"%env TMPDIR=/cygnus/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 SKALowAAStarVersions, SKALowAA1Versions\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 = \"skalow_eor_\"\n",
"\n",
"# Output root dir, this is just a default, set to your liking\n",
"OUTPUT_ROOT_DIR = os.path.join(\"/cygnus\", 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 = 1\n",
"start_frequency_hz = 170e6\n",
"# end_frequency_hz = 200e6\n",
"frequency_increment_hz = 80e3\n",
"end_frequency_hz = start_frequency_hz + 3 * frequency_increment_hz\n",
"number_of_channels = math.floor(\n",
" (end_frequency_hz - start_frequency_hz) / frequency_increment_hz\n",
")\n",
"\n",
"os.environ[\"TMPDIR\"] = \"/cygnus/tmp\"\n",
"\n",
"%matplotlib inline\n",
"%env TMPDIR=/cygnus/tmp"
]
},
{
"cell_type": "markdown",
"id": "4cc31101",
"metadata": {},
"source": [
"## Sky Model : GLEAM"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": {
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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 SKA Low AAstar"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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( # type: ignore[call-overload]\n",
" name=\"SKA-LOW-AA1\",\n",
" version=SKALowAA1Versions.SKA_OST_ARRAY_CONFIG_2_3_1,\n",
" backend=simulator_backend,\n",
")\n",
"\n",
"telescope.plot_telescope()"
]
},
{
"cell_type": "markdown",
"id": "5885959c",
"metadata": {},
"source": [
"## Run Simulation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": [
"2025-09-02 08:13:03.370433 starting simulation number_of_channels=3 number_of_time_steps=1\n",
"Matched path /cygnus/skalow_eor_output/skalow_eor_.MS to format MS\n",
"Saved visibility to /cygnus/skalow_eor_output/skalow_eor_.MS\n",
"2025-09-02 08:13:03.798442 simulation completed: 0:00:00.428009\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": 5,
"id": "f09b0f0f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Error reading /cygnus/skalow_eor_output/skalow_eor_.MS with pyuvdata version 2.4.1: list index out of range - patching broken pyuvdata history check\n"
]
},
{
"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=367, target_name=None, s_ra=1.0, s_dec=-27.0, s_fov=None, s_region=None, s_resolution=62.628705834308526, 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=1.7614127967097533, em_max=1.763900082372323, em_res_power=2126.0, em_xel=3, em_ucd='em.energy;em.radio', o_ucd='phot.flux.density;phys.polarisation', pol_states='/YY/YX/XX/XY/', 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 scalar divide\n"
]
}
],
"source": [
"ocm = ObsCoreMeta.from_visibility(\n",
" vis=visibilities,\n",
" calibrated=False,\n",
")\n",
"print(ocm)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "29264608-6932-4802-ae18-8958bfaa26d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Successful readonly open of default-locked table /cygnus/skalow_eor_output/skalow_eor_.MS: 22 columns, 120 rows\n",
"first baseline, first pol\n"
]
},
{
"data": {
"text/plain": [
"[(100.00000762939453-0.00047995001659728587j),\n",
" (100.00000762939453-0.000480184011394158j),\n",
" (100.00000762939453-0.00048040333786047995j)]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"last baseline, last pol\n"
]
},
{
"data": {
"text/plain": [
"[(100+0.00012755861098412424j),\n",
" (100+0.00012761764810420573j),\n",
" (100+0.00012767294538207352j)]"
]
},
"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": "markdown",
"id": "99ca8db7",
"metadata": {},
"source": [
"## Imaging"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "97570556",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating \u001b[94m\u001b[1m/cygnus/tmp/karabo-STM-dev-SGvXP4bT71/WSClean-dirty-c13Av0IpoG\u001b[0m for Disk cache for WSClean dirty images\n",
"WSClean command: [cd /cygnus/tmp/karabo-STM-dev-SGvXP4bT71/WSClean-dirty-c13Av0IpoG && OPENBLAS_NUM_THREADS=1 wsclean -size 8000 8000 -scale 0.0034377467707849396deg /cygnus/skalow_eor_output/skalow_eor_.MS]\n",
"WSClean output:\n",
"[\n",
"WSClean version 3.5 (2024-07-30)\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 (3)\n",
"Precalculating weights for uniform weighting...\n",
"Opening /cygnus/skalow_eor_output/skalow_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 (0-120; 120 rows)\n",
" == Constructing image ==\n",
"Detected 503.7 GB of system memory, usage not limited.\n",
"Opening /cygnus/skalow_eor_output/skalow_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 (0-120; 120 rows)\n",
"Determining min and max w & theoretical beam size... DONE (w=[0.239228:2668.5] lambdas, maxuvw=3293.45 lambda)\n",
"Theoretic beam = 62.63''\n",
"Minimal inversion size: 3795 x 3795, using optimal: 3840 x 3840\n",
"Loading data in memory...\n",
"Gridding 120 rows...\n",
"Gridded visibility count: 360\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: 00:00:09.466128, 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 (Python 3.10)",
"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": "3.10.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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