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@tskisner
Created January 26, 2019 05:37
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Fiberassign Sky-Only
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{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<fiberassign.Targets with 61017 objects>\n",
"<fiberassign._internal.TargetsAvailable object at 0x7f8f0c1ed260>\n",
"<fiberassign._internal.FibersAvailable object at 0x7f8f0c2b34c8>\n",
"77 tiles have at least one fiber assigned\n",
"tile 2743 has 721 assigned fibers\n",
"tile 2744 has 617 assigned fibers\n",
"tile 2762 has 2509 assigned fibers\n",
"tile 2763 has 4985 assigned fibers\n",
"tile 2764 has 1899 assigned fibers\n",
"tile 2778 has 298 assigned fibers\n",
"tile 2779 has 4055 assigned fibers\n",
"tile 2780 has 3203 assigned fibers\n",
"tile 2793 has 72 assigned fibers\n",
"tile 5441 has 12 assigned fibers\n",
"tile 8505 has 255 assigned fibers\n",
"tile 8506 has 920 assigned fibers\n",
"tile 8524 has 635 assigned fibers\n",
"tile 8525 has 4984 assigned fibers\n",
"tile 8526 has 3756 assigned fibers\n",
"tile 8541 has 2677 assigned fibers\n",
"tile 8542 has 4182 assigned fibers\n",
"tile 8555 has 5 assigned fibers\n",
"tile 11203 has 998 assigned fibers\n",
"tile 14268 has 817 assigned fibers\n",
"tile 14287 has 3437 assigned fibers\n",
"tile 14288 has 4989 assigned fibers\n",
"tile 14303 has 1090 assigned fibers\n",
"tile 14304 has 4519 assigned fibers\n",
"tile 14318 has 55 assigned fibers\n",
"tile 16929 has 273 assigned fibers\n",
"tile 16949 has 954 assigned fibers\n",
"tile 16965 has 2496 assigned fibers\n",
"tile 20030 has 417 assigned fibers\n",
"tile 20049 has 1522 assigned fibers\n",
"tile 20050 has 4981 assigned fibers\n",
"tile 20066 has 3621 assigned fibers\n",
"tile 20080 has 98 assigned fibers\n",
"tile 22691 has 735 assigned fibers\n",
"tile 22711 has 2733 assigned fibers\n",
"tile 22727 has 3857 assigned fibers\n",
"tile 22728 has 393 assigned fibers\n",
"tile 25792 has 10 assigned fibers\n",
"tile 25811 has 13 assigned fibers\n",
"tile 25812 has 4374 assigned fibers\n",
"tile 25828 has 1989 assigned fibers\n",
"tile 25842 has 27 assigned fibers\n",
"tile 28453 has 820 assigned fibers\n",
"tile 28454 has 23 assigned fibers\n",
"tile 28473 has 4500 assigned fibers\n",
"tile 28474 has 196 assigned fibers\n",
"tile 28489 has 4579 assigned fibers\n",
"tile 28490 has 1739 assigned fibers\n",
"tile 31574 has 2461 assigned fibers\n",
"tile 31590 has 447 assigned fibers\n",
"tile 34215 has 554 assigned fibers\n",
"tile 34216 has 471 assigned fibers\n",
"tile 34235 has 4991 assigned fibers\n",
"tile 34236 has 1774 assigned fibers\n",
"tile 34251 has 4355 assigned fibers\n",
"tile 34252 has 3253 assigned fibers\n",
"tile 34253 has 2 assigned fibers\n",
"tile 34265 has 139 assigned fibers\n",
"tile 37336 has 636 assigned fibers\n",
"tile 39977 has 146 assigned fibers\n",
"tile 39978 has 739 assigned fibers\n",
"tile 39997 has 4986 assigned fibers\n",
"tile 39998 has 3609 assigned fibers\n",
"tile 40013 has 2947 assigned fibers\n",
"tile 40014 has 4345 assigned fibers\n",
"tile 40015 has 974 assigned fibers\n",
"tile 40027 has 111 assigned fibers\n",
"tile 45740 has 640 assigned fibers\n",
"tile 45741 has 178 assigned fibers\n",
"tile 45759 has 3407 assigned fibers\n",
"tile 45760 has 4971 assigned fibers\n",
"tile 45761 has 868 assigned fibers\n",
"tile 45775 has 1272 assigned fibers\n",
"tile 45776 has 4687 assigned fibers\n",
"tile 45777 has 2468 assigned fibers\n",
"tile 45789 has 19 assigned fibers\n",
"tile 45790 has 95 assigned fibers\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.dates as pltdates\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import os\n",
"import re\n",
"\n",
"from fiberassign.hardware import load_hardware\n",
"\n",
"from fiberassign.tiles import load_tiles\n",
"\n",
"from fiberassign.targets import (TARGET_TYPE_SCIENCE,\n",
" TARGET_TYPE_SKY, \n",
" TARGET_TYPE_STANDARD,\n",
" Targets, \n",
" TargetsAvailable,\n",
" TargetTree, \n",
" FibersAvailable,\n",
" load_target_file,\n",
" )\n",
"\n",
"from fiberassign.assign import (Assignment, write_assignment_fits, result_tiles)\n",
"\n",
"from fiberassign.vis import plot_assignment_tile\n",
"\n",
"\n",
"datadir = \"/home/kisner/scratch/desi/fiberassign/from_sarah\"\n",
"\n",
"mtlfile = os.path.join(datadir, \"mtl.fits\")\n",
"\n",
"\n",
"# Read hardware properties (default fiber positions and state)\n",
"hw = load_hardware()\n",
"\n",
"# Read tiles we are using (default desimodel footprint)\n",
"tiles = load_tiles(hw)\n",
"\n",
"# Create empty target list\n",
"tgs = Targets()\n",
"\n",
"# Append target files\n",
"load_target_file(tgs, mtlfile)\n",
"print(tgs)\n",
"\n",
"# Create a hierarchical triangle mesh lookup of the targets positions\n",
"tree = TargetTree(tgs)\n",
"\n",
"# Compute the targets available to each fiber for each tile.\n",
"tgsavail = TargetsAvailable(tgs, tiles, tree)\n",
"print(tgsavail)\n",
"\n",
"# Free the tree\n",
"del tree\n",
"\n",
"# Compute the fibers on all tiles available for each target and sky\n",
"favail = FibersAvailable(tgsavail)\n",
"print(favail)\n",
"\n",
"# Create assignment object\n",
"asgn = Assignment(tgs, tgsavail, favail)\n",
"\n",
"# Assign all fibers to sky\n",
"asgn.assign_unused(TARGET_TYPE_SKY, 500)\n",
"\n",
"# The tiles which have any targets assigned\n",
"tassigned = asgn.tiles_assigned()\n",
"print(\"{} tiles have at least one fiber assigned\".format(len(tassigned)))\n",
"\n",
"for tile_id in tassigned:\n",
" tdata = asgn.tile_fiber_target(tile_id)\n",
" nfid = len(tdata.keys())\n",
" print(\"tile {} has {} assigned fibers\".format(tile_id, nfid))\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"plotting tile 2763 at RA = 182.72000000000003 / DEC = 5.34\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Go through all assigned tiles and find the first one which is at least 90% assigned.\n",
"# Then plot one petal of this tile.\n",
"\n",
"for tile_id in tassigned:\n",
" tdata = asgn.tile_fiber_target(tile_id)\n",
" nfid = len(tdata.keys())\n",
" if nfid > 4500:\n",
" tile_indx = tiles.order[tile_id]\n",
" tile_ra = tiles.ra[tile_indx]\n",
" tile_dec = tiles.dec[tile_indx]\n",
" print(\"plotting tile {} at RA = {} / DEC = {}\".format(tile_id, tile_ra, tile_dec))\n",
" avail = tgsavail.tile_data(tile_id)\n",
" plot_assignment_tile(hw, tgs, tile_id, tile_ra, tile_dec, tdata,\n",
" tile_avail=avail, petals=[0])\n",
" break\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Write output\n",
"write_assignment_fits(tiles, asgn, out_dir=datadir, overwrite=True)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.7rc1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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