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d3v-null/calibration_challenge.ipynb

Created June 14, 2023 09:12
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calibration_challenge.ipynb
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calibration Challenge!\n",
"\n",
"Fitting a linear model to the angle of a noisy complex-valued calibration solution over a non-contiguous frequency and is a deceptively complicated problem.\n",
"\n",
"Your challenge is to implement the `fit_solution` function below. The function whose model has the smallest $\\chi^2$ over all of the test cases wins.\n",
"\n",
"The winning algorithm will recieve 1x free lunch at Pinto's on a Wednesday of their choice, and the glory and admiration of the 3 or so people in the world who know what any of this means."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# ensure minimum python version (for types)\n",
"! python3 -c 'assert __import__(\"sys\").version_info > (3, 7)'\n",
"# install dependencies\n",
"! pip3 install 'numpy>=1.18' matplotlib tabulate"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from astropy.io import fits\n",
"import matplotlib.pyplot as plt\n",
"from typing import Tuple\n",
"from tabulate import tabulate\n",
"\n",
"def fit_solution(freqs_hz, solution, _weights=None) -> Tuple[float, float]:\n",
" \"\"\"Fit a linear function to the phase of the solution.\n",
"\n",
" Args:\n",
" freqs: np.ndarray with length N, dtype=np.float\n",
" - The frequencies in Hz associated with each solution.\n",
" - not necessarily contiguous\n",
" solution: np.ndarray with length N, dtype=np.complex \n",
" - The solution to fit.\n",
" - Solutions can be nan-valued\n",
" freqs: np.ndarray with length N, dtype=np.float\n",
" - weights associated with each solution. Totally optional.\n",
"\n",
"\n",
" Returns:\n",
" A tuple (slope, intercept) of the angle fit in radians per \n",
" \"\"\"\n",
" \n",
" # TODO: implement this function\n",
" return (0.0, 0.0)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Challenge Data\n",
"\n",
"The following code can be used to extract solutions from a metafits fits, it's not necessary to run this code, but this would allow you to do this challenge on any fits file you like"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"solutions_glob='/data/dev/1365977896/cal/hyp_soln_1365977896*.fits'\n",
"obsid=1365977896\n",
"data.shape=(768, 8)\n",
"solutions_glob='/data/dev/1361707216/cal/hyp_soln_1361707216*.fits'\n",
"obsid=1361707216\n",
"data.shape=(768, 6)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_569117/2962183928.py:97: RuntimeWarning: invalid value encountered in divide\n",
" ref_inv_det = np.divide(1 + 0j, ref_solutions[0] * ref_solutions[3] - ref_solutions[1] * ref_solutions[2]) # type: ignore\n"
]
}
],
"source": [
"import numpy as np\n",
"from astropy.io import fits\n",
"import pandas as pd\n",
"from numpy.typing import ArrayLike\n",
"from typing import NamedTuple, List, Tuple, Dict\n",
"from nptyping import NDArray, Shape\n",
"from glob import glob\n",
"import io\n",
"import base64\n",
"\n",
"class Tile(NamedTuple):\n",
" \"\"\"Info about an MWA tile\"\"\"\n",
" name: str\n",
" id: int\n",
" flag: bool\n",
" rx: int\n",
" slot: int\n",
"\n",
"class Metafits:\n",
" \"\"\"MWA Metadata file in FITS format\"\"\"\n",
" def __init__(self, filename: str):\n",
" self.filename = filename\n",
"\n",
" def get_tiles(self) -> List[Tile]:\n",
" \"\"\"Get tile info from metafits, sorted by index\"\"\"\n",
"\n",
" with fits.open(self.filename) as hdus:\n",
" metafits_tiles = hdus['TILEDATA'].data # type: ignore\n",
"\n",
" # using a set here to avoid duplicates (pol=X,Y)\n",
" tiles = set(\n",
" Tile(\n",
" name=metafits_tile[\"TileName\"],\n",
" id=metafits_tile[\"Tile\"],\n",
" flag=metafits_tile[\"Flag\"],\n",
" rx=metafits_tile[\"Rx\"],\n",
" slot=metafits_tile[\"Slot\"],\n",
" ) for metafits_tile in metafits_tiles\n",
" )\n",
"\n",
" return [*tiles]\n",
" \n",
" def get_tiles_df(self) -> pd.DataFrame:\n",
" \"\"\"Get reference antenna (unflagged tile with lowest id) and tiles as df\"\"\"\n",
" tiles = self.get_tiles()\n",
" return pd.DataFrame(tiles, columns=Tile._fields)\n",
"\n",
"\n",
"class HyperfitsSolution:\n",
" \"\"\"A single calibration solution in hyperdrive FITS format\"\"\"\n",
" def __init__(self, filename) -> None:\n",
" self.filename = filename\n",
"\n",
" def get_chanblocks_hz(self) -> NDArray[Shape, np.float_]:\n",
" \"\"\"Get channels from solution file\"\"\"\n",
" with fits.open(self.filename) as hdus:\n",
" freq_data = np.array(hdus['CHANBLOCKS'].data['Freq']) # type: ignore\n",
" return freq_data\n",
" \n",
" def get_tile_names_flags(self) -> List[Tuple[str, bool]]:\n",
" \"\"\"Get the tile names and flags ordered by index\"\"\"\n",
" with fits.open(self.filename) as hdus:\n",
" tile_data = hdus['TILES'].data # type: ignore\n",
" return [\n",
" (tile[\"TileName\"], tile[\"Flag\"])\n",
" for tile in tile_data\n",
" ]\n",
" \n",
" def get_average_times(self) -> List[float]:\n",
" \"\"\"Get the average time for each timeblock\"\"\"\n",
" with fits.open(self.filename) as hdus:\n",
" time_data = hdus['TIMEBLOCKS'].data # type: ignore\n",
"\n",
" return [\n",
" time['Average'] for time in time_data\n",
" ]\n",
"\n",
" def get_solutions(self) -> List[NDArray[Shape, np.complex_]]:\n",
" \"\"\"Get solutions as a complex array for each pol: [tile, chan] x4\"\"\"\n",
" with fits.open(self.filename) as hdus:\n",
" solutions = hdus['SOLUTIONS'].data # type: ignore\n",
" return [\n",
" solutions[0, :, :, 0] + 1j * solutions[0, :, :, 1],\n",
" solutions[0, :, :, 2] + 1j * solutions[0, :, :, 3],\n",
" solutions[0, :, :, 4] + 1j * solutions[0, :, :, 5],\n",
" solutions[0, :, :, 6] + 1j * solutions[0, :, :, 7],\n",
" ]\n",
" \n",
" def get_ref_solutions(self, ref_tile_idx) -> List[NDArray[Shape, np.complex_]]:\n",
" if ref_tile_idx is None:\n",
" raise RuntimeError(\"no ref_tile_idx\")\n",
" \"\"\"Get solutions divided by reference tile as a complex array for each pol: [time, tile, chan]\"\"\"\n",
" solutions = self.get_solutions()\n",
" # divide solutions by reference\n",
" ref_solutions = [solution[ref_tile_idx, :] for solution in solutions] # type: ignore\n",
" # divide solutions jones matrix by reference jones matrix, via inverse determinant\n",
" ref_inv_det = np.divide(1 + 0j, ref_solutions[0] * ref_solutions[3] - ref_solutions[1] * ref_solutions[2]) # type: ignore\n",
" return [ # type: ignore\n",
" (solutions[0] * ref_solutions[3] - solutions[1] * ref_solutions[2]) * ref_inv_det,\n",
" (solutions[1] * ref_solutions[0] - solutions[0] * ref_solutions[1]) * ref_inv_det,\n",
" (solutions[2] * ref_solutions[3] - solutions[3] * ref_solutions[2]) * ref_inv_det,\n",
" (solutions[3] * ref_solutions[0] - solutions[2] * ref_solutions[1]) * ref_inv_det,\n",
" ]\n",
" \n",
" def get_convergence_results(self) -> NDArray[Shape, np.float_]:\n",
" \"\"\"Code adapted from Chris Jordan's scripts\"\"\"\n",
" with fits.open(self.filename) as hdus:\n",
" return hdus[\"RESULTS\"].data.flatten() # type: ignore\n",
"\n",
" # Not sure why I need flatten!\n",
" \n",
"def extract_freqs_solutions(metafits_path, fits_path):\n",
" \"\"\"\n",
" Extract frequencies and solutions from metafits and fits solutions.\n",
" Picks a reference antenna automatically\n",
" \"\"\"\n",
" metafits = Metafits(metafits_path)\n",
" tiles = metafits.get_tiles_df()\n",
" unflagged_tiles = tiles[tiles.flag == 0]\n",
" if not len(unflagged_tiles):\n",
" raise ValueError(\"No unflagged tiles found\")\n",
" refant = unflagged_tiles.sort_values(by=[\"id\"]).iloc[0]\n",
" # tiles_by_name = {tile.name: tile for tile in tiles}\n",
"\n",
" soln = HyperfitsSolution(fits_path)\n",
"\n",
" # get frequencies\n",
" freqs_hz = soln.get_chanblocks_hz()\n",
"\n",
" # get solutions\n",
" ref_tile_idx = None\n",
" for soln_tile_idx, [tile_name, flag] in enumerate(soln.get_tile_names_flags()):\n",
" if tile_name == refant['name']:\n",
" ref_tile_idx = soln_tile_idx\n",
" solutions = soln.get_ref_solutions(ref_tile_idx)\n",
"\n",
" results = soln.get_convergence_results()\n",
" exp_results = np.exp(-results)\n",
" weights = np.nan_to_num((exp_results - np.nanmin(exp_results)) / (np.nanmax(exp_results) - np.nanmin(exp_results)))\n",
"\n",
" return freqs_hz, solutions, weights\n",
"\n",
"for obsid, ant_idxs in [\n",
" (1365977896, [\n",
" 115, # flat but crosses 0\n",
" 33, # flat but crosses pi\n",
" 79, # flat but fuzzy\n",
" 28, # about 1 wrap\n",
" 89, # a couple of wraps\n",
" 8, # so many wraps!\n",
" ]),\n",
" (1361707216, [\n",
" 36, # flat but crosses 0\n",
" 115, # flat but noisy\n",
" 65, # a wrap in the gap\n",
" 136, # something has gone terribly wrong\n",
" ]),\n",
"]:\n",
" metafits_path = f'/data/dev/{obsid}/raw/{obsid}.metafits'\n",
" all_freqs = np.empty_like([])\n",
" all_weights = np.empty_like([])\n",
" # all_solutions = np.empty((0,0), dtype=np.complex_)\n",
" all_solutions = None\n",
" solutions_glob = f\"/data/dev/{obsid}/cal/hyp_soln_{obsid}*.fits\"\n",
" print(f\"{solutions_glob=}\")\n",
" for solution_path in glob(solutions_glob):\n",
" freqs_hz, solutions, weights = extract_freqs_solutions(metafits_path, solution_path)\n",
" solutions_xx = solutions[0]\n",
" all_freqs = np.concatenate([all_freqs, freqs_hz])\n",
" all_weights = np.concatenate([all_weights, weights])\n",
" if all_solutions is None:\n",
" all_solutions = solutions_xx[ant_idxs]\n",
" else:\n",
" all_solutions = np.concatenate([all_solutions, solutions_xx[ant_idxs]], axis=1)\n",
" data = np.stack([all_freqs, all_weights, *all_solutions], axis=1)\n",
" print(f\"{obsid=}\")\n",
" print(f\"{data.shape=}\")\n",
" f = io.BytesIO()\n",
" np.save(f, data)\n",
" f.seek(0)\n",
" b64encoded_str = base64.b64encode(f.read()).decode('ascii')\n",
" # print(f\"{b64encoded_str=}\")\n",
" with open(f'{obsid}.b64', 'w') as a:\n",
" a.write(b64encoded_str)\n",
"\n",
"# [ soln_xx, soln_xy, soln_yx, soln_yy ] = solutions\n",
"# print(f\"{freqs_hz.shape=}\")\n",
"# print(f\"{freqs_hz[:3]=}\")\n",
"# print(f\"{soln_xx.shape=}\")\n",
"# print(f\"{soln_xx[:3,:3]=}\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluate your solution\n",
"\n",
"The code below has some serialised solutions from above, and will evaluate the performance of your function."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import io\n",
"import base64\n",
"from tabulate import tabulate\n",
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]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead>\n",
"<tr><th>obsid </th><th>antenna </th><th>gradient </th><th>intercept </th><th style=\"text-align: right;\"> chisq</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr><td>1365977896</td><td>0 </td><td>-1.925921992869614e-09 </td><td>0.28534609060571575</td><td style=\"text-align: right;\"> 5.70799</td></tr>\n",
"<tr><td>1365977896</td><td>1 </td><td>-1.5309132487430156e-09</td><td>2.913948647774108 </td><td style=\"text-align: right;\"> 12.6215 </td></tr>\n",
"<tr><td>1365977896</td><td>2 </td><td>3.9253830737315794e-09 </td><td>1.7161622026178467 </td><td style=\"text-align: right;\"> 318.964 </td></tr>\n",
"<tr><td>1365977896</td><td>3 </td><td>8.780118565391453e-09 </td><td>3.8716598105132585 </td><td style=\"text-align: right;\"> 43.4183 </td></tr>\n",
"<tr><td>1361707216</td><td>0 </td><td>5.634821264412343e-09 </td><td>0.6942177669708309 </td><td style=\"text-align: right;\"> 99.3208 </td></tr>\n",
"<tr><td>1361707216</td><td>1 </td><td>-2.522462113105214e-08 </td><td>4.344769464655801 </td><td style=\"text-align: right;\"> 24.1931 </td></tr>\n",
"<tr><td>1361707216</td><td>2 </td><td>1.2512289820918588e-07 </td><td>1.4082706532083407 </td><td style=\"text-align: right;\">2828.66 </td></tr>\n",
"<tr><td>1361707216</td><td>3 </td><td>2.2199220531469754e-07 </td><td>3.3513657147324025 </td><td style=\"text-align: right;\"> 56.367 </td></tr>\n",
"<tr><td>1361707216</td><td>4 </td><td>2.71163566482629e-06 </td><td>2.9047432563825737 </td><td style=\"text-align: right;\"> 59.2126 </td></tr>\n",
"<tr><td>1361707216</td><td>5 </td><td>-5.4111640400235476e-05</td><td>4.493941253006888 </td><td style=\"text-align: right;\">1971.82 </td></tr>\n",
"<tr><td>total </td><td> </td><td> </td><td> </td><td style=\"text-align: right;\">5420.29 </td></tr>\n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"'<table>\\n<thead>\\n<tr><th>obsid </th><th>antenna </th><th>gradient </th><th>intercept </th><th style=\"text-align: right;\"> chisq</th></tr>\\n</thead>\\n<tbody>\\n<tr><td>1365977896</td><td>0 </td><td>-1.925921992869614e-09 </td><td>0.28534609060571575</td><td style=\"text-align: right;\"> 5.70799</td></tr>\\n<tr><td>1365977896</td><td>1 </td><td>-1.5309132487430156e-09</td><td>2.913948647774108 </td><td style=\"text-align: right;\"> 12.6215 </td></tr>\\n<tr><td>1365977896</td><td>2 </td><td>3.9253830737315794e-09 </td><td>1.7161622026178467 </td><td style=\"text-align: right;\"> 318.964 </td></tr>\\n<tr><td>1365977896</td><td>3 </td><td>8.780118565391453e-09 </td><td>3.8716598105132585 </td><td style=\"text-align: right;\"> 43.4183 </td></tr>\\n<tr><td>1361707216</td><td>0 </td><td>5.634821264412343e-09 </td><td>0.6942177669708309 </td><td style=\"text-align: right;\"> 99.3208 </td></tr>\\n<tr><td>1361707216</td><td>1 </td><td>-2.522462113105214e-08 </td><td>4.344769464655801 </td><td style=\"text-align: right;\"> 24.1931 </td></tr>\\n<tr><td>1361707216</td><td>2 </td><td>1.2512289820918588e-07 </td><td>1.4082706532083407 </td><td style=\"text-align: right;\">2828.66 </td></tr>\\n<tr><td>1361707216</td><td>3 </td><td>2.2199220531469754e-07 </td><td>3.3513657147324025 </td><td style=\"text-align: right;\"> 56.367 </td></tr>\\n<tr><td>1361707216</td><td>4 </td><td>2.71163566482629e-06 </td><td>2.9047432563825737 </td><td style=\"text-align: right;\"> 59.2126 </td></tr>\\n<tr><td>1361707216</td><td>5 </td><td>-5.4111640400235476e-05</td><td>4.493941253006888 </td><td style=\"text-align: right;\">1971.82 </td></tr>\\n<tr><td>total </td><td> </td><td> </td><td> </td><td style=\"text-align: right;\">5420.29 </td></tr>\\n</tbody>\\n</table>'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"table = []\n",
"\n",
"def plot_fit(ax, freqs_hz, solution):\n",
" \"\"\"Plot the solution and the fit on the given axes, compute $\\chi^2$.\"\"\"\n",
"\n",
" gradient, intercept = fit_solution(freqs_hz, solution)\n",
" model = gradient * freqs_hz + intercept\n",
"\n",
" angle = np.angle(solution)\n",
" ax.plot(freqs_hz, angle, label=\"solution\")\n",
" ax.plot(freqs_hz, model, label=\"fit\")\n",
" ax.legend()\n",
"\n",
" return np.sum((angle - model)**2)\n",
"\n",
"def wrap_angle(angle):\n",
" return np.mod(angle, 2 * np.pi)\n",
"\n",
"def wrapped_residual(data, model):\n",
" residual = np.abs(wrap_angle(data - model))\n",
" return np.amin([residual, 2 * np.pi - residual], axis=0)\n",
"\n",
"chisq_total = 0\n",
"for obsid, bytes in [\n",
" (1365977896, bytes_1361707216),\n",
" (1361707216, bytes_1365977896),\n",
"]:\n",
" data = np.load(io.BytesIO(base64.b64decode(bytes)))\n",
" freqs_hz = np.real(data[:, 0])\n",
" weights = np.real(data[:, 1])\n",
" solutions = data[:, 2:]\n",
" nants = solutions.shape[1]\n",
"\n",
" fig, axes = plt.subplots(nants, figsize=(12, 12), sharex=True)\n",
" fig.suptitle(f\"results {obsid=}\")\n",
" for idx in range(nants):\n",
" ax = axes[idx]\n",
" solution = solutions[:, idx]\n",
" gradient, intercept = fit_solution(freqs_hz, solution, weights)\n",
" model = gradient * freqs_hz + intercept\n",
"\n",
" angle = np.angle(solution)\n",
" ax.scatter(freqs_hz, wrap_angle(angle), label=\"solution\")\n",
" ax.scatter(freqs_hz, wrap_angle(model), label=\"fit\")\n",
" ax.set_title(f\"Antenna {idx}\")\n",
" # ax.legend()\n",
"\n",
" chisq = np.nansum(wrapped_residual(angle, model)**2)\n",
" # print(f\"{obsid=}, {idx=}, {chisq}\")\n",
" table.append([obsid, idx, gradient, intercept, chisq])\n",
" chisq_total += chisq\n",
"table.append([\"total\", \"\", \"\", \"\", chisq_total])\n",
"\n",
"\n",
"display(tabulate(table, headers=[\"obsid\", \"antenna\", \"gradient\", \"intercept\", \"chisq\"], tablefmt='html'))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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