diff --git a/notebook_sandbox/sky_subtraction/bspline.ipynb b/notebook_sandbox/sky_subtraction/bspline.ipynb new file mode 100644 index 00000000..24c32a2b --- /dev/null +++ b/notebook_sandbox/sky_subtraction/bspline.ipynb @@ -0,0 +1,182 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from scipy.interpolate import LSQBivariateSpline, bisplrep, bisplev\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from astropy.modeling import models\n", + "import astropy.units as u\n", + "from astropy.io import fits\n", + "from astropy.visualization import (ZScaleInterval, SqrtStretch, ImageNormalize)\n", + "\n", + "from specreduce.utils.synth_data import make_2d_arc_image" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: No observer defined on WCS, SpectralCoord will be converted without any velocity frame change [astropy.wcs.wcsapi.fitswcs]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_deg2 = models.Legendre1D(degree=2, c0=50, c1=0, c2=100)\n", + "im = make_2d_arc_image(\n", + " nx=3072,\n", + " ny=1024,\n", + " linelists=['HeI', 'ArI'],\n", + " line_fwhm=3,\n", + " tilt_func=model_deg2,\n", + " amplitude_scale=0.1,\n", + " background=100\n", + ")\n", + "fig = plt.figure(figsize=(10, 6))\n", + "plt.imshow(im.data)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/tim/conda/envs/specreduce/lib/python3.12/site-packages/scipy/interpolate/_fitpack2.py:1519: UserWarning: \n", + "The coefficients of the spline returned have been computed as the\n", + "minimal norm least-squares solution of a (numerically) rank deficient\n", + "system (deficiency=50780). If deficiency is large, the results may be\n", + "inaccurate. Deficiency may strongly depend on the value of eps.\n", + " warnings.warn(message)\n" + ] + } + ], + "source": [ + "y, x = np.indices(im.shape)\n", + "ysize, xsize = im.shape\n", + "noise = np.sqrt(im)\n", + "weights = 1 / noise\n", + "xknots = np.linspace(0, xsize, int(xsize))\n", + "yknots = np.linspace(0, ysize, int(ysize/50))\n", + "x_rect = x.ravel() + model_deg2(y.ravel() - ysize/2)/ysize\n", + "spline_fit = LSQBivariateSpline(\n", + " x_rect, y.ravel(), im.data.ravel(), xknots, yknots, w=weights.ravel(), kx=1, ky=3\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "operands could not be broadcast together with shapes (3072,) (1024,) ", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/tim/astropy/specreduce/notebook_sandbox/sky_subtraction/bspline.ipynb Cell 4\u001b[0m line \u001b[0;36m3\n\u001b[1;32m 1\u001b[0m fig \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39mfigure(figsize\u001b[39m=\u001b[39m(\u001b[39m10\u001b[39m, \u001b[39m6\u001b[39m))\n\u001b[1;32m 2\u001b[0m yinterp \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marange(\u001b[39m0\u001b[39m, ysize)\n\u001b[0;32m----> 3\u001b[0m xinterp \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49marange(\u001b[39m0\u001b[39;49m, xsize) \u001b[39m+\u001b[39;49m model_deg2(yinterp \u001b[39m-\u001b[39;49m ysize\u001b[39m/\u001b[39;49m\u001b[39m2\u001b[39;49m)\u001b[39m/\u001b[39;49mysize\n\u001b[1;32m 4\u001b[0m zinterp \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mtranspose(spline_fit(xinterp, yinterp))\n\u001b[1;32m 5\u001b[0m norm \u001b[39m=\u001b[39m ImageNormalize(im\u001b[39m.\u001b[39mdata \u001b[39m-\u001b[39m zinterp, interval\u001b[39m=\u001b[39mZScaleInterval(contrast\u001b[39m=\u001b[39m\u001b[39m0.0005\u001b[39m), stretch\u001b[39m=\u001b[39mSqrtStretch())\n", + "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (3072,) (1024,) " + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 6))\n", + "yinterp = np.arange(0, ysize)\n", + "xinterp = np.arange(0, xsize) + model_deg2(yinterp - ysize/2)/ysize\n", + "zinterp = np.transpose(spline_fit(xinterp, yinterp))\n", + "norm = ImageNormalize(im.data - zinterp, interval=ZScaleInterval(contrast=0.0005), stretch=SqrtStretch())\n", + "plt.imshow(im.data - zinterp, cmap='gray', norm=norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "fits.writeto(\"blah.fits\", im.data-zinterp, overwrite=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "fits.writeto(\"interp.fits\", zinterp, overwrite=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "specreduce", + "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": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}