From 3bdd925801e9c8611af1dd1b27a608abfafb0fd3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lo=C3=AFc=20Le=20Guyader?= <loic.le.guyader@xfel.eu> Date: Fri, 17 Jun 2022 09:14:39 +0200 Subject: [PATCH] Simplifies flat field with direct refine fit in notebook --- ...is part I.a Correction determination.ipynb | 1068 +++++++---------- 1 file changed, 434 insertions(+), 634 deletions(-) diff --git a/doc/BOZ analysis part I.a Correction determination.ipynb b/doc/BOZ analysis part I.a Correction determination.ipynb index b26ef5d..9eec20b 100644 --- a/doc/BOZ analysis part I.a Correction determination.ipynb +++ b/doc/BOZ analysis part I.a Correction determination.ipynb @@ -509,90 +509,6 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], - "source": [ - "# default values\n", - "params.flat_field_prod_th = (5.0, np.PINF)\n", - "params.flat_field_ratio_th = (np.NINF, 1.2)\n", - "\n", - "params.flat_field_prod_th = (400, np.PINF)\n", - "params.flat_field_ratio_th = (0.3, 0.9)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x648 with 12 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f, domains = boz.inspect_flat_field_domain(avg, params.rois,\n", - " params.flat_field_prod_th, params.flat_field_ratio_th)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "f.savefig(path+prefix+'-inspect-flat_field_domain.png', dpi=300)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x432 with 8 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = boz.inspect_plane_fitting(avg, params.rois, domains)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "f.savefig(path+prefix+'-inspect-noflatfield.png', dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "fit the plane field correction" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, "outputs": [ { "name": "stdout", @@ -603,135 +519,27 @@ "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", "rois threshold: 4\n", "rois: {'b0': {'xl': 0, 'xh': 64, 'yl': 0, 'yh': 23}, 'b1': {'xl': 64, 'xh': 128, 'yl': 0, 'yh': 23}, 'b2': {'xl': 128, 'xh': 192, 'yl': 0, 'yh': 23}, 'b3': {'xl': 192, 'xh': 256, 'yl': 0, 'yh': 23}, 'b8': {'xl': 0, 'xh': 64, 'yl': 105, 'yh': 128}, 'b9': {'xl': 64, 'xh': 128, 'yl': 105, 'yh': 128}, 'b10': {'xl': 128, 'xh': 192, 'yl': 105, 'yh': 128}, 'b11': {'xl': 192, 'xh': 256, 'yl': 105, 'yh': 128}, 'n': {'xl': 12, 'xh': 89, 'yl': 23, 'yh': 105}, '0': {'xl': 89, 'xh': 167, 'yl': 23, 'yh': 105}, 'p': {'xl': 167, 'xh': 245, 'yl': 23, 'yh': 105}, 'sat': {'xl': 12, 'xh': 245, 'yl': 23, 'yh': 105}, '0X': {'xl': 12, 'xh': 64, 'yl': 23, 'yh': 64}, '1X1': {'xl': 64, 'xh': 89, 'yl': 23, 'yh': 64}, '1X2': {'xl': 89, 'xh': 128, 'yl': 23, 'yh': 64}, '2X1': {'xl': 128, 'xh': 167, 'yl': 23, 'yh': 64}, '2X2': {'xl': 167, 'xh': 192, 'yl': 23, 'yh': 64}, '3X': {'xl': 192, 'xh': 245, 'yl': 23, 'yh': 64}, '8X': {'xl': 12, 'xh': 64, 'yl': 64, 'yh': 105}, '9X1': {'xl': 64, 'xh': 89, 'yl': 64, 'yh': 105}, '9X2': {'xl': 89, 'xh': 128, 'yl': 64, 'yh': 105}, '10X1': {'xl': 128, 'xh': 167, 'yl': 64, 'yh': 105}, '10X2': {'xl': 167, 'xh': 192, 'yl': 64, 'yh': 105}, '11X': {'xl': 192, 'xh': 245, 'yl': 64, 'yh': 105}}\n", - "flat field p: None prod:(400, inf) ratio:(0.3, 0.9)\n", + "flat field p: None prod:(5.0, inf) ratio:(-inf, 1.2)\n", "plane guess fit: None\n", "use hexagons: False\n", "enforce mirror symmetry: False\n", - "ff alpha: None, max. iter.: None\n", + "ff alpha: 0.1, max. iter.: 25\n", "Fnl: None\n" ] } ], "source": [ + "# default values\n", + "params.flat_field_prod_th = (5.0, np.PINF)\n", + "params.flat_field_ratio_th = (np.NINF, 1.2)\n", "params.use_hex = False\n", "params.force_mirror = False\n", + "params.ff_alpha = 0.1\n", + "params.ff_max_iter = 25\n", "\n", "print(params)" ] }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "plane = boz.plane_fitting(params)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " fun: 17589.32325885631\n", - " hess_inv: array([[ 2.96331781e-04, -4.17326826e-05, -6.52303769e-04,\n", - " 3.58614484e-04, 1.09585410e-04, -1.03308491e-05,\n", - " 2.21787529e-04, -1.35713351e-04],\n", - " [-4.17326826e-05, 6.46805428e-06, 9.20770109e-05,\n", - " -5.06550440e-05, -1.57151724e-05, 1.50123542e-06,\n", - " -3.21117562e-05, 1.96185137e-05],\n", - " [-6.52303769e-04, 9.20770109e-05, 1.43970908e-03,\n", - " -7.91528194e-04, -2.41106175e-04, 2.27119473e-05,\n", - " -4.88060274e-04, 2.98643898e-04],\n", - " [ 3.58614484e-04, -5.06550440e-05, -7.91528194e-04,\n", - " 4.35195612e-04, 1.32593309e-04, -1.24878570e-05,\n", - " 2.68341769e-04, -1.64203575e-04],\n", - " [ 1.09585410e-04, -1.57151724e-05, -2.41106175e-04,\n", - " 1.32593309e-04, 4.46756578e-05, -4.41645620e-06,\n", - " 9.05502380e-05, -5.50311543e-05],\n", - " [-1.03308491e-05, 1.50123542e-06, 2.27119473e-05,\n", - " -1.24878570e-05, -4.41645621e-06, 2.42776883e-06,\n", - " -9.46936207e-06, 5.75776797e-06],\n", - " [ 2.21787529e-04, -3.21117562e-05, -4.88060274e-04,\n", - " 2.68341769e-04, 9.05502380e-05, -9.46936207e-06,\n", - " 1.93802117e-04, -1.17723436e-04],\n", - " [-1.35713351e-04, 1.96185137e-05, 2.98643898e-04,\n", - " -1.64203575e-04, -5.50311543e-05, 5.75776797e-06,\n", - " -1.17723436e-04, 7.16218545e-05]])\n", - " jac: array([ 0.17822266, -0.0012207 , 0.26220703, 0.42480469, -0.12451172,\n", - " -0.02929688, 0.05004883, 0.01293945])\n", - " message: 'Desired error not necessarily achieved due to precision loss.'\n", - " nfev: 561\n", - " nit: 21\n", - " njev: 61\n", - " status: 2\n", - " success: False\n", - " x: array([-0.26813482, 0.03171252, 0.58936147, -0.32560134, 0.48481418,\n", - " -0.0482998 , 1.03848446, -0.63030436])" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "plane" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "compute the correction and inspect the result of its application" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "params.set_flat_field(plane.x)\n", - "ff = boz.compute_flat_field_correction(params.rois, params)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x432 with 8 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = boz.inspect_plane_fitting(avg/ff, params.rois, domains)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "f.savefig(path+prefix+'-inspect-withflatfield.png', dpi=300)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -739,73 +547,65 @@ "## Refining flat field" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now refine the flat field correction." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "params.ff_alpha = 0.1\n", - "params.ff_max_iter = 25" - ] - }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0: 0:00:00.000001 (0.016363401388903437, 66.78265478520356, 667.6792772395355), [-0.26813482 0.03171252 0.58936147 -0.32560134 0.48481418 -0.0482998\n", - " 1.03848446 -0.63030436]\n", - "1: 0:03:16.659452 (6.709906110951886, 44.67852876351881, 386.39613263662113), [-0.26083617 -0.00412112 0.58498962 -0.34301528 0.4806164 -0.02826065\n", - " 1.03863565 -0.63481967]\n", - "2: 0:05:03.173707 (1.4667644084861973, 36.7022620110416, 353.8217404340402), [-0.25751041 -0.02138959 0.59113905 -0.33640729 0.4775728 -0.01488625\n", - " 1.03652248 -0.6413997 ]\n", - "3: 0:06:49.585542 (1.8818072278713753, 33.257646253443376, 315.6401974835914), [-0.25257833 -0.01010802 0.5945 -0.33949548 0.46939698 0.01703083\n", - " 1.04074475 -0.64208441]\n", - "4: 0:08:35.725589 (1.3158476655029363, 32.90156536297396, 317.1730246402132), [-0.23965307 -0.0089341 0.60716218 -0.34346784 0.4623174 0.01492663\n", - " 1.04833501 -0.63910673]\n", - "5: 0:10:21.442005 (1.3061207754567656, 32.76397439141713, 315.8846569350604), [-0.23477789 -0.00714478 0.61299486 -0.34736078 0.45852389 0.01320996\n", - " 1.0489751 -0.64358422]\n", - "6: 0:11:21.514231 (1.1903085079854192, 32.512851889961766, 314.4157423277489), [-0.24537523 -0.00721003 0.62848587 -0.35571941 0.45325517 0.01190904\n", - " 1.05579365 -0.64689589]\n", - "7: 0:13:07.824143 (0.977640701502753, 32.40042399796531, 315.20547366612834), [-0.24891616 -0.00540187 0.65471675 -0.36958042 0.4784353 0.01593173\n", - " 1.05350377 -0.64704964]\n", - "8: 0:14:08.500677 (0.8218010796748053, 32.19067455191974, 314.5105358021242), [-0.25554476 -0.00535541 0.6645534 -0.37440895 0.46978625 0.01566998\n", - " 1.04921518 -0.64385227]\n", - "9: 0:15:09.149640 (0.5843228355970254, 31.86750705300173, 313.4161650096441), [-0.25314601 -0.00454641 0.64255541 -0.36059265 0.51649206 0.01371051\n", - " 1.18469815 -0.72339695]\n", - "10: 0:16:09.580453 (0.11962179970201328, 31.505658338055248, 313.9799871832344), [-0.26339368 -0.00380854 0.64500512 -0.35851823 0.49939843 0.0147998\n", - " 1.19893291 -0.73007939]\n", - "11: 0:17:10.609920 (0.08861202116613828, 31.49846118106842, 314.1871036201889), [-0.26096523 -0.0030599 0.63909334 -0.35481822 0.5068922 0.0148916\n", - " 1.22292065 -0.74459302]\n", - "12: 0:18:11.479802 (0.09480150715061801, 31.497962769295576, 314.12641412860023), [-0.26226908 -0.00314842 0.64291124 -0.35703038 0.49989798 0.01474054\n", - " 1.20853547 -0.73610004]\n", - "13: 0:19:11.645050 (0.09483823164922921, 31.497860319960534, 314.1250591147623), [-0.26198846 -0.00317215 0.64180268 -0.3564185 0.50185819 0.01468426\n", - " 1.21272835 -0.73862218]\n", - "14: 0:20:12.418488 (0.09497753095947929, 31.49785938176787, 314.1237960390434), [-0.26197985 -0.00316812 0.64176797 -0.35640145 0.50186115 0.01467457\n", - " 1.21285349 -0.73870137]\n", - "15: 0:21:13.003032 (0.09500469800149663, 31.497859342556936, 314.1235511435559), [-0.26198106 -0.00316879 0.64176448 -0.35639998 0.50184662 0.01467042\n", - " 1.21285769 -0.73870372]\n", - "16: 0:22:13.440787 (0.0950044853942995, 31.497859341504743, 314.1235530464987), [-0.26198107 -0.00316883 0.64176479 -0.35640014 0.50184543 0.01467014\n", - " 1.21285844 -0.73870374]\n", - "17: 0:23:14.227311 (0.09500299870344493, 31.497859341443952, 314.1235664261084), [-0.26198164 -0.00316886 0.6417662 -0.3564009 0.50184485 0.0146701\n", - " 1.21285775 -0.73870317]\n", + "0: 0:00:00.000001 (20.153002184041252, 95.90841763489242, 777.7071566925529), [-0.2, -0.1, 1, -0.54, 0.2, -0.1, 1, -0.54]\n", + "1: 0:03:17.306883 (1.799378365638692, 73.4920654512887, 718.7262492221387), [-0.20532362 -0.08268942 1.00319277 -0.53532143 0.20144186 -0.0912158\n", + " 0.97634474 -0.58489873]\n", + "2: 0:04:18.157857 (14.415874697398792, 62.99904368979908, 500.24756462140164), [-0.23006477 -0.00799304 0.97386821 -0.59301825 0.21173055 -0.06635605\n", + " 0.9623762 -0.6132319 ]\n", + "3: 0:05:18.887062 (5.222176706808073, 53.18626551228899, 484.86306476161724), [-0.26296728 0.06156702 0.98639928 -0.5763178 0.22783206 -0.01892851\n", + " 0.96957301 -0.60407094]\n", + "4: 0:07:04.746335 (6.182983836498456, 50.98422186970853, 454.19536416859916), [-0.27922343 0.05682733 0.98771661 -0.58030444 0.24144917 0.01002998\n", + " 0.96936184 -0.60393447]\n", + "5: 0:08:05.888676 (6.124605820664016, 46.79992139287004, 412.8777615427243), [-0.31857251 0.0513507 0.9928436 -0.58303615 0.28244335 0.01660647\n", + " 0.96503144 -0.60272054]\n", + "6: 0:09:06.531335 (4.110161643708002, 46.14772051109854, 424.4857503176134), [-0.57290578 0.0168521 1.30319322 -0.74975582 0.12557203 -0.00720507\n", + " 0.88383414 -0.55799771]\n", + "7: 0:10:07.015561 (3.3199577491501575, 45.02015657127086, 420.32194597035715), [-0.56586494 0.01768224 1.37989742 -0.79092524 0.14534538 -0.00905336\n", + " 0.91976958 -0.57698672]\n", + "8: 0:11:07.001854 (4.066885330978191, 43.011771374357885, 393.5157457647751), [-0.50527984 0.02812328 1.449637 -0.82686137 0.21540647 0.0038853\n", + " 0.8460087 -0.53613941]\n", + "9: 0:12:07.442941 (3.7711122252427614, 39.201355982426804, 358.07354979708316), [-0.50434624 0.02514005 1.44675771 -0.82307475 0.26964752 0.01156051\n", + " 0.82460415 -0.52307489]\n", + "10: 0:13:08.016395 (2.2455048187291493, 34.148244633718484, 321.2729029686224), [-0.49985784 0.01787587 1.42320905 -0.80269043 0.36487216 0.02180992\n", + " 0.75193771 -0.47641708]\n", + "11: 0:14:54.562500 (1.514828732082584, 32.672510455596075, 313.09164596721746), [-5.64270468e-01 -5.95740521e-04 1.32426990e+00 -7.46929085e-01\n", + " 3.49973801e-01 1.53745096e-02 8.24596543e-01 -5.16131763e-01]\n", + "12: 0:15:55.303122 (0.15090073473019008, 31.663802154827295, 315.2799149357012), [-0.57094302 -0.00473623 1.48905922 -0.82754978 0.38772152 0.00967395\n", + " 0.91704499 -0.55799887]\n", + "13: 0:16:55.898981 (0.10098770744697112, 31.519565635416004, 314.28676698713724), [-0.58180731 -0.00775486 1.42898071 -0.79350167 0.3819167 0.01286996\n", + " 0.9124201 -0.55498509]\n", + "14: 0:17:56.369478 (0.1100828787920585, 31.508304022695036, 314.0922943178218), [-0.58757865 -0.00795221 1.42133971 -0.78995285 0.37534724 0.00959816\n", + " 0.91653257 -0.55861262]\n", + "15: 0:18:56.898061 (0.10291658093360534, 31.498200057672747, 314.055751348325), [-0.58346945 -0.00690148 1.43041202 -0.79461162 0.37793249 0.01100531\n", + " 0.91458269 -0.55701757]\n", + "16: 0:19:57.882069 (0.09785277458355517, 31.49794968264174, 314.09882185516534), [-0.58364571 -0.00706569 1.42889929 -0.79362617 0.37824433 0.0110818\n", + " 0.91362332 -0.55641171]\n", + "17: 0:20:58.644926 (0.09724952566672726, 31.49788583511219, 314.1036126201214), [-0.58369973 -0.00705542 1.42925368 -0.79380418 0.37802426 0.01105375\n", + " 0.9136708 -0.55646403]\n", + "18: 0:21:59.311185 (0.09567353235199477, 31.49786118161039, 314.1175500249359), [-0.583693 -0.00705319 1.42974728 -0.79402406 0.37793061 0.01104251\n", + " 0.91349664 -0.55637407]\n", + "19: 0:23:00.671445 (0.09507088424831309, 31.497859389294636, 314.1229559347115), [-0.58368979 -0.00705915 1.42983162 -0.79405051 0.37793187 0.01104692\n", + " 0.91341464 -0.55632496]\n", + "20: 0:24:01.685831 (0.09500230527745146, 31.497859341780565, 314.12357267030853), [-0.58368753 -0.00706001 1.42983868 -0.79405205 0.37793863 0.0110479\n", + " 0.91340245 -0.55631699]\n", + "21: 0:25:02.277053 (0.09500176274129139, 31.4978593414411, 314.1235775497394), [-0.58368782 -0.00706014 1.42983715 -0.7940512 0.37793907 0.01104804\n", + " 0.91340265 -0.55631702]\n", + "22: 0:26:02.690454 (0.09500206268757443, 31.497859341440698, 314.1235748502188), [-0.58368796 -0.00706013 1.42983759 -0.79405145 0.37793918 0.01104803\n", + " 0.91340284 -0.55631713]\n", "Warning: Desired error not necessarily achieved due to precision loss.\n", " Current function value: 31.497859\n", - " Iterations: 17\n", - " Function evaluations: 405\n", - " Gradient evaluations: 44\n" + " Iterations: 22\n", + " Function evaluations: 561\n", + " Gradient evaluations: 61\n" ] } ], @@ -815,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -824,12 +624,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x432 with 8 Axes>" ] @@ -842,7 +642,7 @@ ], "source": [ "ff = boz.compute_flat_field_correction(params.rois, params)\n", - "f = boz.inspect_plane_fitting(avg/ff, params.rois, domains)\n", + "f = boz.inspect_plane_fitting(avg/ff, params.rois)\n", "f.savefig(path+prefix+'-inspect-withflatfield-refined.png', dpi=300)" ] }, @@ -862,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -880,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -899,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 28, "metadata": { "scrolled": false }, @@ -908,20 +708,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "0: 0:00:00.000001 (3086.014641066622, 1543.007320533311, 0.0), [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + "0: 0:00:00.000001 (3086.0148808236668, 1543.0074404118334, 0.0), [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 0 0 0 0 0 0]\n", - "1: 0:13:31.162582 (1473.3360952245016, 739.7257902960166, 6.11548536753158), [-1.62843797e-01 -4.86583642e-01 -3.52617250e-02 4.95383715e-01\n", - " 4.95531059e-01 3.52356564e-01 8.95942162e-02 -4.99796193e-02\n", - " -1.45477740e-01 -1.95625584e-01 -1.64510784e-01 -1.32082288e-01\n", - " -1.11360374e-01 -8.05935604e-02 -4.58692399e-02 -3.03946980e-02\n", - " -1.43379613e-02 1.51178534e-03 1.37064365e-02 1.88765308e-02\n", - " 2.55057825e-02 2.22518233e-02 2.29904018e-02 2.30762772e-02\n", - " 2.02953481e-02 1.77620324e-02 1.33627857e-02 9.77279471e-03\n", - " 8.41278392e-03 4.18618217e-03 3.63279464e-03 2.62414306e-03\n", - " 1.36580204e-03 8.95180756e-04 4.46204649e-04 2.85261446e-04\n", - " 1.22813312e-04 7.52316595e-05 3.26167761e-05 1.49003089e-05\n", - " 1.88737246e-06 0.00000000e+00 0.00000000e+00 -1.04302162e-05\n", + "1: 0:13:32.520855 (1473.3362389427134, 739.7258621559096, 6.115485369105787), [-1.62843779e-01 -4.86583644e-01 -3.52617222e-02 4.95383716e-01\n", + " 4.95531070e-01 3.52356561e-01 8.95942242e-02 -4.99796105e-02\n", + " -1.45477734e-01 -1.95625579e-01 -1.64510786e-01 -1.32082273e-01\n", + " -1.11360375e-01 -8.05935542e-02 -4.58692265e-02 -3.03946907e-02\n", + " -1.43379651e-02 1.51178025e-03 1.37064305e-02 1.88765293e-02\n", + " 2.55057805e-02 2.22518364e-02 2.29904050e-02 2.30762804e-02\n", + " 2.02953565e-02 1.77620360e-02 1.33627996e-02 9.77279892e-03\n", + " 8.41278824e-03 4.18617688e-03 3.63280926e-03 2.62414286e-03\n", + " 1.36580691e-03 8.95195587e-04 4.46204615e-04 2.85266391e-04\n", + " 1.22823236e-04 7.52316537e-05 3.26167736e-05 1.49003077e-05\n", + " 1.89233908e-06 0.00000000e+00 0.00000000e+00 -1.04202819e-05\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -1349,17 +1149,17 @@ " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", - "22: 3:37:18.817021 (457.9959017046125, 237.511746115536, 17.027590526459488), [-4.76152396e-02 1.74403377e-02 3.81399538e-01 4.70812734e-01\n", - " 8.20067636e-01 5.99109229e-01 3.75580115e-01 2.38254780e-01\n", - " 1.55072658e-01 1.00915085e-01 1.35196525e-02 -1.32568372e-01\n", - " -1.40068805e-01 -1.18465122e-01 -1.73938191e-01 -2.31406560e-01\n", - " -3.51769908e-01 -4.12095403e-01 -4.61795833e-01 -3.68139760e-01\n", - " -3.56869700e-01 -2.64890994e-01 -1.59747896e-01 -7.61996168e-02\n", - " 4.19110518e-02 1.51630593e-01 2.04956235e-01 2.11080152e-01\n", - " 2.35066134e-01 1.60972108e-01 1.35565699e-01 1.08381550e-01\n", - " 6.10045465e-02 4.17580231e-02 2.14908343e-02 1.43192104e-02\n", - " 7.09712884e-03 4.11800218e-03 1.71679145e-03 7.89218391e-04\n", - " 7.14692681e-05 0.00000000e+00 0.00000000e+00 -6.85662549e-03\n", + "22: 3:37:35.301490 (457.99593740783405, 237.51176985333632, 17.027602298838566), [-4.76151142e-02 1.74393957e-02 3.81398754e-01 4.70811342e-01\n", + " 8.20066229e-01 5.99107791e-01 3.75578023e-01 2.38254751e-01\n", + " 1.55069073e-01 1.00913387e-01 1.35208850e-02 -1.32570256e-01\n", + " -1.40072727e-01 -1.18468739e-01 -1.73937664e-01 -2.31404754e-01\n", + " -3.51771901e-01 -4.12095635e-01 -4.61797787e-01 -3.68140364e-01\n", + " -3.56871742e-01 -2.64892550e-01 -1.59751239e-01 -7.61992260e-02\n", + " 4.19125341e-02 1.51632413e-01 2.04957831e-01 2.11081057e-01\n", + " 2.35067112e-01 1.60973223e-01 1.35566048e-01 1.08381801e-01\n", + " 6.10035234e-02 4.17583146e-02 2.14901625e-02 1.43192106e-02\n", + " 7.09548969e-03 4.11853461e-03 1.71786993e-03 7.89334136e-04\n", + " 7.25259189e-05 0.00000000e+00 0.00000000e+00 -6.85744013e-03\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -1369,17 +1169,17 @@ " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", - "23: 3:44:11.464203 (457.996510071913, 237.51174590966474, 17.02698174741649), [-4.76458689e-02 1.74455165e-02 3.81388352e-01 4.70826087e-01\n", - " 8.20075056e-01 5.99113328e-01 3.75630637e-01 2.38173880e-01\n", - " 1.55191603e-01 1.00911049e-01 1.34478164e-02 -1.32560427e-01\n", - " -1.39948384e-01 -1.18388328e-01 -1.74018218e-01 -2.31399474e-01\n", - " -3.51808196e-01 -4.12123155e-01 -4.61777086e-01 -3.68065402e-01\n", - " -3.56762795e-01 -2.64875568e-01 -1.59722184e-01 -7.62195499e-02\n", - " 4.18553863e-02 1.51570023e-01 2.04919117e-01 2.11063978e-01\n", - " 2.35065083e-01 1.61042171e-01 1.35573295e-01 1.08394482e-01\n", - " 6.10057180e-02 4.17593904e-02 2.14929458e-02 1.43301981e-02\n", - " 7.09712143e-03 4.11911915e-03 1.72211542e-03 7.94630539e-04\n", - " 7.60245047e-05 0.00000000e+00 0.00000000e+00 -6.86894417e-03\n", + "23: 3:44:26.837864 (457.996572854466, 237.51176963936555, 17.026966424265087), [-4.76468109e-02 1.74451652e-02 3.81387597e-01 4.70825820e-01\n", + " 8.20074724e-01 5.99112651e-01 3.75632192e-01 2.38170354e-01\n", + " 1.55194620e-01 1.00910923e-01 1.34462897e-02 -1.32561198e-01\n", + " -1.39946560e-01 -1.18382661e-01 -1.74022180e-01 -2.31401649e-01\n", + " -3.51801804e-01 -4.12128980e-01 -4.61773800e-01 -3.68068125e-01\n", + " -3.56756065e-01 -2.64867521e-01 -1.59716820e-01 -7.62235096e-02\n", + " 4.18522266e-02 1.51570106e-01 2.04925857e-01 2.11067525e-01\n", + " 2.35072278e-01 1.61042032e-01 1.35576251e-01 1.08388105e-01\n", + " 6.10181897e-02 4.17616075e-02 2.14984113e-02 1.43248013e-02\n", + " 7.10229478e-03 4.12008976e-03 1.71951658e-03 7.90333738e-04\n", + " 7.42486733e-05 0.00000000e+00 0.00000000e+00 -6.86641486e-03\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -1389,17 +1189,17 @@ " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", - "24: 3:57:42.176639 (457.9965558725329, 237.51174586150043, 17.026935850467975), [-4.76461390e-02 1.74486071e-02 3.81390605e-01 4.70830561e-01\n", - " 8.20076979e-01 5.99123674e-01 3.75612696e-01 2.38214441e-01\n", - " 1.55163687e-01 1.00929528e-01 1.34471452e-02 -1.32575282e-01\n", - " -1.39925755e-01 -1.18384330e-01 -1.74019706e-01 -2.31450924e-01\n", - " -3.51789045e-01 -4.12093153e-01 -4.61770329e-01 -3.68096165e-01\n", - " -3.56804233e-01 -2.64864672e-01 -1.59724634e-01 -7.62129247e-02\n", - " 4.18570784e-02 1.51557462e-01 2.04893078e-01 2.11038037e-01\n", - " 2.35040282e-01 1.61006360e-01 1.35565622e-01 1.08386062e-01\n", - " 6.10063323e-02 4.17608157e-02 2.14927458e-02 1.43228844e-02\n", - " 7.09639587e-03 4.11883003e-03 1.71826514e-03 7.90801049e-04\n", - " 7.20315204e-05 0.00000000e+00 0.00000000e+00 -6.86386325e-03\n", + "24: 3:57:58.062285 (457.99661836779234, 237.5117695853818, 17.026920802971294), [-4.76467172e-02 1.74487755e-02 3.81390440e-01 4.70830958e-01\n", + " 8.20077182e-01 5.99124014e-01 3.75613509e-01 2.38213853e-01\n", + " 1.55165112e-01 1.00930848e-01 1.34456530e-02 -1.32576096e-01\n", + " -1.39922231e-01 -1.18381584e-01 -1.74021229e-01 -2.31452272e-01\n", + " -3.51787807e-01 -4.12093704e-01 -4.61768517e-01 -3.68096798e-01\n", + " -3.56802104e-01 -2.64860590e-01 -1.59722454e-01 -7.62138921e-02\n", + " 4.18557705e-02 1.51556627e-01 2.04894031e-01 2.11037971e-01\n", + " 2.35041042e-01 1.61006686e-01 1.35566192e-01 1.08385937e-01\n", + " 6.10100536e-02 4.17619897e-02 2.14954641e-02 1.43225561e-02\n", + " 7.09922759e-03 4.11946954e-03 1.71848368e-03 7.90485939e-04\n", + " 7.17768874e-05 0.00000000e+00 0.00000000e+00 -6.86171137e-03\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -1415,17 +1215,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "25: 4:04:34.305407 (457.99642290845725, 237.51174584662039, 17.027068784783534), [-4.76370582e-02 1.74474779e-02 3.81394251e-01 4.70827264e-01\n", - " 8.20075970e-01 5.99120257e-01 3.75609638e-01 2.38218357e-01\n", - " 1.55148187e-01 1.00922195e-01 1.34686498e-02 -1.32563235e-01\n", - " -1.39985106e-01 -1.18388602e-01 -1.73994168e-01 -2.31441893e-01\n", - " -3.51793185e-01 -4.12089345e-01 -4.61773038e-01 -3.68116081e-01\n", - " -3.56838027e-01 -2.64834167e-01 -1.59751521e-01 -7.62177324e-02\n", - " 4.18815048e-02 1.51578925e-01 2.04910447e-01 2.11039378e-01\n", - " 2.35033134e-01 1.60959542e-01 1.35554677e-01 1.08379710e-01\n", - " 6.10055417e-02 4.17620063e-02 2.14927722e-02 1.43195168e-02\n", - " 7.10077581e-03 4.11818974e-03 1.71887174e-03 7.83733005e-04\n", - " 7.61316832e-05 0.00000000e+00 0.00000000e+00 -6.85651941e-03\n", + "25: 4:04:52.365069 (457.99645896731795, 237.5117695670964, 17.02708016687482), [-4.76360074e-02 1.74484856e-02 3.81395596e-01 4.70828591e-01\n", + " 8.20077367e-01 5.99121549e-01 3.75611452e-01 2.38219066e-01\n", + " 1.55150471e-01 1.00921729e-01 1.34717251e-02 -1.32560864e-01\n", + " -1.39986376e-01 -1.18390584e-01 -1.73988449e-01 -2.31440417e-01\n", + " -3.51795714e-01 -4.12085920e-01 -4.61777357e-01 -3.68109970e-01\n", + " -3.56836903e-01 -2.64842589e-01 -1.59755176e-01 -7.62172521e-02\n", + " 4.18847798e-02 1.51580746e-01 2.04905699e-01 2.11036366e-01\n", + " 2.35026981e-01 1.60966563e-01 1.35553141e-01 1.08375106e-01\n", + " 6.09981535e-02 4.17578794e-02 2.14828304e-02 1.43105414e-02\n", + " 7.09667861e-03 4.11269140e-03 1.71322327e-03 7.83173233e-04\n", + " 7.13861569e-05 0.00000000e+00 0.00000000e+00 -6.86100648e-03\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -1436,7 +1236,7 @@ " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n", "Warning: Maximum number of iterations has been exceeded.\n", - " Current function value: 237.511746\n", + " Current function value: 237.511770\n", " Iterations: 25\n", " Function evaluations: 2916\n", " Gradient evaluations: 36\n" @@ -1449,7 +1249,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1458,7 +1258,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 30, "metadata": { "scrolled": false }, @@ -1472,8 +1272,8 @@ "mask:(#12) [[15, 437], [36, 477], [43, 506], [59, 215], [61, 215], [63, 28], [71, 451], [76, 302], [80, 223], [80, 224], [108, 185], [125, 296]]\n", "rois threshold: 4\n", "rois: {'b0': {'xl': 0, 'xh': 64, 'yl': 0, 'yh': 23}, 'b1': {'xl': 64, 'xh': 128, 'yl': 0, 'yh': 23}, 'b2': {'xl': 128, 'xh': 192, 'yl': 0, 'yh': 23}, 'b3': {'xl': 192, 'xh': 256, 'yl': 0, 'yh': 23}, 'b8': {'xl': 0, 'xh': 64, 'yl': 105, 'yh': 128}, 'b9': {'xl': 64, 'xh': 128, 'yl': 105, 'yh': 128}, 'b10': {'xl': 128, 'xh': 192, 'yl': 105, 'yh': 128}, 'b11': {'xl': 192, 'xh': 256, 'yl': 105, 'yh': 128}, 'n': {'xl': 12, 'xh': 89, 'yl': 23, 'yh': 105}, '0': {'xl': 89, 'xh': 167, 'yl': 23, 'yh': 105}, 'p': {'xl': 167, 'xh': 245, 'yl': 23, 'yh': 105}, 'sat': {'xl': 12, 'xh': 245, 'yl': 23, 'yh': 105}, '0X': {'xl': 12, 'xh': 64, 'yl': 23, 'yh': 64}, '1X1': {'xl': 64, 'xh': 89, 'yl': 23, 'yh': 64}, '1X2': {'xl': 89, 'xh': 128, 'yl': 23, 'yh': 64}, '2X1': {'xl': 128, 'xh': 167, 'yl': 23, 'yh': 64}, '2X2': {'xl': 167, 'xh': 192, 'yl': 23, 'yh': 64}, '3X': {'xl': 192, 'xh': 245, 'yl': 23, 'yh': 64}, '8X': {'xl': 12, 'xh': 64, 'yl': 64, 'yh': 105}, '9X1': {'xl': 64, 'xh': 89, 'yl': 64, 'yh': 105}, '9X2': {'xl': 89, 'xh': 128, 'yl': 64, 'yh': 105}, '10X1': {'xl': 128, 'xh': 167, 'yl': 64, 'yh': 105}, '10X2': {'xl': 167, 'xh': 192, 'yl': 64, 'yh': 105}, '11X': {'xl': 192, 'xh': 245, 'yl': 64, 'yh': 105}}\n", - "flat field p: [-0.26198164498319804, -0.0031688611949593037, 0.6417661993891696, -0.3564008981878965, 0.5018448538614619, 0.014670104790624586, 1.212857748334075, -0.7387031656039068] prod:(400, inf) ratio:(0.3, 0.9)\n", - "plane guess fit: None\n", + "flat field p: [-0.5836879561405153, -0.007060129529281058, 1.4298375869832025, -0.794051448301634, 0.37793917890335865, 0.011048034019438152, 0.9134028443893107, -0.5563171304433135] prod:(5.0, inf) ratio:(-inf, 1.2)\n", + "plane guess fit: [-0.2, -0.1, 1, -0.54, 0.2, 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"weighted mu: 0.9956680123052083, s: 0.002871239210765329, snr: 346.77292249704715\n", + "diff mu: 0.9963553265541172, s: 0.00316218013483781, snr: 315.0849363631275\n", + "mu: 0.9963948341459192, s: 0.0027233120824432166, snr: 365.8761111403746\n", + "weighted mu: 0.9962524624037541, s: 0.0023138617824868947, snr: 430.5583289132339\n", + "diff mu: 0.9963948341459192, s: 0.002727841557609234, snr: 365.26858804042524\n", + "mu: 0.999195474504398, s: 0.002312991475482218, snr: 431.99271812970403\n", + "weighted mu: 0.9993728546586068, s: 0.0019508902662356302, snr: 512.265026872558\n", + "diff mu: 0.999195474504398, s: 0.0023155268923475366, snr: 431.5197019765077\n", + "mu: 0.9971999768158415, s: 0.0027973648410549844, snr: 356.47834067999594\n", + "weighted mu: 0.9968776495776257, s: 0.0025000641269980455, snr: 398.7408318100334\n", + "diff mu: 0.9971999768158415, s: 0.002710160900953441, snr: 367.94862491928956\n" ] }, { @@ -1672,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1688,12 +1488,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1710,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1726,12 +1526,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1748,7 +1548,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1764,7 +1564,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 37, "metadata": {}, "outputs": [ { -- GitLab