From ae6a0d9d7f26ea93e33b223eba5f9515592cfa08 Mon Sep 17 00:00:00 2001 From: frcojimenez <frco.jimenez@gmail.com> Date: Fri, 20 Nov 2020 10:31:46 +0000 Subject: [PATCH] updates --- code_new/NR_dynesty_t0_loop.ipynb | 242 +++++++++++++++++++----------- code_new/NR_dynesty_t0_loop.py | 191 +++-------------------- 2 files changed, 170 insertions(+), 263 deletions(-) diff --git a/code_new/NR_dynesty_t0_loop.ipynb b/code_new/NR_dynesty_t0_loop.ipynb index e31ec67..27bcbdd 100644 --- a/code_new/NR_dynesty_t0_loop.ipynb +++ b/code_new/NR_dynesty_t0_loop.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -10,7 +10,7 @@ "output_type": "stream", "text": [ "usage: ipykernel_launcher.py [-h] [-c CONFIG_FILE]\n", - "ipykernel_launcher.py: error: unrecognized arguments: -f /home/francisco.jimenez/.local/share/jupyter/runtime/kernel-5ce96188-0ebc-453d-b9f3-e10ef9d843ee.json\n" + "ipykernel_launcher.py: error: unrecognized arguments: -f /home/francisco.jimenez/.local/share/jupyter/runtime/kernel-e25e637f-0b3a-45e2-9ab9-f7a306331a09.json\n" ] } ], @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -126,16 +126,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "model: w-tau-fixed\n", + "model: w-tau\n", "nmax: 0\n", - "tshift: 5.0\n", + "tshift: 20.0\n", "error: True\n" ] } @@ -159,9 +159,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Directory /work/francisco.jimenez/sio/git/rdstackingproject/results_new/0305/w-tau-nmax0 Created \n" + ] + } + ], "source": [ "output_folder_1=output_folder+'/'+model+'-nmax'+str(nmax)\n", "if not os.path.exists(output_folder_1):\n", @@ -171,7 +179,28 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "corner_plot=output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'corner_plot.png'\n", + "diagnosis_plot=output_folder_1+'/Dynesty_diagnosis'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'.png'\n", + "fit_plot=output_folder_1+'/Fit_results_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png'" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "sumary_data = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'\n", + "best_data=output_folder_1+'/best_values_'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -223,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -274,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -309,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -324,16 +353,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fac1939ab50>" + "<matplotlib.legend.Legend at 0x7f06cdc547d0>" ] }, - "execution_count": 13, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, @@ -362,16 +391,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fac1908f210>" + "<matplotlib.legend.Legend at 0x7f06cdba4c50>" ] }, - "execution_count": 14, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, @@ -400,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -412,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -425,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -445,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -464,16 +493,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7fac18e1d690>]" + "[<matplotlib.lines.Line2D at 0x7f06cdafe210>]" ] }, - "execution_count": 19, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, @@ -502,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -515,10 +544,10 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7fac19277410>]" + "[<matplotlib.lines.Line2D at 0x7f06ce405a10>]" ] }, - "execution_count": 20, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, @@ -554,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -576,16 +605,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fac1924ded0>" + "<matplotlib.legend.Legend at 0x7f06ce4148d0>" ] }, - "execution_count": 22, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, @@ -613,16 +642,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fac191ad9d0>" + "<matplotlib.legend.Legend at 0x7f06ce23e990>" ] }, - "execution_count": 23, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, @@ -650,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -665,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -743,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -752,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -760,7 +789,7 @@ "output_type": "stream", "text": [ "Maximum likelihood estimates:\n", - "[0.74900085 1.09716727]\n" + "[ 0.44858563 11.1757187 0.39037417 -0.52466945]\n" ] } ], @@ -778,14 +807,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "32566it [04:06, 131.97it/s, +2000 | bound: 86 | nc: 1 | ncall: 708319 | eff(%): 4.880 | loglstar: -inf < -485795.075 < inf | logz: -485811.742 +/- 0.125 | dlogz: 0.001 > 2.009]\n" + "78022it [10:48, 120.36it/s, +2000 | bound: 239 | nc: 1 | ncall: 1844907 | eff(%): 4.337 | loglstar: -inf < -inf < inf | logz: -inf +/- 0.215 | dlogz: 0.001 > 2.009]\n" ] } ], @@ -796,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -831,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -857,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -867,10 +896,10 @@ "Summary\n", "=======\n", "nlive: 2000\n", - "niter: 32566\n", - "ncall: 708319\n", - "eff(%): 4.880\n", - "logz: -485811.742 +/- 0.125\n" + "niter: 78022\n", + "ncall: 1844907\n", + "eff(%): 4.337\n", + "logz: -2035648.949 +/- 0.215\n" ] } ], @@ -883,7 +912,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -893,26 +922,25 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ - "summary_titles=['n','id','t_shift','dlogz','dlogz_err']\n", - "f = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'" + "summary_titles=['n','id','t_shift','dlogz','dlogz_err']" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ - "if os.path.exists(f):\n", + "if os.path.exists(sumary_data):\n", " outvalues = np.array([[nmax, simulation_number, tshift, evidence,evidence_error]])\n", "else:\n", " outvalues = np.array([summary_titles,[nmax, simulation_number, tshift, evidence,evidence_error]])\n", "\n", - "with open(f, 'a') as file:\n", + "with open(sumary_data, 'a') as file:\n", " writer = csv.writer(file)\n", " if (outvalues.shape)[0]>1 :\n", " writer.writerows(outvalues)\n", @@ -922,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -932,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -948,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -958,23 +986,22 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "key =['max val','lower bound','higher bound']\n", - "file=output_folder_1+'/best_values_'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'\n", "dfslist = [pd.DataFrame(np.concatenate(([tshift],sigma_vars_all[1])).reshape((-1,prior_dim+1)), columns=np.concatenate((['tshift'],labels)), index = [key[i]]) for i in range(3)]\n", "df2 = pd.concat(dfslist)\n", - "if os.path.exists(file):\n", - " df2.to_csv(file, mode='a', header=False,index = True)\n", + "if os.path.exists(best_data):\n", + " df2.to_csv(best_data, mode='a', header=False,index = True)\n", "else:\n", - " df2.to_csv(file,index = True)" + " df2.to_csv(best_data,index = True)" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -990,14 +1017,14 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 396x396 with 4 Axes>" + "<Figure size 698.4x698.4 with 16 Axes>" ] }, "metadata": { @@ -1018,21 +1045,64 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ - "fg.savefig(output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight')" + "fg.savefig(corner_plot, format = 'png', bbox_inches = 'tight')" ] }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 100, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/francisco.jimenez/local/python-3.7.7/lib/python3.7/site-packages/dynesty/plotting.py:245: UserWarning: Attempting to set identical bottom == top == 0.0 results in singular transformations; automatically expanding.\n", + " axes[i].set_ylim([ymin, ymax])\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x1152 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from dynesty import plotting as dyplot\n", + "\n", + "lnz_truth = ndim * -np.log(2 * 10.) # analytic evidence solution\n", + "fig, axes = dyplot.runplot(res, lnz_truth=lnz_truth)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(diagnosis_plot, format = 'png', dpi = 384, bbox_inches = 'tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ "<Figure size 864x648 with 1 Axes>" ] @@ -1061,13 +1131,19 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ - "fit_plot=output_folder_1+'/Fit_results_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png'\n", "figband.savefig(fit_plot)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1075,18 +1151,6 @@ "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": "3.7.7" } }, "nbformat": 4, diff --git a/code_new/NR_dynesty_t0_loop.py b/code_new/NR_dynesty_t0_loop.py index bdda6ac..8e1537b 100755 --- a/code_new/NR_dynesty_t0_loop.py +++ b/code_new/NR_dynesty_t0_loop.py @@ -1,9 +1,3 @@ -#!/usr/bin/env python -# coding: utf-8 - -# In[2]: - - #Import relevant modules, import data and all that import numpy as np from scipy import interpolate @@ -48,10 +42,6 @@ except SystemExit: parser.sections() pass - -# In[3]: - - # path rootpath=parser.get('nr-paths','rootpath') @@ -65,18 +55,10 @@ output_folder = parser.get('output-folder','output-folder') overwrite = parser.get('setup','overwrite') downfactor = np.int(parser.get('setup','plot_down_factor')) - -# In[4]: - - if not os.path.exists(output_folder): os.mkdir(output_folder) print("Directory " , output_folder , " Created ") - -# In[5]: - - # time config tshift=parser.get('time-setup','tshift') @@ -88,10 +70,6 @@ tend = np.float(tend) t_align=parser.get('time-setup','t_align') t_align = np.float(t_align) - -# In[6]: - - # n-tones & nlive nmax=parser.get('n-tones','nmax') @@ -100,10 +78,6 @@ nmax = np.int(nmax) npoints=parser.get('n-live-points','npoints') npoints = np.int(npoints) - -# In[7]: - - # model model=parser.get('rd-model','model') error_str = eval(parser.get('rd-model','error_str')) @@ -119,18 +93,17 @@ print('nmax:',nmax) print('tshift:',tshift) print('error:', error_str) - -# In[8]: - - output_folder_1=output_folder+'/'+model+'-nmax'+str(nmax) if not os.path.exists(output_folder_1): os.mkdir(output_folder_1) print("Directory " , output_folder_1 , " Created ") +corner_plot=output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'corner_plot.png' +diagnosis_plot=output_folder_1+'/Dynesty_diagnosis'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'.png' +fit_plot=output_folder_1+'/Fit_results_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png' -# In[9]: - +sumary_data = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv' +best_data=output_folder_1+'/best_values_'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv' # loading priors w_mins=np.empty(nmax+1) @@ -177,10 +150,6 @@ if model == 'w-tau-fixed': priors_max = np.concatenate((a_maxs,ph_maxs)) prior_dim = len(priors_min) - -# In[10]: - - vary_fund = True #sampler parameters @@ -225,10 +194,6 @@ def tauRD_to_t_Phys(tau,M): c=2.99792458*10**8;G=6.67259*10**(-11);MS=1.9885*10**30; return ((M*MS*G)/c**3)*tau - -# In[11]: - - #This loads the 22 mode data gw = {} gw[simulation_number] = h5py.File(simulation_path_1, 'r') @@ -257,10 +222,6 @@ times5 = gw5_sxs_bbh_0305[:,0] tmax5=FindTmaximum(gw5_sxs_bbh_0305) times5 = times5 - tmax5 - -# In[12]: - - #Select the data from 0 onwards position = np.argmax(times >= (t_align)) position5 = np.argmax(times5 >= (t_align)) @@ -269,10 +230,6 @@ gw_sxs_bbh_0305rd5=gw5_sxs_bbh_0305[position5+1:-1] timesrd=gw_sxs_bbh_0305[position:-1][:,0][:-1]-tmax timesrd5=gw5_sxs_bbh_0305[position5:-1][:,0][:-1]-tmax5 - -# In[13]: - - #Test plot real part (data was picked in the last cell). Aligning in time plt.figure(figsize = (12, 8)) plt.plot(timesrd, gw_sxs_bbh_0305rd[:,1], "r", alpha=0.3, lw=3, label=r'$Lev6$: real') @@ -281,10 +238,6 @@ plt.plot(timesrd5, gw_sxs_bbh_0305rd5[:,1], "b", alpha=0.3, lw=3, label=r'$Lev5: plt.plot(timesrd5, np.sqrt(gw_sxs_bbh_0305rd5[:,1]**2+gw_sxs_bbh_0305rd5[:,2]**2), "b", alpha=0.3, lw=3, label=r'$Lev5\,amp$') plt.legend() - -# In[14]: - - #Test plot im part (data was picked in the last cell). Aligning in time plt.figure(figsize = (12, 8)) plt.plot(timesrd, gw_sxs_bbh_0305rd[:,2], "r", alpha=0.3, lw=3, label=r'$Lev6: imag$') @@ -293,29 +246,17 @@ plt.plot(timesrd5, gw_sxs_bbh_0305rd5[:,2], "b", alpha=0.3, lw=3, label=r'$Lev5: plt.plot(timesrd5, np.sqrt(gw_sxs_bbh_0305rd5[:,1]**2+gw_sxs_bbh_0305rd5[:,2]**2), "b", alpha=0.3, lw=3, label=r'$Lev5\,amp$') plt.legend() - -# In[15]: - - # Depending on nmax, you load nmax number of freqs. and damping times from the qnm package omegas = [qnm.modes_cache(s=-2,l=2,m=2,n=i)(a=af)[0] for i in range (0,dim)] w = (np.real(omegas))/mf tau=-1/(np.imag(omegas))*mf - -# In[16]: - - gwnew_re = interpolate.interp1d(timesrd, gw_sxs_bbh_0305rd[:,1], kind = 'cubic') gwnew_im = interpolate.interp1d(timesrd, gw_sxs_bbh_0305rd[:,2], kind = 'cubic') gwnew_re5 = interpolate.interp1d(timesrd5, gw_sxs_bbh_0305rd5[:,1], kind = 'cubic') gwnew_im5 = interpolate.interp1d(timesrd5, gw_sxs_bbh_0305rd5[:,2], kind = 'cubic') - -# In[17]: - - if timesrd5[-1]>= timesrd[-1]: timesrd_final = timesrd else: @@ -329,18 +270,10 @@ gwdatanew_im5 = gwnew_im5(timesrd_final) gwdatanew = gwdatanew_re - 1j*gwdatanew_im gwdatanew5 = gwdatanew_re5- 1j*gwdatanew_im5 - -# In[18]: - - mismatch=1-EasyMatchT(timesrd_final,gwdatanew,gwdatanew5,0,0+90) error=np.sqrt(2*mismatch) print(mismatch) - -# In[19]: - - # Phase alignement phas = np.angle(gwdatanew) phas = np.unwrap(phas) @@ -349,10 +282,6 @@ phas5 = np.unwrap(phas5) plt.plot(timesrd_final, phas, "r", alpha=0.3, lw=3, label=r'$phase$') plt.plot(timesrd_final, phas5, "blue", alpha=0.3, lw=3, label=r'$phase$') - -# In[20]: - - position = np.argmax(timesrd_final >= (t_align)) dphase = phas5[position]-phas[position] print(dphase) @@ -368,10 +297,6 @@ phas5 = np.unwrap(phas5) plt.plot(timesrd_final, phas, "r", alpha=0.3, lw=3, label=r'$phase$') plt.plot(timesrd_final, phas5, "blue", alpha=0.3, lw=3, label=r'$phase$') - -# In[21]: - - mismatch=1-EasyMatchT(timesrd_final,gwdatanew,gwdatanew5,0,+90) print(mismatch) if error_str: @@ -379,10 +304,6 @@ if error_str: else : error = 1 - -# In[22]: - - #Test the new interpolated data plt.figure(figsize = (12, 8)) plt.plot(timesrd_final, gwdatanew.real, "r", alpha=0.3, lw=2, label='Lev6') @@ -390,10 +311,6 @@ plt.plot(timesrd_final, gwdatanew5.real, "b", alpha=0.3, lw=2, label='Lev5') plt.plot(timesrd_final, error.real, "b", alpha=0.3, lw=2, label='error') plt.legend() - -# In[23]: - - #Test the error data plt.figure(figsize = (12, 8)) plt.plot(timesrd_final, error.real, "b", alpha=0.3, lw=2, label='error real') @@ -401,10 +318,6 @@ plt.plot(timesrd_final, error.imag, "r", alpha=0.3, lw=2, label='error imag') plt.plot(timesrd_final, np.sqrt(error.imag**2+error.real**2), "r", alpha=0.3, lw=2, label='all error') plt.legend() - -# In[24]: - - #Take the piece of waveform you want position_in = np.argmax(timesrd_final >= tshift) position_end = np.argmax(timesrd_final >= tend) @@ -413,10 +326,6 @@ gwdatanew_re_tsh = gwdatanew_re[position_in:position_end] gwdatanew_im_tsh = gwdatanew_im[position_in:position_end] error_tsh=error[position_in:position_end] - -# In[25]: - - #Fitting #RD model for nmax tones. Amplitudes are in (xn*Exp[i yn]) version. Used here. def model_dv_q(theta): @@ -488,16 +397,8 @@ def log_probability(theta): return -np.inf return lp + log_likelihood(theta) - -# In[26]: - - dict = {'w-tau': model_dv_tau , 'w-q': model_dv_q, 'w-tau-fixed': model_dv} - -# In[27]: - - #I need to provid an initial guess for 4*(nmax+1) the parameters np.random.seed(42) nll = lambda *args: -log_likelihood(*args) @@ -508,17 +409,9 @@ print("Maximum likelihood estimates:") vars_ml=soln.x print(vars_ml) - -# In[28]: - - f2=dynesty.NestedSampler(log_likelihood, prior_transform, prior_dim, nlive=npoints,sample='rwalk') f2.run_nested() - -# In[29]: - - wstr = r'$\omega_' if model == 'w-tau': @@ -547,10 +440,6 @@ labels = np.concatenate((w_lab,tau_lab,amp_lab,pha_lab)) if model=='w-tau-fixed': labels = np.concatenate((amp_lab,pha_lab)) - -# In[30]: - - if model=='w-tau-fixed': rg = (nmax+1) else: @@ -570,56 +459,31 @@ else: amps_aux = samps_tr[i][half_points:-1] npamps[i] = np.quantile(amps_aux, 0.5) - -# In[31]: - - res = f2.results res.samples_u.shape res.summary() samps=f2.results.samples - -# In[32]: - - evidence = res.logz[-1] evidence_error = res.logzerr[-1] - -# In[33]: - - summary_titles=['n','id','t_shift','dlogz','dlogz_err'] -f = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv' - - -# In[35]: - -if os.path.exists(f): +if os.path.exists(sumary_data): outvalues = np.array([[nmax, simulation_number, tshift, evidence,evidence_error]]) else: outvalues = np.array([summary_titles,[nmax, simulation_number, tshift, evidence,evidence_error]]) -with open(f, 'a') as file: +with open(sumary_data, 'a') as file: writer = csv.writer(file) if (outvalues.shape)[0]>1 : writer.writerows(outvalues) else: writer.writerow(outvalues[0]) - -# In[36]: - - samps=f2.results.samples samps_tr=np.transpose(samps) - -# In[37]: - - sigma_vars_m = np.empty(prior_dim) sigma_vars_p = np.empty(prior_dim) sigma_vars = np.empty(prior_dim) @@ -629,29 +493,16 @@ for i in range(prior_dim): sigma_vars[i] = np.quantile(amps_aux, 0.5) sigma_vars_p[i] = np.quantile(amps_aux, 0.9) - -# In[38]: - - sigma_vars_all = [sigma_vars,sigma_vars_m,sigma_vars_p] sigma_vars_all=np.stack([sigma_vars,sigma_vars_m,sigma_vars_p], axis=0) - -# In[69]: - - key =['max val','lower bound','higher bound'] -file=output_folder_1+'/best_values_'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv' dfslist = [pd.DataFrame(np.concatenate(([tshift],sigma_vars_all[1])).reshape((-1,prior_dim+1)), columns=np.concatenate((['tshift'],labels)), index = [key[i]]) for i in range(3)] df2 = pd.concat(dfslist) -if os.path.exists(file): - df2.to_csv(file, mode='a', header=False,index = True) +if os.path.exists(best_data): + df2.to_csv(best_data, mode='a', header=False,index = True) else: - df2.to_csv(file,index = True) - - -# In[42]: - + df2.to_csv(best_data,index = True) if model == 'w-q': tau_val = np.pi*w*tau @@ -662,10 +513,6 @@ elif model == 'w-tau': elif model == 'w-tau-fixed': truths = npamps - -# In[43]: - - fg, ax = dyplot.cornerplot(res, color='blue', show_titles=True, labels=labels, @@ -674,15 +521,15 @@ fg, ax = dyplot.cornerplot(res, color='blue', truth_color='red', ) +fg.savefig(corner_plot, format = 'png', bbox_inches = 'tight') -# In[127]: - - -fg.savefig(output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight') - +from dynesty import plotting as dyplot -# In[148]: +lnz_truth = ndim * -np.log(2 * 10.) # analytic evidence solution +fig, axes = dyplot.runplot(res, lnz_truth=lnz_truth) +fig.tight_layout() +fig.savefig(diagnosis_plot, format = 'png', dpi = 384, bbox_inches = 'tight') figband = plt.figure(figsize = (12, 9)) plt.plot(timesrd_final_tsh,gwdatanew_re_tsh, "green", alpha=0.9, lw=3, label=r'$res_{240}$') @@ -698,10 +545,6 @@ plt.xlabel('t') plt.ylabel('h') plt.show() - -# In[149]: - - -fit_plot=output_folder_1+'/Fit_results_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png' figband.savefig(fit_plot) + -- GitLab