diff --git a/code_new/Sumit/RD_Fits.ipynb b/code_new/Sumit/RD_Fits.ipynb index 407ce05aac23cd5128ffb20fbd98bd22977f5b60..d3cdfcfabbe03f347513b6495f3447d2f58b4ea1 100644 --- a/code_new/Sumit/RD_Fits.ipynb +++ b/code_new/Sumit/RD_Fits.ipynb @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ "output_type": "stream", "text": [ "usage: ipykernel_launcher.py [-h] [-c CONFIG_FILE]\n", - "ipykernel_launcher.py: error: unrecognized arguments: -f /work/francisco.jimenez/.local/share/jupyter/runtime/kernel-7c7f06cb-c2ec-454a-a11d-8ee0abbcb453.json\n" + "ipykernel_launcher.py: error: unrecognized arguments: -f /work/francisco.jimenez/.local/share/jupyter/runtime/kernel-433f529b-f75c-4320-8450-e97305857525.json\n" ] } ], @@ -89,19 +89,19 @@ " parser.sections()\n", "except SystemExit: \n", " parser = ConfigParser()\n", - " parser.read('config_n0_to_0_mock.ini')\n", + " parser.read('config_fixed_n6_m_af.ini')\n", " parser.sections()\n", " pass" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Load variables from config file\n", - "(simulation_path_1,simulation_path_2, metadata_file , simulation_number, output_folder,\n", + "(rootpath, simulation_path_1,simulation_path_2, metadata_file , simulation_number, output_folder,\n", " export, overwrite, sampler,nr_code, nbcores,tshift,tend,t_align,\n", " nmax , npoints, model, error_str, fitnoise, l_int, index_mass,index_spin,\n", "error_type, error_val, af, mf,tau_var_str,nm_mock)=rdata.read_config_file(parser)" @@ -109,21 +109,22 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "model: w-tau\n", - "nmax: 0\n", - "nm_mock: 0\n", + "model: w-tau-fixed-m-af\n", + "nmax: 6\n", + "nm_mock: None\n", "tshift: 0.0\n", - "error: False\n", - "error value: False\n", + "error: True\n", + "error value: 0.02\n", "export: True\n", - "nr code: Mock-data\n" + "nr code: SXS\n", + "fit noise: True\n" ] } ], @@ -138,14 +139,15 @@ "print('nm_mock:',nm_mock)\n", "print('tshift:',tshift)\n", "print('error:', error_str)\n", - "print('error value:',error_type)\n", + "print('error value:',error_val)\n", "print('export:',export)\n", - "print('nr code:',nr_code)" + "print('nr code:',nr_code)\n", + "print('fit noise:',fitnoise)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -171,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -184,12 +186,25 @@ "samples_file = rdata.create_output_files(output_folder_1,pars,'post_samples')\n", "results_file = rdata.create_output_files(output_folder_1,pars,'sampler_results')\n", "sumary_data = rdata.create_output_files(output_folder_1,pars,'log_z')\n", - "best_data = rdata.create_output_files(output_folder_1,pars,'best_vals')" + "best_data = rdata.create_output_files(output_folder_1,pars,'best_vals')\n", + "\n", + "files = [corner_plot,corner_plot_extra,diagnosis_plot,fit_plot,samples_file,results_file,sumary_data,best_data]" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove old files if overwrite = True\n", + "if overwrite:\n", + " rd_ut.rm_files(files)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -203,22 +218,21 @@ "/work/francisco.jimenez/venv/lib/python3.7/site-packages/numpy/core/_asarray.py:85: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return array(a, dtype, copy=False, order=order)\n", "/work/francisco.jimenez/venv/lib/python3.7/site-packages/numpy/core/_asarray.py:85: ComplexWarning: Casting complex values to real discards the imaginary part\n", - " return array(a, dtype, copy=False, order=order)\n", - "/work/francisco.jimenez/venv/lib/python3.7/site-packages/ipykernel_launcher.py:22: RuntimeWarning: divide by zero encountered in double_scalars\n" + " return array(a, dtype, copy=False, order=order)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "error estimate: 0.0\n", - "mismatch: 0.0\n", - "snr: inf\n" + "error estimate: 0.2005842760402416\n", + "mismatch: 0.020117025897293916\n", + "snr: 228.11029832920406\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -256,24 +270,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "error estimate: 0.0\n", - "mismatch: 0.0\n", - "snr: inf\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/work/francisco.jimenez/venv/lib/python3.7/site-packages/ipykernel_launcher.py:16: RuntimeWarning: divide by zero encountered in double_scalars\n", - " app.launch_new_instance()\n" + "error estimate: 0.007775922554703448\n", + "mismatch: 3.0232485788372898e-05\n", + "snr: 1192.3206504219345\n" ] } ], @@ -314,13 +320,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Define your noise depending on the noise configuration. Load priors and setup the likelihood with rd_pe.Ringdown_PE. \n", "if error_str and error_val==0:\n", - " error_final = error\n", + " error_final = error_est\n", " norm_factor = 100*len(error_final)/2*np.log(2*np.pi)\n", "elif error_str and error_val!=0:\n", " datar_al[:,1]+=random.uniform(0, error_val)\n", @@ -332,25 +338,24 @@ " error_tsh=1\n", " error_final=(error_tsh.real**2+error_tsh.imag**2)\n", " norm_factor = 0\n", + " \n", + "if parser.has_option('setup','qnm_model'):\n", + " qnm_model='berti'\n", + " rdownfolders=np.asarray([rootpath+'/RDmodes/l2/n'+str(i+1)+'l2m2.dat' for i in range(nmax+1)])\n", + " rdowndata = np.asarray([np.loadtxt(rdownfolders[i]).T for i in range(len(rdownfolders))])\n", + "else:\n", + " qnm_model='qnm'\n", "\n", "priors = rd_pe.load_priors(model,parser,nmax,fitnoise=fitnoise)\n", - "rdown=rd.Ringdown_Spectrum(mf,af,2,2,n=nmax,s=-2,time=timesrd_final)\n", - "rdown_pe = rd_pe.Ringdown_PE(rdown,datar_al,dim,priors,errors2=error_final,norm_factor=norm_factor,model=model)" + "rdown=rd.Ringdown_Spectrum(mf,af,2,2,n=nmax,s=-2,time=timesrd_final, rdowndata = rdowndata)\n", + "rdown_pe = rd_pe.Ringdown_PE(rdown,datar_al,dim,priors,errors2=error_final,norm_factor=norm_factor,model=model,l_int=l_int)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "best fit pars from fit: [ 0.5534 11.70339832 0.97438313 0. ]\n" - ] - } - ], + "outputs": [], "source": [ "# Get a first estimate by trying to fit the data.\n", "nll = lambda *args: -rdown_pe.log_likelihood(*args)\n", @@ -386,31 +391,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "12343it [06:23, 32.16it/s, +1000 | bound: 59 | nc: 1 | ncall: 255037 | eff(%): 5.232 | loglstar: -inf < -0.002 < inf | logz: -7.730 +/- 0.109 | dlogz: 0.000 > 0.010]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "295.620285035\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "mypool = Pool(nbcores)\n", "mypool.size = nbcores\n", @@ -428,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -438,10 +421,10 @@ "Summary\n", "=======\n", "nlive: 1000\n", - "niter: 12311\n", - "ncall: 254848\n", - "eff(%): 5.223\n", - "logz: -7.703 +/- 0.109\n" + "niter: 46474\n", + "ncall: 1106811\n", + "eff(%): 4.289\n", + "logz: -959328.014 +/- 0.280\n" ] } ], @@ -456,12 +439,12 @@ "evidence = res.logz[-1]\n", "evidence_error = res.logzerr[-1]\n", "if export:\n", - " save_object(res, results_file)" + " rd_ut.save_object(res, results_file)" ] }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -471,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -482,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -494,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -505,12 +488,12 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "<Figure size 698.4x698.4 with 16 Axes>" ] @@ -530,7 +513,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ diff --git a/code_new/Sumit/RD_Fits.py b/code_new/Sumit/RD_Fits.py new file mode 100755 index 0000000000000000000000000000000000000000..931f6a243d4cd445ecac954c59565e3323378cde --- /dev/null +++ b/code_new/Sumit/RD_Fits.py @@ -0,0 +1,397 @@ +#!/usr/bin/env python +# coding: utf-8 + +# In[1]: + + +"""Generate ringdown templates in the time and perform parameter estimation on them. +""" + + +# In[1]: + + +#Import relevant modules, import data and all that +import time +import numpy as np +import corner +import matplotlib.pyplot as plt +from matplotlib.ticker import MaxNLocator +from matplotlib import rc +from configparser import ConfigParser +plt.rcParams.update({'font.size': 16.5}) + +from multiprocessing import Pool +import random +import dynesty +from dynesty import plotting as dyplot +from dynesty.utils import resample_equal +from dynesty import utils as dyfunc +import os +import argparse +import scipy.optimize as optimization +from scipy.optimize import minimize +import rdown as rd +import rdown_pe as rd_pe +import rdown_utilities as rd_ut +import read_data as rdata + + +# In[2]: + + +## Loading and running data tested with NR data +## Loading and running data tested with Mock data + + +# In[3]: + + +# Cell that calls the arguments from your 'config.ini' file. +try: + parser = argparse.ArgumentParser(description="Simple argument parser") + parser.add_argument("-c", action="store", dest="config_file") + result = parser.parse_args() + config_file=result.config_file + parser = ConfigParser() + parser.read(config_file) + parser.sections() +except SystemExit: + parser = ConfigParser() + parser.read('config_fixed_n6_m_af.ini') + parser.sections() + pass + + +# In[4]: + + +# Load variables from config file +(rootpath, simulation_path_1,simulation_path_2, metadata_file , simulation_number, output_folder, + export, overwrite, sampler,nr_code, nbcores,tshift,tend,t_align, + nmax , npoints, model, error_str, fitnoise, l_int, index_mass,index_spin, +error_type, error_val, af, mf,tau_var_str,nm_mock)=rdata.read_config_file(parser) + + +# In[5]: + + +# Show configuration options +dim = nmax+1 +ndim = 4*dim +numbins = 32 #corner plot parameter - how many bins you want + +print('model:',model) +print('nmax:',nmax) +print('nm_mock:',nm_mock) +print('tshift:',tshift) +print('error:', error_str) +print('error value:',error_val) +print('export:',export) +print('nr code:',nr_code) +print('fit noise:',fitnoise) + + +# In[6]: + + +# Create output directories +if not os.path.exists(output_folder): + os.mkdir(output_folder) + print("Directory " , output_folder , " Created ") + +if nr_code == 'Mock-data': + nm_mock_str = 'rec_with'+parser.get('rd-mock-parameters','nm_mock')+'_' +else: + nm_mock_str='' + +if error_str: + output_folder_1=(output_folder+'/'+model+'-nmax'+str(nmax)+'_'+nm_mock_str+str(error_str)+'_'+str(error_type)+'_fitnoise_'+str(fitnoise)) +else: + output_folder_1=output_folder+'/'+model+'-nmax'+str(nmax)+'_'+nm_mock_str+str(error_str)+'_'+'fitnoise_'+str(fitnoise) + +if not os.path.exists(output_folder_1): + os.mkdir(output_folder_1) + print("Directory " , output_folder_1 , " Created ") + + +# In[7]: + + +# Define output files +pars = [simulation_number,model,nmax,tshift,npoints] +corner_plot = rdata.create_output_files(output_folder_1,pars,'corner_plot') +corner_plot_extra = rdata.create_output_files(output_folder_1,pars,'corner_plot_extra') +diagnosis_plot = rdata.create_output_files(output_folder_1,pars,'diagnosis') +fit_plot = rdata.create_output_files(output_folder_1,pars,'fit') +samples_file = rdata.create_output_files(output_folder_1,pars,'post_samples') +results_file = rdata.create_output_files(output_folder_1,pars,'sampler_results') +sumary_data = rdata.create_output_files(output_folder_1,pars,'log_z') +best_data = rdata.create_output_files(output_folder_1,pars,'best_vals') + +files = [corner_plot,corner_plot_extra,diagnosis_plot,fit_plot,samples_file,results_file,sumary_data,best_data] + + +# In[8]: + + +# Remove old files if overwrite = True +if overwrite: + rd_ut.rm_files(files) + + +# In[9]: + + +#Load NR data, align in time and resize. Plot real part and amplitude. Finally compute the mismatch and the snr estimate +data = rdata.read_data(nr_code,simulation_path_1,RD=True,tshift=tshift,tend = tend,metadata_file=metadata_file,parser=parser) +data_l = rdata.read_data(nr_code,simulation_path_2,RD=True,tshift=tshift,tend = tend,metadata_file=metadata_file,parser=parser) +data_r, data_lr = rdata.nr_resize(data,data_l,tshift=tshift,tend=tend) +times_rd = data_r[:,0] + +plt.figure(figsize = (12, 8)) +plt.plot(times_rd, data_r[:,1].real, "r", alpha=0.3, lw=3, label=r'$Lev6$: real') +plt.plot(times_rd, np.sqrt((data_r[:,1].real)**2+(data_r[:,1].imag)**2), "r", alpha=0.3, lw=3, label=r'$Lev5\,amp$') +plt.plot(times_rd, data_lr[:,1].real, "b", alpha=0.3, lw=3, label=r'$Lev5: real$') +plt.plot(times_rd, np.sqrt((data_lr[:,1].real)**2+(data_lr[:,1].imag)**2), "b", alpha=0.3, lw=3, label=r'$Lev5\,amp$') +if error_str and error_val==0: + error = np.sqrt(data_r[:,1]*data_r[:,1]-2*data_r[:,1]*data_lr[:,1]+data_lr[:,1]*data_lr[:,1]) + error_est=np.sqrt(error.imag**2+error.real**2) + plt.plot(times_rd, error_est, "g", alpha=0.3, lw=2, label='error') +plt.legend() + +mismatch=1-rd_ut.EasyMatchT(times_rd,data_r[:,1],data_lr[:,1],tshift,tend) +error=np.sqrt(2*mismatch) +print('error estimate:',error) +print('mismatch:', mismatch) +print('snr:', rd_ut.EasySNRT(times_rd,data_r[:,1],data_lr[:,1],tshift,tend)/error**2) + + +# In[10]: + + +# Phase alignement +if parser.has_option('rd-model','phase_alignment'): + phase_alignment=eval(parser.get('rd-model','phase_alignment')) +else: + phase_alignment=False + +if phase_alignment: + datar_al = rdata.phase_align(data_r,data_lr) + gwdatanew5 = data_lr[:,1] + gwdatanew = datar_al[:,1] + timesrd_final = datar_al[:,0] + mismatch=1-rd_ut.EasyMatchT(timesrd_final,gwdatanew,gwdatanew5,tshift,tend) + error=np.sqrt(2*mismatch) + print('error estimate:',error) + print('mismatch:', mismatch) + print('snr:', rd_ut.EasySNRT(timesrd_final,gwdatanew,gwdatanew5,tshift,tend)/error) + if error_str: + error = np.sqrt(gwdatanew*gwdatanew-2*gwdatanew*gwdatanew5+gwdatanew5*gwdatanew5) + error_est=np.sqrt(error.imag**2+error.real**2) + else : + error = 1 +else: + datar_al = data_r + timesrd_final = datar_al[:,0] + +#Test the new interpolated data +if error_str and error_val==0: + plt.figure(figsize = (12, 8)) + plt.plot(timesrd_final, datar_al[:,1].real, "r", alpha=0.3, lw=2, label='Original') + plt.plot(timesrd_final, data_lr[:,1].real, "b", alpha=0.3, lw=2, label='Aligned') + plt.plot(timesrd_final, error_est, "b", alpha=0.3, lw=2, label='error') + plt.legend() + + +# In[11]: + + +# Define your noise depending on the noise configuration. Load priors and setup the likelihood with rd_pe.Ringdown_PE. +if error_str and error_val==0: + error_final = error_est + norm_factor = 100*len(error_final)/2*np.log(2*np.pi) +elif error_str and error_val!=0: + datar_al[:,1]+=random.uniform(0, error_val) + datar_al[:,1]+=1j*random.uniform(0, error_val) + error_tsh = error_val + error_final=(error_tsh.real**2+error_tsh.imag**2) + norm_factor = 0 +else: + error_tsh=1 + error_final=(error_tsh.real**2+error_tsh.imag**2) + norm_factor = 0 + +if parser.has_option('setup','qnm_model'): + qnm_model='berti' + rdownfolders=np.asarray([rootpath+'/RDmodes/l2/n'+str(i+1)+'l2m2.dat' for i in range(nmax+1)]) + rdowndata = np.asarray([np.loadtxt(rdownfolders[i]).T for i in range(len(rdownfolders))]) +else: + qnm_model='qnm' + +priors = rd_pe.load_priors(model,parser,nmax,fitnoise=fitnoise) +rdown=rd.Ringdown_Spectrum(mf,af,2,2,n=nmax,s=-2,time=timesrd_final, rdowndata = rdowndata) +rdown_pe = rd_pe.Ringdown_PE(rdown,datar_al,dim,priors,errors2=error_final,norm_factor=norm_factor,model=model,l_int=l_int) + + +# In[13]: + + +# Get a first estimate by trying to fit the data. +nll = lambda *args: -rdown_pe.log_likelihood(*args) +if model == 'w-tau-fixed-m-af': + if fitnoise: + initial = np.concatenate((np.ones(2*dim),[0.8,0.9,1])) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x + else: + initial = np.concatenate((np.ones(2*dim),[0.8,0.9])) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x +elif model == 'w-tau-fixed': + if fitnoise: + initial = np.concatenate((np.ones(2*dim),[0.2])) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x + else: + initial = np.ones(2*dim) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x +else: + if fitnoise: + initial = np.concatenate((np.ones(ndim),[1])) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x + else: + initial = np.ones(ndim) + soln = minimize(nll, initial,bounds=priors) + vars_ml=soln.x +print("best fit pars from fit: ",vars_ml) + + +# In[ ]: + + +mypool = Pool(nbcores) +mypool.size = nbcores + +start = time.process_time() +f2=dynesty.NestedSampler(rdown_pe.log_likelihood,rdown_pe.prior_transform, len(priors), nlive=npoints,sample=sampler,pool=mypool) +if parser.has_option('setup','dlogz'): + dlogz=np.float(parser.get('setup','dlogz')) + f2.run_nested(dlogz=dlogz,print_progress=False) +else: + f2.run_nested(print_progress=False) + +print(time.process_time() - start) + + +# In[52]: + + +res = f2.results +res.samples_u.shape +res.summary() +samps=f2.results.samples +postsamps = rd_ut.posterior_samples(f2) +samps_tr=np.transpose(samps) +half_points=int(round((len(samps_tr[0])/1.25))) +evidence = res.logz[-1] +evidence_error = res.logzerr[-1] +if export: + rd_ut.save_object(res, results_file) + + +# In[53]: + + +pars = nmax,model,samps_tr, half_points +npamps = rd_ut.get_best_amps(pars,parser=parser,nr_code=nr_code) + + +# In[54]: + + +if export: + pars = simulation_number, nmax, tshift, evidence, evidence_error + rd_ut.export_logz_files(sumary_data,pars) + + +# In[55]: + + +labels = rd_ut.define_labels(dim,model,fitnoise) +if export: + pars = tshift, len(priors), labels + rd_ut.export_bestvals_files(best_data,postsamps,pars) + + +# In[56]: + + +w, tau = rdown.QNM_spectrum() +pars = w, tau, mf, af, npamps +truths = rd_ut.get_truths(model,pars,fitnoise) + + +# In[57]: + + +fg=corner.corner(postsamps,quantiles=[0.05,0.5,0.95],show_titles=True,max_n_ticks = 4,bins=50,truths=truths,labels=labels,truth_color='red') +plt.show() +if export: + fg.savefig(corner_plot, format = 'png', bbox_inches = 'tight') + + +# In[58]: + + +from importlib import reload +reload(rd_ut) +if model == 'w-tau-fixed-m-af' and export == True: + truths=np.concatenate((w,tau)) + labels_mf = np.concatenate((w_lab,tau_lab)) + new_samples = rd_ut.convert_m_af_2_w_tau_post(res,fitnoise=False) + figure = corner.corner(new_samples,truths=truths,quantiles=[0.05,0.95],labels=labels_mf,smooth=True,color='b',truth_color='r',show_titles=True) + figure.savefig(corner_plot_extra, format = 'png', bbox_inches = 'tight') + + +# In[151]: + + +#lnz_truth = ndim * -np.log(2 * 10.) # analytic evidence solution +fig, axes = dyplot.runplot(res) +fig.tight_layout() +if export: + fig.savefig(diagnosis_plot, format = 'png', dpi = 384, bbox_inches = 'tight') + + +# In[166]: + + +if export: + dict = {'w-tau':rdown.rd_model_wtau , 'w-q': rdown.rd_model_wq, 'w-tau-fixed':rdown.rd_model_wtau_fixed,'w-tau-fixed-m-af': rdown.rd_model_wtau_m_af} + figband = plt.figure(figsize = (12, 9)) + plt.plot(datar_al[:,0].real,datar_al[:,1].real, "green", alpha=0.9, lw=3, label=r'$res_{240}$') + onesig_bounds = np.array([np.percentile(postsamps[:, i], [5, 95]) for i in range(len(postsamps[0]))]).T + samples_1sigma = filter(lambda sample: np.all(onesig_bounds[0] <= sample) and np.all(sample <= onesig_bounds[1]), postsamps) + samples_1sigma_down = list(samples_1sigma)[::downfactor] + for sample in samples_1sigma_down: + plt.plot(datar_al[:,0].real, dict[model](sample).real, "r-", alpha=0.1, lw=1) + plt.title(r'Comparison of the MC fit data and the $1-\sigma$ error band') + plt.legend() + plt.xlabel('t') + plt.ylabel('h') + plt.show() + figband.savefig(fit_plot) + + +# In[162]: + + +if export: + with open(samples_file,'w') as file: + writer = csv.writer(file) + writer.writerow(labels) + writer.writerows(samps[::downfactor]) + diff --git a/code_new/Sumit/read_data.py b/code_new/Sumit/read_data.py index e6e5cad67c1963bacc7c9e4dc972dedfdfd9b4f9..8a82b83af755590a5ffa6152b576f2f8eb47a21c 100644 --- a/code_new/Sumit/read_data.py +++ b/code_new/Sumit/read_data.py @@ -226,11 +226,11 @@ def create_output_files(output_folder,pars,file_type): """ if file_type=='corner_plot': - outfile = output_folder+'/Dynesty_'+str(sim_num)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'corner_plot.png' + outfile = output_folder+'/Dynesty_'+str(sim_num)+'_'+model+'_nmax_'+str(nmax)+'_tshift_'+str(tshift)+'_'+str(npoints)+'corner_plot.png' elif file_type=='corner_plot_extra': - outfile = output_folder+'/Dynesty_'+str(sim_num)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'corner_plot_extra.png' + outfile = output_folder+'/Dynesty_'+str(sim_num)+'_'+model+'_nmax_'+str(nmax)+'_tshift_'+str(tshift)+'_'+str(npoints)+'corner_plot_extra.png' elif file_type=='diagnosis': - outfile = output_folder+'/Dynesty_diagnosis'+str(sim_num)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'.png' + outfile = output_folder+'/Dynesty_diagnosis'+str(sim_num)+'_'+model+'_nmax_'+str(nmax)+'_tshift_'+str(tshift)+'_'+str(npoints)+'.png' elif file_type=='fit': outfile = output_folder+'/Fit_results_'+str(sim_num)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png' elif file_type=='post_samples': @@ -340,5 +340,5 @@ def read_config_file(parser): else: nm_mock = None - res = simulation_path_1,simulation_path_2, metadata_file , simulation_number, output_folder, export, overwrite, sampler,nr_code, nbcores,tshift,tend,t_align, nmax , npoints, model, error_str, fitnoise, l_int, index_mass,index_spin, error_type, error_val, af, mf,tau_var_str,nm_mock + res = rootpath, simulation_path_1,simulation_path_2, metadata_file , simulation_number, output_folder, export, overwrite, sampler,nr_code, nbcores,tshift,tend,t_align, nmax , npoints, model, error_str, fitnoise, l_int, index_mass,index_spin, error_type, error_val, af, mf,tau_var_str,nm_mock return res \ No newline at end of file