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+aF3318.4950633764265 +aF3420.6047709107397 +aF3204.48234051466 +aF3378.232967424393 +aF3301.957346868515 +aF3192.823127794266 +aF3334.554164040089 +aF3337.539179646969 +aF3539.1154475688936 +aF3468.820209622383 +aF3416.318748319149 +aF3274.590163719654 +aF3264.0998414874075 +aF3543.2856979727744 +aF3446.720252406597 +aF3556.2671652793883 +aF3548.526228201389 +aF3216.430030286312 +aF3623.7999426245688 +as. \ No newline at end of file diff --git a/helperfunctions.py b/helperfunctions.py index dabb34c..373bad2 100644 --- a/helperfunctions.py +++ b/helperfunctions.py @@ -1,5 +1,9 @@ # some helperfunctions +import matplotlib +matplotlib.use("agg") +import matplotlib.pyplot as plt + #Dislpay time (e.g. while generating points) display_intervals = ( @@ -21,3 +25,8 @@ name = name.rstrip('s') result.append("{} {}".format(value, name)) return ', '.join(result[:granularity]) + +def prepare_plot(title): + plt.title(title) + plt.grid() + plt.legend(loc = 'best') diff --git a/helperfunctions.pyc b/helperfunctions.pyc index fd2b516..b57d2fc 100644 --- a/helperfunctions.pyc +++ b/helperfunctions.pyc Binary files differ diff --git a/plots/fast_binned/ff.png b/plots/fast_binned/ff.png index d1133a8..802eaf1 100644 --- a/plots/fast_binned/ff.png +++ b/plots/fast_binned/ff.png Binary files differ diff --git a/plots/fast_binned/histo.png b/plots/fast_binned/histo.png index aeb68d8..857aa1c 100644 --- a/plots/fast_binned/histo.png +++ b/plots/fast_binned/histo.png Binary files differ diff --git a/plots/fast_binned/pdf_and_parts.png b/plots/fast_binned/pdf_and_parts.png index 3a6ccba..7e92f09 100644 --- a/plots/fast_binned/pdf_and_parts.png +++ b/plots/fast_binned/pdf_and_parts.png Binary files differ diff --git a/plots/fast_binned/test.png b/plots/fast_binned/test.png new file mode 100644 index 0000000..5d8b811 --- /dev/null +++ b/plots/fast_binned/test.png Binary files differ diff --git a/plots/fast_binned/tot.png b/plots/fast_binned/tot.png deleted file mode 100644 index bde7eaa..0000000 --- a/plots/fast_binned/tot.png +++ /dev/null Binary files differ diff --git a/plots/fast_binned/vec_axiv.png b/plots/fast_binned/vec_axiv.png index 62b4daa..dbe6d05 100644 --- a/plots/fast_binned/vec_axiv.png +++ b/plots/fast_binned/vec_axiv.png Binary files differ diff --git a/plots/points/ff.png b/plots/points/ff.png index 3b6edb5..0d2562e 100644 --- a/plots/points/ff.png +++ b/plots/points/ff.png Binary files differ diff --git a/plots/points/histo.png b/plots/points/histo.png index db93c26..6b75608 100644 --- a/plots/points/histo.png +++ b/plots/points/histo.png Binary files differ diff --git a/plots/points/histo_raw.png b/plots/points/histo_raw.png index 4a66144..bd53f09 100644 --- a/plots/points/histo_raw.png +++ b/plots/points/histo_raw.png Binary files differ diff --git a/plots/points/pdf_and_parts.png b/plots/points/pdf_and_parts.png index 1d6c9a2..3db8b02 100644 --- a/plots/points/pdf_and_parts.png +++ b/plots/points/pdf_and_parts.png Binary files differ diff --git a/plots/points/tot.png b/plots/points/tot.png index 6ef61fc..335a521 100644 --- a/plots/points/tot.png +++ b/plots/points/tot.png Binary files differ diff --git a/plots/points/vec_axiv.png b/plots/points/vec_axiv.png index 565659e..1dbda90 100644 --- a/plots/points/vec_axiv.png +++ b/plots/points/vec_axiv.png Binary files differ diff --git a/raremodel.py b/raremodel.py index 36e7e27..7fc3ee1 100644 --- a/raremodel.py +++ b/raremodel.py @@ -2,13 +2,14 @@ #from ROOT import TTree, TFile, Double import numpy as np from pdg_const import pdg +import Tkinter import matplotlib -matplotlib.use("Qt5Agg") +matplotlib.use("agg") import matplotlib.pyplot as plt import pickle as pkl import sys import time -from helperfunctions import display_time +from helperfunctions import display_time, prepare_plot import cmath as c mmu = pdg['muon_M'] @@ -21,6 +22,7 @@ def __init__(self): + #Initialize constants self.mmu = pdg['muon_M'] self.mb = pdg["bquark_M"] @@ -42,6 +44,11 @@ self.Vts = pdg["Vts"] self.Vtb = pdg["Vtb"] + self.param_str = [] + self.param_val = [] + + #helperconstants + self.x_min = 2*self.mmu self.x_max = (self.mB - self.mK) - 0.1 self.total_pdf_string = "self.total_nonres(q2)" @@ -49,12 +56,13 @@ self.total_scale_amp = 1.0 self._mean = 0.0 + #Cusp info + self.cusp_mean = 1 self.cusp_sigma_L = 1 self.cusp_sigma_R = 1 self.cusp_amp = 0 - def formfactor(self, q2, subscript): #check if subscript is viable @@ -71,6 +79,8 @@ bplus = pdg["bplus"] bT = pdg["bT"] + #N comes from derivation in paper + N = 3 #some helperfunctions @@ -111,6 +121,8 @@ def axiv_nonres(self, q2): + #Load constants + GF = self.GF alpha_ew = self.alpha_ew Vtb = self.Vtb @@ -145,11 +157,14 @@ bracket_middle = _top/_under * abs(C10eff * self.formfactor(q2, "0"))**2 + #Note sqrt(q2) comes from derivation as we use q2 and plot q + return prefactor1 * (bracket_left + bracket_middle) * 2 * np.sqrt(q2) - def vec_nonres(self, q2): + #Load constants + GF = self.GF alpha_ew = self.alpha_ew Vtb = self.Vtb @@ -181,11 +196,13 @@ bracket_right = prefactor2 * abs_bracket + #Note sqrt(q2) comes from derivation as we use q2 and plot q + return prefactor1 * bracket_right * 2 * np.sqrt(q2) def total_nonres(self, q2): - #Get constants + #Load constants GF = self.GF alpha_ew = self.alpha_ew @@ -211,15 +228,20 @@ #Complete term - return self.total_scale_amp*complex(vec_nonres_part + axiv_nonres_part, 0.0) + return complex(vec_nonres_part + axiv_nonres_part, 0.0) - def generate_points(self, set_size = 10000, x_min = 2* mmu, x_max = (mB - mK) - 0.1, save = True, verbose = 1, mode = "slim_points", resolution = 7.0, min_bin_scaling = 100): + def generate_points(self, set_size = 10000, x_min = 2* mmu, x_max = (mB - mK) - 0.1, save = True, verbose = 1, mode = "slim_points", resolution = 7.0, nonres_set_size = 44000): + + #Check if entered mode and verbose are valid + + if mode != "slim_points" and mode != "fast_binned" and mode != "true_data": + raise ValueError('Invalid mode entered, choose either slim_points, fast_binned or true_data') + + if verbose != 0 and verbose != 1: + raise ValueError('Invalid verbose entered, choose either 0 (no verbose) or 1 (verbose)') #Setup contants and variables - if mode != "slim_points" and mode != "full_points" and mode != "fast_binned": - raise ValueError('Wrong mode entered, choose either slim_points, full_points or fast_binned') - self.mode = mode mB = self.mB @@ -230,16 +252,12 @@ dq = np.linspace(x_min, x_max ,5000) - x1 = 2500 - y1 = self.total_pdf(x1**2) - - x2 = 4000 - y2 = self.total_pdf(x2**2) - #Translate to MeV**2 dgamma_tot = [] + #Prepare some variables used in all modes + for i in dq: dgamma_tot.append(self.total_pdf(i**2)) @@ -248,40 +266,39 @@ for i in dq: dq2.append(i**2) - #Generate random points - - psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg["psi2s"] - _max = max(dgamma_tot) - A1_x1 = (_max-y1)*x1 - A23_x1 = y1*x1 - - A1_x2 = (_max-y2)*x2 - A23_x2 = y2*x2 + #slim_mode: Generates data of a set size in range(x_min,x_max) according to total_pdf -> Only saves the valid q values (Hit and miss method) if mode == "slim_points": + #Prepare variables + x_part = [] - y_part = [] print("Generating set of size {}...".format(int(set_size))) - #print(len(y)) + #Change seed here if necessary #ROOT.TRandom1().SetSeed(0) + #Preparecalls for verbose percentage counter + if verbose != 0: verbose_calls = [] j = 0 o = 0 - while j < 100: - j += verbose - verbose_calls.append(int(set_size*j/100)) + for j in range(100): + verbose_calls.append(int(set_size*(j+1)/100)) + + #Get start time for projected time and other variables start = time.time() counter = 0 counter_x = 0 + + #Loop until set has wanted size + while len(x_part) < set_size: counter += 1 x = ROOT.TRandom1().Uniform(x_min, x_max) @@ -294,21 +311,140 @@ #progress calls if verbose != 0: end = time.time() - if o*verbose+verbose < 100 and counter%5000 == 0: - print(" {0}{1} completed".format(o*verbose+verbose, "%")) - print(" Projected time left: {0}".format(display_time(int((end-start)*set_size/(len(x_part)+1)-(end-start))))) + if o < 100 and counter%5000 == 0: + print(" {0}{1} completed".format(o, "%")) + print(" Projected time left: {0}".format(display_time(int((end-start)*set_size/(counter_x+1)-(end-start))))) sys.stdout.write("\033[F") sys.stdout.write("\x1b[2K") sys.stdout.write("\033[F") sys.stdout.write("\x1b[2K") - if o*verbose + verbose >=100: - sys.stdout.write("\033[F") - sys.stdout.write("\x1b[2K") + if o >=100: print(" Time to generate set: {0}".format(display_time(int(end-start)))) if len(x_part) == verbose_calls[o]: o += 1 + #Generate random points + + counter += 1 + x = ROOT.TRandom1().Uniform(x_min, x_max) + y = ROOT.TRandom1().Uniform(0, _max) + + #Add particles if under pdf + + if y < self.total_pdf(x**2): + x_part.append(x) + counter_x += 1 + + #progress calls + + if verbose != 0: + end = time.time() + if o < 100 and counter%5000 == 0: + print(" {0}{1} completed".format(o, "%")) + print(" Projected time left: {0}".format(display_time(int((end-start)*set_size/(counter_x+1)-(end-start))))) + sys.stdout.write("\033[F") + sys.stdout.write("\x1b[2K") + sys.stdout.write("\033[F") + sys.stdout.write("\x1b[2K") + if o >=100: + print(" Time to generate set: {0}".format(display_time(int(end-start)))) + + if counter_x == verbose_calls[o]: + o += 1 + + print(" {0} out of {1} particles chosen!".format(int(counter_x), counter)) + + print(" Set generated!") + + #Save the set + + if save: + + part_set = {"x_part" : x_part} + + pkl.dump( part_set, open("./data/set_{0}_range({1}-{2}).pkl".format(int(set_size),int(x_min), int(x_max)) , "wb" ) ) + + print(" Set saved!") + + print + + #returns all the chosen points (x_part, y_part) and all the random points generated (x, y) + + return part_set + + elif mode == "true_data": + + #Prepare variables + + x_part = [] + + print("Generating set with {0} total rare nonresonant particles...".format(int(nonres_set_size))) + + #Change Seed here if necessary + + #ROOT.TRandom1().SetSeed(0) + + #Range of the whole nonres spectrum (used to count total hits in the nonres part) + + x_min_nr = self.x_min + x_max_nr = self.x_max + + #Prepare verbose calls + + if verbose != 0: + verbose_calls = [] + j = 0 + o = 0 + while j < 100: + j += verbose + verbose_calls.append(int(nonres_set_size*j/100)) + + #Take starting time and other variables for projected time + + start = time.time() + + counter = 0 + counter_x = 0 + counter_x_nr = 0 + + #Loop until enough particles in nonresonant part + + while counter_x_nr < nonres_set_size: + + #Generate random points + + counter += 1 + x = ROOT.TRandom1().Uniform(x_min_nr, x_max_nr) + y = ROOT.TRandom1().Uniform(0, _max) + + #Add the part to the set if within range(x_min,x_max) and under pdf + + if x > x_min and x < x_max and y < self.total_pdf(x**2): + x_part.append(x) + counter_x += 1 + + #Count the hits in the nonres part -> Range of the whole pdf! + + if y < abs(self.total_nonres(x**2)): + counter_x_nr += 1 + + #progress calls + if verbose != 0: + end = time.time() + if o < 100 and counter%5000 == 0: + print(" {0}{1} completed".format(o, "%")) + print(" Projected time left: {0}".format(display_time(int((end-start)*nonres_set_size/(counter_x_nr+1)-(end-start))))) + sys.stdout.write("\033[F") + sys.stdout.write("\x1b[2K") + sys.stdout.write("\033[F") + sys.stdout.write("\x1b[2K") + if o >=100: + print(" Time to generate set: {0}".format(display_time(int(end-start)))) + + if counter_x_nr == verbose_calls[o]: + o += 1 + print(" {0} out of {1} particles chosen!".format(int(counter_x), counter)) @@ -318,9 +454,9 @@ if save: - part_set = {"x_part" : x_part, "y_part": y_part, "counter_tot": counter, "counter_x": counter_x} + part_set = {"x_part" : x_part, "counter_x_nr": counter_x_nr} - pkl.dump( part_set, open("./data/set_{0}_range({1}-{2}).pkl".format(int(set_size),int(x_min), int(x_max)) , "wb" ) ) + pkl.dump( part_set, open("./data/set_true_tot_nonres_{0}_range({1}-{2}).pkl".format(int(nonres_set_size),int(x_min), int(x_max)) , "wb" ) ) print(" Set saved!") @@ -328,95 +464,18 @@ #returns all the chosen points (x_part, y_part) and all the random points generated (x, y) - return x_part, y_part, counter + return part_set - if mode == "full_points": + elif mode == "fast_binned": - x = [] - y = [] - - x_part = [] - y_part = [] - - print("Generating set of size {}...".format(int(set_size))) - - #print(len(y)) - - #ROOT.TRandom1().SetSeed(0) - - if verbose != 0: - verbose_calls = [] - j = 0 - o = 0 - while j < 100: - j += verbose - verbose_calls.append(int(set_size*j/100)) - - start = time.time() - - counter = 0 - counter_x = 0 - while len(x_part) < set_size: - counter += 1 - x.append(ROOT.TRandom1().Uniform(x_min, x_max)) - y.append(ROOT.TRandom1().Uniform(0, _max)) - - if y[-1] < self.total_pdf(x[-1]**2): - x_part.append(x) - y_part.append(y) - counter_x += 1 - - #progress calls - if verbose != 0: - end = time.time() - if o*verbose+verbose < 100 and counter%300 == 0: - print(" {0}{1} completed".format(o*verbose+verbose, "%")) - print(" Projected time left: {0}".format(display_time(int((end-start)*set_size/(len(x_part)+1)-(end-start))))) - sys.stdout.write("\033[F") - sys.stdout.write("\x1b[2K") - sys.stdout.write("\033[F") - sys.stdout.write("\x1b[2K") - if o*verbose + verbose >=100: - sys.stdout.write("\033[F") - sys.stdout.write("\x1b[2K") - print(" Time to generate set: {0}".format(display_time(int(end-start)))) - - if len(x_part) == verbose_calls[o]: - o += 1 - - - - print(" {0} out of {1} particles chosen!".format(len(x_part), counter)) - - print(" Set generated!") - - #Save the set - - if save: - - part_set = {"x_part" : x_part, "y_part": y_part, "counter": counter} - - raw_set = {"x" : x, "y": y, "counter": counter} - - pkl.dump( part_set, open("./data/set_{0}.pkl".format(int(set_size)) , "wb" ) ) - - pkl.dump( part_set, open("./data/set_raw_{0}.pkl".format(int(set_size)) , "wb" ) ) - - print(" Sets saved!") - - print - - #returns all the chosen points (x_part, y_part) and all the random points generated (x, y) - - return x_part, y_part, counter - - - if mode == "fast_binned": + #Calculate number of bins nbins = int((x_max-x_min)/resolution) print("Generating set with {} bins...".format(nbins)) + #Get the mean dq values for each bin and get value of pdf there + dq = np.linspace(x_min, x_max ,nbins+1) bin_mean = [] @@ -431,20 +490,37 @@ height = self.total_pdf(c**2) bin_true_height.append(height) - _min = min(bin_true_height) + #Scale true bin size according to nonres_set_size + + dq_scan = np.linspace(self.x_min, self.x_max, 5000) + + dgamma_scan = [] + + for i in dq_scan: + dgamma_scan.append(abs(self.total_nonres(i**2))) + + _mean_scan = np.mean(dgamma_scan) + + _mean_histo_nonres = nonres_set_size/nbins + + self.min_bin_scaling = _mean_histo_nonres/_mean_scan for i in range(len(bin_true_height)): - bin_true_height[i] = bin_true_height[i]/_min*min_bin_scaling + bin_true_height[i] = bin_true_height[i]*self.min_bin_scaling + + #Start time start = time.time() bin_height = [] + #Draw random numbers + for i in range(len(bin_mean)): bin_height.append(int(ROOT.TRandom1().Gaus(bin_true_height[i], np.sqrt(bin_true_height[i])))) #print(int(ROOT.TRandom1().Gaus(bin_true_height[i], np.sqrt(bin_true_height[i])))) - #progress calls + #progress calls if verbose != 0: end = time.time() print(" Time to generate set: {0}s".format(end-start)) @@ -462,7 +538,7 @@ for i in bin_height: _ += i - part_set = {"bin_mean" : bin_mean, "bin_height": bin_height, "nbins": nbins} + part_set = {"bin_mean" : bin_mean, "bin_height": bin_height, "nbins": nbins, "bin_true_height": bin_true_height} pkl.dump( part_set, open("./data/binned_set_{0}bins_{1}part.pkl".format(nbins, _) , "wb" ) ) @@ -470,25 +546,23 @@ print - return bin_mean, bin_height, nbins + return part_set + def draw_plots(self, part_set, mode, x_min = 2* mmu, x_max = (mB - mK) - 0.1, resolution = 7.0): + #Resolution based on experiment chosen to be ~7MeV + #check for invalid entries - - - def draw_plots(self, part_set, counter, mode,min_bin_scaling = 100, x_min = 2* mmu, x_max = (mB - mK) - 0.1, resolution = 7): - - if mode != "slim_points" and mode != "full_points" and mode != "fast_binned": - raise ValueError('Wrong mode entered, choose either slim_points, full_points or fast_binned') + if mode != "slim_points" and mode != "fast_binned" and mode != "true_data": + raise ValueError('Wrong mode entered, choose either slim_points, fast_binned or true_data' ) if mode != self.mode: raise ValueError('self.mode and mode are different, set them to the same value') - #Resolution based on experiment chosen to be ~7MeV - - #Setup contants and variables print("Generating plots") if mode == "fast_binned": + #Load variables + mB = self.mB mK = self.mK mmu = self.mmu @@ -502,7 +576,7 @@ dq2 = [] for i in dq: - dq2.append(i**2) + dq2.append(i**2) #calculate formfactors @@ -519,65 +593,45 @@ dgamma_axiv_nonres = [] dgamma_vec_nonres = [] + dgamma_total_nonres = [] dgamma_tot = [] for i in dq: dgamma_axiv_nonres.append(self.axiv_nonres(i**2)) dgamma_vec_nonres.append(self.vec_nonres(i**2)) + dgamma_total_nonres.append(abs(self.total_nonres(i**2))) dgamma_tot.append(self.total_pdf(i**2)) #Plot formfactors + plt.clf() + plt.plot(dq2, ff_0, label = "0") plt.plot(dq2, ff_T, label = "T") plt.plot(dq2, ff_plus, label = "+") - plt.grid() - - plt.title("Formfactors") - - plt.legend() + prepare_plot("Formfactors") plt.savefig("./plots/fast_binned/ff.png") print(" ff.png created") - plt.clf() - - #Plot nonresonant part + plt.clf() + plt.plot(dq, dgamma_axiv_nonres, label = "axiv") plt.plot(dq, dgamma_vec_nonres, label = "vec") + plt.plot(dq, dgamma_total_nonres, label = "total_nonres") - plt.grid() - - plt.title("Nonresonant axial vector and vector parts") - - plt.legend() + prepare_plot("Nonresonant axial vector and vector parts") plt.savefig("./plots/fast_binned/vec_axiv.png") print(" vec_axiv.png created") - plt.clf() - - plt.plot(dq, dgamma_tot, label = "total") - - plt.grid() - - plt.title("Total pdf") - - plt.legend() - - plt.savefig("./plots/fast_binned/tot.png") - - print(" tot.png created") - - #All pdfs - - #print(test_x[1]**2 - self.x_min**2) + #Plot all pdfs and parts tot_y = [] jpsi_y = [] @@ -585,7 +639,6 @@ total_nonres_y = [] cusp_y = [] - jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale = pdg["jpsi"] psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg["psi2s"] @@ -603,20 +656,14 @@ plt.clf() - plt.title("All pdfs") - - #plt.yscale("log") - - plt.ylim(0, 1e-5) - - plt.grid() - plt.plot(dq, tot_y, label = "total pdf") plt.plot(dq, jpsi_y, label = "jpsi") plt.plot(dq, psi2s_y, label = "psi2s") plt.plot(dq, total_nonres_y, label = "nonres") plt.plot(dq, cusp_y, label = "cusp") + prepare_plot("All pdfs") + plt.legend() plt.savefig("./plots/fast_binned/pdf_and_parts.png") @@ -625,10 +672,6 @@ #Create histo with pdf - #Translate to MeV**2 - - plt.clf() - dq2 = [] for i in dq: @@ -642,30 +685,28 @@ _min = min(dgamma_tot) for i in range(len(dgamma_tot)): - dgamma_tot[i] = dgamma_tot[i]/_min*min_bin_scaling + dgamma_tot[i] = dgamma_tot[i]*self.min_bin_scaling - bin_mean, bin_height = part_set + #Load particle set - nbins = counter - - plt.hist(bin_mean, bins=nbins, range=(self.x_min, self.x_max), weights = bin_height, label = "toy data binned") - - plt.plot(dq, dgamma_tot, label = "pdf") + bin_mean = part_set["bin_mean"] + bin_height = part_set["bin_height"] + nbins = part_set["nbins"] _sum = 0 for i in bin_height: _sum += i - #print(_max) + plt.clf() - plt.grid() + plt.ylim(0.0,1e-5) - plt.ylim(0, 2000) + plt.hist(bin_mean, bins=nbins, range=(x_min, x_max), weights = bin_height, label = "toy data binned") - plt.legend() + plt.plot(dq, dgamma_tot, label = "pdf") - plt.title("{0} random points generated according to pdf ({1} particles)".format(len(bin_mean), _sum)) + prepare_plot("{0} random points generated according to pdf ({1} particles)".format(len(bin_mean), int(_sum))) plt.savefig("./plots/fast_binned/histo.png") @@ -780,11 +821,6 @@ _max = max(dgamma_tot) - x1 = 2500 - y1 = self.total_pdf(x1**2) - x2 = 4000 - y2 = self.total_pdf(x2**2) - _y, _x, _ = plt.hist(x_part, bins=bins, range=(x_min, x_max), label = "toy data binned ({0} points)".format(sum(wheights))) _mean_histo = float(np.mean(_y)) @@ -826,9 +862,9 @@ _ = np.ones_like(x_part) for i in range(len(_)): - _[i] = _[i]*_mean + _[i] = _[i]*_mean/_mean_histo - plt.hist(x_part, bins=bins, weights = _, range=(x_min, x_max), label = "toy data binned") + plt.hist(x_part, bins=bins, range=(self.x_min, self.x_max), label = "toy data binned") plt.plot(dq, dgamma_tot, label = "pdf") @@ -898,64 +934,20 @@ return + def total_pdf(self, q2, params, scan = False): - def total_pdf(self, q2, cusp_amp = -1.0, scan = False): - - if scan: - cusp_amp = cusp_amp - else: - cusp_amp = self.cusp_amp + for i in #Calculate the pdf with the added resonances - exec("_sum = abs({0})".format(self.total_pdf_string)) + exec("_sum = abs({0}*({1}))".format(self.total_scale_amp, self.total_pdf_string)) return _sum - def resonance(self, q2, _mass, width, phase, scale): #returns [real, imaginary] - #calculate the resonance ---------------------------------------------> Formula correct? - - #if abs(np.sqrt(q2) - _mass) < 300: - #return 0., 0. - np.sqrt(mB**2 + q2**2/mB**2 + mK**4/mB**2 - 2 * (mB**2 * mK**2 + mK**2 * q2 + mB**2 * q2) / mB**2) - #print(q2) - - #Teiler erweitert mit kompl. konj. - - #p = 0.5 * np.sqrt(q2 - 4*(mmu**2)) - - #p0 = 0.5 * np.sqrt(_mass**2 - 4*mmu**2) - - #gamma_j = p / p0 * _mass /q2 * width - - #_top_im = - _mass**2 * width * gamma_j - - #_top_re = _mass * width * (_mass**2 - q2) - - #_bottom = (_mass**2 - q2)**2 + _mass**2 * gamma_j**2 - - #real = _top_re/_bottom - - #imaginary = _top_im/_bottom - - #com = complex(real, imaginary) * scale - - #r = abs(com) - - #_phase = c.phase(com) - - #_phase += phase - - #x = c.cos(phase)*r - #y = c.sin(phase)*r - - #com = complex(x,y) - - #Original formula p = 0.5 * np.sqrt(q2 - 4*(mmu**2)) @@ -981,8 +973,7 @@ com = complex(x,y) - return self.total_scale_amp*com - + return com def add_resonance(self, _mass, width, phase, scale): @@ -1005,18 +996,17 @@ com = complex(dgamma, 0) - return self.total_scale_amp*com + return com def add_cusp(self, mean, amp, sigma_L, sigma_R): - self.total_pdf_string += "+ self.bifur_gauss(q2,{0},{1},{2},{3})".format(mean, "cusp_amp", sigma_L, sigma_R) + self.total_pdf_string += "+ self.bifur_gauss(q2,{0},{1},{2},{3})".format(mean, "cusp_amp", "sigma_L", "sigma_R") self.cusp_mean = mean self.cusp_sigma_L = sigma_L self.cusp_sigma_R = sigma_R self.cusp_amp = amp - def normalize_pdf(self): x_scan = np.linspace(self.x_min, self.x_max, 10000) @@ -1032,6 +1022,12 @@ self._mean = _mean * self.total_scale_amp + print(1.0/(self.x_max-self.x_min)*_mean, self.total_scale_amp) + + print("Normalizing pdf") + + print + def log_likelihood(self, x_part, cusp_amp): _sum = 0.0 diff --git a/raremodel.pyc b/raremodel.pyc index 394b24d..070c6d2 100644 --- a/raremodel.pyc +++ b/raremodel.pyc Binary files differ diff --git a/setup.sh b/setup.sh index f9cb33e..7a647ee 100644 --- a/setup.sh +++ b/setup.sh @@ -1,3 +1,9 @@ -source /cvmfs/lhcb.cern.ch/lib/lcg/releases/LCG_88/ROOT/6.08.06/x86_64-slc6-gcc49-opt/bin/thisroot.sh -cd -cd thesis +echo "Sourcing ROOT..." + +source /mnt/c/Users/sa_li/linux-root/root/bin/thisroot.sh + +echo "ROOT v5.34.38 sourced" + +echo "Redirecting to working folder" + +cd /mnt/c/Users/sa_li/Documents/UZH/Master/Master\ thesis/Source diff --git a/test.py b/test.py index c894d32..f164354 100644 --- a/test.py +++ b/test.py @@ -17,21 +17,22 @@ modl = rm.model() -load_set = True +load_set = False draw = True -mode = "slim_points" +mode = "fast_binned" modl.mode = mode -min_bin_scaling = 100 +set_size = 1e5 +nonres_set_size = 44000 -set_size = 1e3 +# x_min = 3150.0 +# x_max= 3650.0 -x_min = 211.0 - -x_max= 4781.0 +x_min = modl.x_min +x_max = modl.x_max jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale = pdg["jpsi"] modl.add_resonance(jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale) @@ -39,24 +40,41 @@ psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg["psi2s"] modl.add_resonance(psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale) -modl.add_cusp(3525, 3e-7, 200, 7) +modl.add_cusp(3550, 6e-7, 200, 7) modl.normalize_pdf() +print(modl.total_scale_amp) + if load_set: - with open(r"./data/set_{0}_range({1}-{2}).pkl".format(int(set_size), int(x_min), int(x_max)), "rb") as input_file: - set_dic = pkl.load(input_file) + if mode == "true_data": - part_set = (set_dic["x_part"], set_dic["y_part"]) - counter = set_dic["counter_tot"] + with open(r"./data/set_true_tot_nonres_{0}_range({1}-{2}).pkl".format(int(nonres_set_size), int(x_min), int(x_max)), "rb") as input_file: + part_set = pkl.load(input_file) + + else: + + with open(r"./data/set_{0}_range({1}-{2}).pkl".format(int(set_size), int(x_min), int(x_max)), "rb") as input_file: + part_set = pkl.load(input_file) + + counter = set_dic["counter_tot"] else: - x_part, y_part, counter = modl.generate_points(set_size, mode = mode, min_bin_scaling = min_bin_scaling, verbose = 1) - part_set = (x_part, y_part) + part_set = modl.generate_points(set_size, x_min = x_min, x_max = x_max, mode = mode, verbose = 1) if draw: - modl.draw_plots(part_set = part_set, counter = counter, mode = mode, min_bin_scaling = min_bin_scaling) + modl.draw_plots(part_set = part_set, x_min = x_min, x_max = x_max, mode = mode) + + plt.clf() + + bin_mean = part_set["bin_mean"] + bin_true_height = part_set["bin_true_height"] + nbins = part_set["nbins"] + + plt.hist(bin_mean, bins=nbins, range=(x_min, x_max), weights = bin_true_height, label = "toy data binned") + + plt.savefig("./plots/fast_binned/test.png") # cusp_amp_scan_y = [] # cusp_amp_scan_x = np.linspace(0, 2*modl.cusp_amp, 100)