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+S',\xccj\x14\x11\x95\xb2@' +p1958 +tp1959 +Rp1960 +ag7 +(g11 +S'\xb8\xbd\x9c\x83\x13\x9c\xb2@' +p1961 +tp1962 +Rp1963 +ag7 +(g11 +S'F\xaf\xce\xf2\x15\xa3\xb2@' +p1964 +tp1965 +Rp1966 +ag7 +(g11 +S'\xd2\xa0\x00b\x18\xaa\xb2@' +p1967 +tp1968 +Rp1969 +asS'nbins' +p1970 +I652 +s. \ No newline at end of file diff --git a/helperfunctions.pyc b/helperfunctions.pyc index b57d2fc..fea4847 100644 --- a/helperfunctions.pyc +++ b/helperfunctions.pyc Binary files differ diff --git a/pdg_const.pyc b/pdg_const.pyc index 0eca8ee..da0a136 100644 --- a/pdg_const.pyc +++ b/pdg_const.pyc Binary files differ diff --git a/plots/fast_binned/histo.png b/plots/fast_binned/histo.png index 6fe127d..b7141b9 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 604e402..7bd6d9f 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/vec_axiv.png b/plots/fast_binned/vec_axiv.png index 47ea2c2..7f5a9c1 100644 --- a/plots/fast_binned/vec_axiv.png +++ b/plots/fast_binned/vec_axiv.png Binary files differ diff --git a/raremodel.py b/raremodel.py index bcf7783..b74851d 100644 --- a/raremodel.py +++ b/raremodel.py @@ -11,6 +11,7 @@ import time from helperfunctions import display_time, prepare_plot import cmath as c +import scipy.integrate as integrate mmu = pdg['muon_M'] mb = pdg["bquark_M"] @@ -58,7 +59,7 @@ self.param_str.append("_mean") self.param_val.append(0.0) self.res_counter = 0 - self.reco_steps = 100000 + self.reco_steps = 10000 #Cusp info @@ -208,7 +209,7 @@ return self.param_val[0]*prefactor1 * bracket_right * 2 * np.sqrt(q2) - def total_nonres(self, q2): #returns complex value + def total_nonres(self, q2, absolut = False): #returns complex value #Load constants @@ -236,7 +237,11 @@ #Complete term - return complex(vec_nonres_part + axiv_nonres_part, 0.0) + if absolut: + return vec_nonres_part + axiv_nonres_part + + else: + 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 = "true_data", resolution = 7.0, nonres_set_size = 44000): #returns part_set (=dic) @@ -256,25 +261,9 @@ mK = self.mK mmu = self.mmu - #Range of function in MeV - - dq = np.linspace(x_min, x_max ,self.reco_steps) - - #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)) - - dq2 = [] - - for i in dq: - dq2.append(i**2) - - _max = max(dgamma_tot) + _max = self.total_pdf(3096**2) #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) @@ -473,6 +462,7 @@ #returns all the chosen points (x_part, y_part) and all the random points generated (x, y) return part_set + elif mode == "fast_binned": #Calculate number of bins @@ -491,22 +481,16 @@ for i in range(len(dq)-1): a = dq[i] b = dq[i+1] - c = (a+b)/2 - bin_mean.append(c) - - height = self.total_pdf(c**2) + bin_mean.append((a+b)/2) + _a, _e = integrate.quad(self.total_pdf, a**2, b**2, limit = 200) + height = _a/(b-a) bin_true_height.append(height) #Scale true bin size according to nonres_set_size - dq_scan = np.linspace(self.x_min, self.x_max, self.reco_steps) + _area, _area_err = integrate.quad(lambda x: self.total_nonres(x ,absolut = True), self.x_min**2, self.x_max**2, limit = 3000) - dgamma_scan = [] - - for i in dq_scan: - dgamma_scan.append(abs(self.total_nonres(i**2))) - - _mean_scan = np.mean(dgamma_scan) + _mean_scan = _area/(self.x_max - self.x_min) _mean_histo_nonres = nonres_set_size/nbins @@ -701,17 +685,19 @@ _sum = np.sum(bin_height) + _mean = np.mean(bin_height) + # nbins = part_set["nbins"] - - _bin_mean = np.mean(bin_height) - pdf_mean = self.param_val[1] - - for i in range(len(bin_height)): - bin_height[i] = bin_height[i] * pdf_mean/_bin_mean + # + # _bin_mean = np.mean(bin_height) + # pdf_mean = self.param_val[1] + # + # for i in range(len(bin_height)): + # bin_height[i] = bin_height[i] * pdf_mean/_bin_mean plt.clf() - plt.ylim(0.0,self.param_val[1]*2) + plt.ylim(0.0,_mean*2) #Choose range in between the 2 resonances # plt.xlim(3150, 3650) @@ -992,70 +978,19 @@ self.param_val[4] = sigma_R self.param_val[5] = amp - def normalize_pdf(self, step_scan = False): #Normalizes pdf with a global factor in front, saves mean and global factor + def normalize_pdf(self): #Normalizes pdf with a global factor in front, saves mean and global factor - print("Normalizing pdf") + print("Normalizing pdf...") - #step_scan = True: Scans for the optimal number of steps to scan over the function to scale the whole pdf (done numerically) + area, err = integrate.quad(self.total_pdf, self.x_min**2, self.x_max**2, limit = 3000) - if step_scan: + _mean = area/(self.x_max-self.x_min) - print(" Scanning for optimal step size to scan pdf...") + self.param_val[0] = self.param_val[0]/area - #Scan over different number of steps + self.param_val[1] = _mean - mean_list = [] - - for i in range(11): - steps = 50000 + i*10000 - x_scan = np.linspace(self.x_min, self.x_max, steps) - - y_scan = [] - - for i in x_scan: - y_scan.append(self.total_pdf(i**2)) - - mean_list.append(np.mean(y_scan)) - - _mean = np.mean(mean_list) - - #Choose the one closest to the mean of all step variations - - diff = 1.0 - _ = 0 - for i in range(11): - if abs(mean_list[i]-_mean) < diff: - reco_steps = steps = 50000 + i*10000 - _ = i - - #Save recommended step size for later - - self.reco_steps = reco_steps - - print(" Optimal number of steps to scan pdf: {0}".format(reco_steps)) - - _mean = mean_list[_] - - else: - - #Scan over pdf to normalize with reco_steps - - x_scan = np.linspace(self.x_min, self.x_max, self.reco_steps) - - y_scan = [] - - for i in x_scan: - y_scan.append(self.total_pdf(i**2)) - - _mean = np.mean(y_scan) - - #Save total scaling constant and new mean of the whole pdf - - self.param_val[0] = 1.0/(self.x_max-self.x_min)*_mean - - self.param_val[1] = _mean * self.param_val[0] - - print(" pdf normailzed") + print(" pdf normalized!") print diff --git a/raremodel.pyc b/raremodel.pyc index 9afe631..0571b9a 100644 --- a/raremodel.pyc +++ b/raremodel.pyc Binary files differ diff --git a/test.py b/test.py index 25d9fde..d7b80be 100644 --- a/test.py +++ b/test.py @@ -21,7 +21,7 @@ draw = True step_scan = False -mode = "true_data" +mode = "fast_binned" modl.mode = mode @@ -37,15 +37,22 @@ modl.add_nonres() -# jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale = pdg["jpsi"] -# modl.add_resonance(jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale, "jpsi") -# -# psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg["psi2s"] -# modl.add_resonance(psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale, "psi2s") +jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale = pdg["jpsi"] +modl.add_resonance(jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale, "jpsi") -# modl.add_cusp(3550, 6e-7, 200, 7) +psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg["psi2s"] +modl.add_resonance(psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale, "psi2s") -modl.normalize_pdf(step_scan=step_scan) +modl.add_cusp(3550, 6e-7, 200, 7) + +def func(q2): + return 1.0 + +# modl.param_val[0] = 1e7 + +modl.normalize_pdf() + +# print(integrate.quad(modl.total_pdf, modl.x_min**2, modl.x_max**2, limit = 250)) modl.param_list()