From 17dc84e5a40ee335183d9db519dadb492449af88 Mon Sep 17 00:00:00 2001 From: jrfarah Date: Tue, 5 Jan 2021 19:55:58 -0500 Subject: [PATCH 01/52] added function load_obs() to load in datafiles without needing to specify extension. tested on .txt and .uvfits, not on .oifits --- ehtim/obsdata.py | 75 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 041614f4..4d7db20f 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -4665,3 +4665,78 @@ def load_maps(arrfile, obsspec, ifile, qfile=0, ufile=0, vfile=0, return ehtim.io.load.load_obs_maps(arrfile, obsspec, ifile, qfile=qfile, ufile=ufile, vfile=vfile, src=src, mjd=mjd, ampcal=ampcal, phasecal=phasecal) + +def load_obs( + fname, + polrep='stokes', + flipbl=False, + remove_nan=False, + force_singlepol=None, + channel=all, + IF=all, + allow_singlepol=True, + flux=1.0, + obsspec=None, + ifile=None, + qfile=None, + ufile=None, + vfile=None, + src=ehc.SOURCE_DEFAULT, + mjd=ehc.MJD_DEFAULT, + ampcal=False, + phasecal=False + ): + """Smart obs read-in, detects file type and loads appropriately. + + Args: + fname (str): path to input text file + polrep (str): load data as either 'stokes' or 'circ' + flipbl (bool): flip baseline phases if True. + remove_nan (bool): True to remove nans from missing polarizations + polrep (str): load data as either 'stokes' or 'circ' + force_singlepol (str): 'R' or 'L' to load only 1 polarization + channel (list): list of channels to average in the import. channel=all averages all + IF (list): list of IFs to average in the import. IF=all averages all IFS + flux (float): normalization total flux + obsspec (str): path to input obs spec file + ifile (str): path to input Stokes I data file + qfile (str): path to input Stokes Q data file + ufile (str): path to input Stokes U data file + vfile (str): path to input Stokes V data file + src (str): source name + mjd (int): integer observation MJD + ampcal (bool): True if amplitude calibrated + phasecal (bool): True if phase calibrated + + Returns: + obs (Obsdata): Obsdata object loaded from file + """ + + + ## grab file ending ## + fname_extension = fname.split('.')[-1] + print(f"Extension is {fname_extension}.") + + ## check extension ## + if fname_extension.lower() == 'uvfits': + return load_uvfits(fname, flipbl=flipbl, remove_nan=remove_nan, force_singlepol=force_singlepol, channel=channel, IF=IF, polrep=polrep, allow_singlepol=allow_singlepol) + + elif fname_extension.lower() in ['txt', 'text']: + return load_txt(fname, polrep=polrep) + + elif fname_extension.lower() == 'oifits': + return load_oifits(fname, flux=flux) + + + else: + if obsspec is not None and ifile is None: + print("You have provided a value for but no value for ") + return + elif obsspec is None and ifile is not None: + print("You have provided a value for but no value for ") + return + + elif obsspec is not None and ifile is not None: + return load_maps(fname, obsspec, ifile, qfile=qfile, ufile=ufile, vfile=vfile, + src=src, mjd=mjd, ampcal=ampcal, phasecal=phasecal) + From 1cb75721ab57a330018483b45635ddb68d8a4c88 Mon Sep 17 00:00:00 2001 From: jrfarah Date: Tue, 5 Jan 2021 20:26:55 -0500 Subject: [PATCH 02/52] added function getClosestScan() that takes a time, splits the observation, and returns the Obsdata that corresponds to the scan with the closest tstart to time. --- ehtim/obsdata.py | 90 ++++++++++++++++++++++++++++++++---------------- 1 file changed, 60 insertions(+), 30 deletions(-) diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 4d7db20f..919f24dd 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -532,6 +532,36 @@ def split_obs(self, t_gather=0., scan_gather=False): return splitlist + + def getClosestScan(self, time, splitObs=None): + """Split observation by scan and grab scan closest to timestamp + + Args: + time (float): Time (GMST) you want to find the scan closest to + splitObs (bool): a list of Obsdata objects, output from split_obs, to save time + + Returns: + (Obsdata): Obsdata object composed of scan closest to time + """ + + ## check if splitObs has been passed in alread ## + if splitObs is None: + splitObs = self.split_obs() + + ## check for the scan with the closest start time to time arg ## + ## TODO: allow user to choose start time, end time, or mid-time + closest_index = 0 + delta_t = 1e22 + for s, s_obs in enumerate(splitObs): + dt = abs(s_obs.tstart - time) + if dt < delta_t: + delta_t = dt + closest_index = s + + print(f"Using scan with time {splitObs[closest_index].tstart}.") + return splitObs[closest_index] + + def bllist(self, conj=False): """Group the data in a list of same baseline datatables. @@ -4667,24 +4697,24 @@ def load_maps(arrfile, obsspec, ifile, qfile=0, ufile=0, vfile=0, src=src, mjd=mjd, ampcal=ampcal, phasecal=phasecal) def load_obs( - fname, - polrep='stokes', - flipbl=False, - remove_nan=False, - force_singlepol=None, - channel=all, - IF=all, - allow_singlepol=True, - flux=1.0, - obsspec=None, - ifile=None, - qfile=None, - ufile=None, - vfile=None, - src=ehc.SOURCE_DEFAULT, - mjd=ehc.MJD_DEFAULT, - ampcal=False, - phasecal=False + fname, + polrep='stokes', + flipbl=False, + remove_nan=False, + force_singlepol=None, + channel=all, + IF=all, + allow_singlepol=True, + flux=1.0, + obsspec=None, + ifile=None, + qfile=None, + ufile=None, + vfile=None, + src=ehc.SOURCE_DEFAULT, + mjd=ehc.MJD_DEFAULT, + ampcal=False, + phasecal=False ): """Smart obs read-in, detects file type and loads appropriately. @@ -4719,24 +4749,24 @@ def load_obs( ## check extension ## if fname_extension.lower() == 'uvfits': - return load_uvfits(fname, flipbl=flipbl, remove_nan=remove_nan, force_singlepol=force_singlepol, channel=channel, IF=IF, polrep=polrep, allow_singlepol=allow_singlepol) + return load_uvfits(fname, flipbl=flipbl, remove_nan=remove_nan, force_singlepol=force_singlepol, channel=channel, IF=IF, polrep=polrep, allow_singlepol=allow_singlepol) elif fname_extension.lower() in ['txt', 'text']: - return load_txt(fname, polrep=polrep) + return load_txt(fname, polrep=polrep) elif fname_extension.lower() == 'oifits': - return load_oifits(fname, flux=flux) + return load_oifits(fname, flux=flux) else: - if obsspec is not None and ifile is None: - print("You have provided a value for but no value for ") - return - elif obsspec is None and ifile is not None: - print("You have provided a value for but no value for ") - return - - elif obsspec is not None and ifile is not None: - return load_maps(fname, obsspec, ifile, qfile=qfile, ufile=ufile, vfile=vfile, + if obsspec is not None and ifile is None: + print("You have provided a value for but no value for ") + return + elif obsspec is None and ifile is not None: + print("You have provided a value for but no value for ") + return + + elif obsspec is not None and ifile is not None: + return load_maps(fname, obsspec, ifile, qfile=qfile, ufile=ufile, vfile=vfile, src=src, mjd=mjd, ampcal=ampcal, phasecal=phasecal) From 73c750526deda449ebe4aeb747c9ea5948ea2860 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Thu, 10 Nov 2022 14:16:31 -0500 Subject: [PATCH 03/52] fix load_caltable bug --- ehtim/caltable.py | 2 +- ehtim/survey.py | 0 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 ehtim/survey.py diff --git a/ehtim/caltable.py b/ehtim/caltable.py index 3a6dd2d8..bb6bf4f6 100644 --- a/ehtim/caltable.py +++ b/ehtim/caltable.py @@ -685,7 +685,7 @@ def load_caltable(obs, datadir, sqrt_gains=False): for s in range(0, len(tarr)): site = tarr[s]['site'] - filename = datadir + obs.source + '_' + site + '.txt' + filename = os.path.join(datadir, obs.source + '_' + site + '.txt') try: data = np.loadtxt(filename, dtype=bytes).astype(str) except IOError: diff --git a/ehtim/survey.py b/ehtim/survey.py new file mode 100644 index 00000000..e69de29b From cec43004e178d3cb2fe39a53082bbcc1ff20e1d4 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Thu, 10 Nov 2022 14:41:58 -0500 Subject: [PATCH 04/52] add converge function --- ehtim/imager.py | 37 +++++++++++++++++++++++++++++++------ 1 file changed, 31 insertions(+), 6 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 3a48d545..f5298698 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -391,21 +391,46 @@ def callback_func(xcur): # Return Image object return outim - def make_image_I(self, grads=True, **kwargs): + def converge(self, niter, blur_frac, pol, grads, **kwargs): + + for repeat in range(niter-1): + init = self.out_last().blur_circ(blur_frac * self.obs_next.res()) + self.init_next = init + self.make_image(pol=pol, grads=grads, **kwargs) + + + def make_image_I(self, grads=True, niter=1, blur_frac=1, **kwargs): """Make Stokes I image using current imager settings. """ - return self.make_image(pol='I', grads=grads, **kwargs) + pol = 'I' + self.make_image(pol=pol, grads=grads, **kwargs) + self.converge(niter, blur_frac, pol, grads, **kwargs) + + return self.out_last() - def make_image_P(self, grads=True, **kwargs): + #return self.make_image(pol='I', grads=grads, **kwargs) + + def make_image_P(self, grads=True, niter=0, blur_frac=1, **kwargs): """Make Stokes P polarimetric image using current imager settings. """ + pol = 'P' + self.make_image(pol=pol, grads=grads, **kwargs) + self.converge(niter, blur_frac, pol, grads, **kwargs) + + return self.out_last() - return self.make_image(pol='P', grads=grads, **kwargs) + #return self.make_image(pol='P', grads=grads, **kwargs) - def make_image_IP(self, grads=True, **kwargs): + def make_image_IP(self, grads=True, niter=0, blur_frac=1, **kwargs): """Make Stokes I and P polarimetric image simultaneously using current imager settings. """ - return self.make_image(pol='IP', grads=grads, **kwargs) + pol = 'IP' + self.make_image(pol=pol, grads=grads, **kwargs) + self.converge(niter, blur_frac, pol, grads, **kwargs) + + return self.out_last() + + #return self.make_image(pol='IP', grads=grads, **kwargs) def set_embed(self): """Set embedding matrix. From aff9183766bfc6a0978bf36c1803fe301391a141 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Thu, 10 Nov 2022 15:30:45 -0500 Subject: [PATCH 05/52] make grads optional in converge --- ehtim/imager.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index f5298698..6ec237c5 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -391,7 +391,7 @@ def callback_func(xcur): # Return Image object return outim - def converge(self, niter, blur_frac, pol, grads, **kwargs): + def converge(self, niter, blur_frac, pol, grads=True, **kwargs): for repeat in range(niter-1): init = self.out_last().blur_circ(blur_frac * self.obs_next.res()) From a4b7016ca5f69b0e2261884953720fcd5d99f32d Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Thu, 10 Nov 2022 15:40:32 -0500 Subject: [PATCH 06/52] fix niter args --- ehtim/imager.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 6ec237c5..62d173b0 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -410,7 +410,7 @@ def make_image_I(self, grads=True, niter=1, blur_frac=1, **kwargs): #return self.make_image(pol='I', grads=grads, **kwargs) - def make_image_P(self, grads=True, niter=0, blur_frac=1, **kwargs): + def make_image_P(self, grads=True, niter=1, blur_frac=1, **kwargs): """Make Stokes P polarimetric image using current imager settings. """ pol = 'P' @@ -421,7 +421,7 @@ def make_image_P(self, grads=True, niter=0, blur_frac=1, **kwargs): #return self.make_image(pol='P', grads=grads, **kwargs) - def make_image_IP(self, grads=True, niter=0, blur_frac=1, **kwargs): + def make_image_IP(self, grads=True, niter=1, blur_frac=1, **kwargs): """Make Stokes I and P polarimetric image simultaneously using current imager settings. """ pol = 'IP' From d2a9f32e8908646fb7eea574dd99e7d1b24df456 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 12:51:12 -0500 Subject: [PATCH 07/52] add parameter survey module --- ehtim/survey.py | 594 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 594 insertions(+) diff --git a/ehtim/survey.py b/ehtim/survey.py index e69de29b..96d5777d 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -0,0 +1,594 @@ +# survey.py +# a parameter survey class +# +# Copyright (C) 2018 Andrew Chael +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import os + +import ehtim as eh +import paramsurvey +import paramsurvey.params + + +################################################################################################## +# ParameterSet object +################################################################################################## + +class ParameterSet: + + def __init__(self, paramset, params_fixed={}): + + """An object for one parameter set + + Args: + paramset (dict): A dict containing single parameter set + params_fixed (dict): A dict containing non-varying parameters + + Returns: + a ParameterSet object + """ + + # set each item in paramset dict to an attribute + for param in paramset: + setattr(self, param, paramset[param]) + + if len(params_fixed) > 0: + for param in params_fixed: + setattr(self, param, params_fixed[param]) + + self.paramset = paramset + self.params_fixed = params_fixed + self.outfile = '%s_%0.7i' % (self.outfile_base, self.i) + + self.fov *= eh.RADPERUAS + self.reverse_taper_uas *= eh.RADPERUAS + self.prior_fwhm *= eh.RADPERUAS + + def load_data(self): + """Loads in uvfits file from self.infile into eht-imaging obs object and averages using self.avg_time + Creates self.obs + + Args: + + Returns: + + """ + + # load the uvfits file + self.obs = eh.obsdata.load_uvfits(self.infile) + + # identify the scans (times of continuous observation) in the data + self.obs.add_scans() + + # coherently average + if self.avg_time == 'scan': + self.obs = self.obs.avg_coherent(0., scan_avg=True) + else: + self.obs = self.obs.avg_coherent(self.avg_time) + + def preimcal(self): + + """ + Applies pre-imaging calibration to self.obs. This includes flagging sites with no measurements, rescaling + short baselines so only compact flux is being imaged, applying a u-v taper, and adding extra sys noise. Creates + self.obs_sc which will have self-cal applied in future steps and self.obs_sc_init which is a copy of the initial + preimcal observation + + Args: + + Returns: + + """ + + # handle site name change of APEX between 2017 (AP) to 2018 (AX) + try: + self.zbl_tot = np.median(self.obs.unpack_bl('AA', 'AX', 'amp')['amp']) + except: + self.zbl_tot = np.median(self.obs.unpack_bl('AA', 'AP', 'amp')['amp']) + + # Flag out sites in the obs.tarr table with no measurements + allsites = set(self.obs.unpack(['t1'])['t1']) | set(self.obs.unpack(['t2'])['t2']) + self.obs.tarr = self.obs.tarr[[o in allsites for o in self.obs.tarr['site']]] + self.obs = eh.obsdata.Obsdata(self.obs.ra, self.obs.dec, self.obs.rf, self.obs.bw, self.obs.data, self.obs.tarr, + source=self.obs.source, mjd=self.obs.mjd, + ampcal=self.obs.ampcal, phasecal=self.obs.phasecal) + + self.obs_orig = self.obs.copy() + + # Rescale short baselines to excise contributions from extended flux. + # setting zbl < zbl_tot assumes there is an extended constant flux component of zbl_tot-zbl Jy + + if self.zbl != self.zbl_tot: + for j in range(len(self.obs.data)): + if (self.obs.data['u'][j] ** 2 + self.obs.data['v'][j] ** 2) ** 0.5 >= self.uv_zblcut: continue + for field in ['vis', 'qvis', 'uvis', 'vvis', 'sigma', 'qsigma', 'usigma', 'vsigma']: + self.obs.data[field][j] *= self.zbl / self.zbl_tot + + self.obs.reorder_tarr_snr() + + self.obs_sc = self.obs.copy() + # Reverse taper the observation: this enforces a maximum resolution on reconstructed features + if self.reverse_taper_uas > 0: + self.obs_sc = self.obs_sc.reverse_taper(self.reverse_taper_uas) + + # Add non-closing systematic noise to the observation + self.obs_sc = self.obs_sc.add_fractional_noise(self.sys_noise) + + # Make a copy of the initial data (before any self-calibration but after the taper) + self.obs_sc_init = self.obs_sc.copy() + + def init_img(self): + + """ + Creates initial/prior image. Only gaussian prior option at present, but creates prior attritubute self.initimg + using self.zbl and self.prior_fwhm + + Args: + + Returns: + + """ + # create guassian prior/inital image + emptyprior = eh.image.make_square(self.obs_sc, self.npixels, self.fov) + + gaussprior = emptyprior.add_gauss(self.zbl, (self.prior_fwhm, self.prior_fwhm, 0, 0, 0)) + # To avoid gradient singularities in the first step, add an additional small Gaussian + gaussprior = gaussprior.add_gauss(self.zbl * 1e-3, (self.prior_fwhm, self.prior_fwhm, 0, + self.prior_fwhm, self.prior_fwhm)) + self.initimg = gaussprior.copy() + + def make_img(self): + + """ + Reconstructs image with specified parameters (data weights, amount of self-cal, etc) described in paramset dict + Creates attributes self.im_out containing the final image and self.caltab containing a corresponding calibration + table object for the final image + + Args: + + Returns: + + """ + # specify data terms + data_term = {} + if hasattr(self, 'vis') and self.vis != 0.: + data_term['vis'] = self.vis + if hasattr(self, 'amp') and self.amp != 0.: + data_term['amp'] = self.amp + if hasattr(self, 'diag_closure') and self.diag_closure is True: + if hasattr(self, 'logcamp_diag') and self.logcamp_diag != 0.: + data_term['logcamp_diag'] = self.logcamp + if hasattr(self, 'cphase_diag') and self.cphase_diag != 0.: + data_term['cphase_diag'] = self.cphase + else: + if hasattr(self, 'logcamp') and self.logcamp != 0.: + data_term['logcamp'] = self.logcamp + if hasattr(self, 'cphase') and self.cphase != 0.: + data_term['cphase'] = self.cphase + + # specify regularizer terms + reg_term = {} + if hasattr(self, 'simple') and self.simple != 0.: + reg_term['simple'] = self.simple + if hasattr(self, 'tv2') and self.tv2 != 0.: + reg_term['tv2'] = self.tv2 + if hasattr(self, 'tv') and self.tv != 0.: + reg_term['tv'] = self.tv + if hasattr(self, 'l1') and self.l1 != 0.: + reg_term['l1'] = self.l1 + if hasattr(self, 'flux') and self.flux != 0.: + reg_term['flux'] = self.flux + if hasattr(self, 'rgauss') and self.rgauss != 0.: + reg_term['rgauss'] = self.rgauss + + ### How to make this more general? ### + # Add systematic noise tolerance for amplitude a-priori calibration errors + # Start with the SEFD noise (but need sqrt) + # then rescale to ensure that final results respect the stated error budget + systematic_noise = self.SEFD_error_budget.copy() + for key in systematic_noise.keys(): + systematic_noise[key] = ((1.0 + systematic_noise[key]) ** 0.5 - 1.0) * 0.25 + + # set up imager + imgr = eh.imager.Imager(self.obs_sc, self.initimg, prior_im=self.initimg, flux=self.zbl, + data_term=data_term, maxit=self.maxit, norm_reg=True, systematic_noise=systematic_noise, + reg_term=reg_term, ttype=self.ttype, cp_uv_min=self.uv_zblcut, stop=self.stop) + + res = self.obs.res() + + imgr.make_image_I(show_updates=False, niter=self.niter_static, blur_frac=self.blurfrac) + + if self.selfcal: + # Self-calibrate to the previous model (phase-only); + # The solution_interval is 0 to align phases from high and low bands if needed + self.obs_sc = eh.selfcal(self.obs_sc, imgr.out_last(), method='phase', ttype=self.ttype, + solution_interval=0.0, processes=-1) + + sc_p_idx = 0 + dterms = data_term.keys() + while sc_p_idx < self.sc_phase: + + # Blur the previous reconstruction to the intrinsic resolution + init = imgr.out_last().blur_circ(res) + + # Increase the data weights and reinitialize imaging + if sc_p_idx == 0: + for key in dterms: + data_term[key] *= self.xdw_phase + + # set up imager + imgr = eh.imager.Imager(self.obs_sc, init, prior_im=self.initimg, flux=self.zbl, + data_term=data_term, maxit=self.maxit, norm_reg=True, + systematic_noise=systematic_noise, + reg_term=reg_term, ttype=self.ttype, cp_uv_min=self.uv_zblcut, stop=self.stop) + + # Imaging + imgr.make_image_I(show_updates=False, niter=self.niter_static, blur_frac=self.blurfrac) + + # apply self-calibration to original calibrated data + self.obs_sc = eh.selfcal(self.obs_sc_init, imgr.out_last(), method='phase', ttype=self.ttype) + + sc_p_idx += 1 + + # repeat amp+phase self-calibration + sc_ap_idx = 0 + + while sc_ap_idx < self.sc_ap: + + # Blur the previous reconstruction to the intrinsic resolution + init = imgr.out_last().blur_circ(res) + + # Increase the data weights and reinitialize imaging + if sc_p_idx == 0: + for key in dterms: + data_term[key] *= self.xdw_ap + + # set up imager + imgr = eh.imager.Imager(self.obs_sc, init, prior_im=self.initimg, flux=self.zbl, + data_term=data_term, maxit=self.maxit, norm_reg=True, + systematic_noise=systematic_noise, + reg_term=reg_term, ttype=self.ttype, cp_uv_min=self.uv_zblcut, stop=self.stop) + + # Imaging + imgr.make_image_I(show_updates=False, niter=self.niter_static, blur_frac=self.blurfrac) + + caltab = eh.selfcal(self.obs_sc_init, imgr.out_last(), method='both', + ttype=self.ttype, gain_tol=self.gaintol, caltable=True, processes=-1) + self.obs_sc = caltab.applycal(self.obs_sc_init, interp='nearest', extrapolate=True) + + sc_ap_idx += 1 + + self.im_out = imgr.out_last().copy() + self.caltab = caltab + + def output_results(self): + + """ + Outputs all requested files pertaining to final image + + Args: + + Returns: + + """ + + # Add a large gaussian component to account for the missing flux + # so the final image can be compared with the original data + self.im_addcmp = self.im_out.add_zblterm(self.obs_orig, self.uv_zblcut, debias=True) + self.obs_sc_addcmp = eh.selfcal(self.obs_orig, self.im_addcmp, method='both', ttype=self.ttype) + + # If an inverse taper was used, restore the final image + # to be consistent with the original data + if self.reverse_taper_uas > 0.0: + self.im_out = self.im_out.blur_circ(self.reverse_taper_uas) + + # Save the final image + outfits = os.path.join(self.outpath, '%s.fits' % (self.outfile)) + self.im_out.save_fits(outfits) + + # Save caltab + if hasattr(self, 'save_caltab') and self.save_caltab == True: + outcal = os.path.join(self.outpath, '%s/' % (self.outfile)) + eh.caltable.save_caltable(self.caltab, self.obs_sc_init, outcal) + + # Save self-calibrated uvfits + if self.save_uvfits: + outuvfits = os.path.join(self.outpath, '%s.uvfits' % (self.outfile)) + self.obs_sc_addcmp.save_uvfits(outuvfits) + + # Save pdf of final image + if self.save_pdf: + outpdf = os.path.join(self.outpath, '%s.pdf' % (self.outfile)) + self.im_out.display(cbar_unit=['Tb'], label_type='scale', export_pdf=outpdf) + + # Save pdf of image summary + if self.save_imgsums: + # Save an image summary sheet + plt.close('all') + outimgsum = os.path.join(self.outpath, '%s_imgsum.pdf' % (self.outfile)) + eh.imgsum(self.im_addcmp, self.obs_sc_addcmp, self.obs_orig, outimgsum, cp_uv_min=self.uv_zblcut, + processes=-1) + + def save_statistics(self): + + """ + Saves a csv file with the following statistics: + chi^2 closure phase, logcamp, vis wrt the original observation + chi^2 vis wrt to original observation with self-cal to final image applied + chi^2 closure phase, logcamp, vis wrt the original observation with sys noise and self-cal applied + + Args: + + Returns: + + """ + stats_dict = {} + stats_dict['i'] = [self.i] + + outstats = os.path.join(self.outpath, '%s_stats.csv' % (self.outfile)) + + # if ground truth image available, compute nxcorr + if self.ground_truth_img != 'None': + gt_im = eh.image.load_fits(self.ground_truth_img) + + fov_ = 200 * eh.RADPERUAS + psize_ = fov_ / 256 + nxcorr_, _, _ = gt_im.compare_images(self.im_addcmp, metric='nxcorr', target_fov=fov_, psize=psize_) + nxcorr = nxcorr_[0] + + stats_dict['nxcorr'] = [nxcorr] + + # chi^2 for closure phase (cp) and log camp (lc) + # original uv data + obs_ref = self.obs_orig + chi2_cp_ref = obs_ref.chisq(self.im_addcmp, dtype='cphase', + ttype=self.ttype, systematic_noise=0., + systematic_cphase_noise=0, maxset=False, + cp_uv_min=self.uv_zblcut) + chi2_lc_ref = obs_ref.chisq(self.im_addcmp, dtype='logcamp', + ttype=self.ttype, systematic_noise=0., + snrcut=1.0, maxset=False, + cp_uv_min=self.uv_zblcut) # snrcut to remove large chi2 point + chi2_vis_ref = obs_ref.chisq(self.im_addcmp, dtype='vis', + ttype=self.ttype, systematic_noise=0., + snrcut=1.0, maxset=False, + cp_uv_min=self.uv_zblcut) # snrcut to remove large chi2 point + + stats_dict['chi2_cp_ref'] = [chi2_cp_ref] + stats_dict['chi2_lc_ref'] = [chi2_lc_ref] + stats_dict['chi2_vis_ref'] = [chi2_vis_ref] + + # orig data self-cal to final image + obs_sub = self.obs_sc_addcmp + chi2_vis_sub = obs_sub.chisq(self.im_addcmp, dtype='vis', + ttype=self.ttype, systematic_noise=0., + snrcut=1.0, maxset=False, + cp_uv_min=self.uv_zblcut) # snrcut to remove large chi2 point + + stats_dict['chi2_vis_sub'] = [chi2_vis_sub] + + # orig data with sys noise added + self-cal to final image + self.obs_sc_addcmp_sys = eh.selfcal(self.obs_sc_init, self.im_addcmp, method='both', ttype=self.ttype) + obs_sys = self.obs_sc_addcmp_sys + chi2_cp_sys = obs_sys.chisq(self.im_addcmp, dtype='cphase', + ttype=self.ttype, systematic_noise=0., + systematic_cphase_noise=0, maxset=False, + cp_uv_min=self.uv_zblcut) + chi2_lc_sys = obs_sys.chisq(self.im_addcmp, dtype='logcamp', + ttype=self.ttype, systematic_noise=0., + snrcut=1.0, maxset=False, + cp_uv_min=self.uv_zblcut) # snrcut to remove large chi2 point + chi2_vis_sys = obs_sys.chisq(self.im_addcmp, dtype='vis', + ttype=self.ttype, systematic_noise=0., + snrcut=1.0, maxset=False, + cp_uv_min=self.uv_zblcut) # snrcut to remove large chi2 point + + stats_dict['chi2_cp_sys'] = [chi2_cp_sys] + stats_dict['chi2_lc_sys'] = [chi2_lc_sys] + stats_dict['chi2_vis_sys'] = [chi2_vis_sys] + + df = pd.DataFrame.from_dict(stats_dict) + df.to_csv(outstats) + + def save_params(self): + """ + Saves a csv file with parameter set details + + Args: + + Returns: + + """ + self.paramset['fov'] = self.fov + self.paramset['zbl_tot'] = self.zbl_tot + + df = pd.DataFrame.from_dict([self.paramset]) + + outparams = os.path.join(self.outpath, '%s_params.csv' % (self.outfile)) + df.to_csv(outparams) + + def run(self): + + """ + + Run imaging pipeline for one parameter set. + + Args: + + Returns: + + """ + + # if a *_params.csv file exists, it means this parameter has already been run and can be skipped + # useful in case survey with multiple parameter sets gets interrupted + outcsv = os.path.join(self.outpath, '%s_params.csv' % (self.outfile)) + if os.path.exists(outcsv): + pass + + else: + + # load in data + self.load_data() + + # do pre-imaging calibration + self.preimcal() + + # create initial/prior image + self.init_img() + + # run imaging step + self.make_img() + + # output the results + self.output_results() + + # save params to text + self.save_params() + + if self.save_stats: + self.save_statistics() + + +def run_pset(pset, system_kwargs, params_fixed): + """ + Run imaging for one parameter set + + Args: + pset (dict): A dict containing single parameter set + params_fixed (dict): A dict containing non-varying parameters + + Returns: + + """ + os.makedirs(params_fixed['outpath'], exist_ok=True) + PSet = ParameterSet(pset, params_fixed) + PSet.run() + +def run_survey(psets, params_fixed): + """ + Run survey for all parameter sets using paramsurvey + + Args: + psets (DataFrame): A pandas DataFrame containing all parameter sets + params_fixed (dict): A dict containing non-varying parameters + + Returns: + + """ + # run whole survey using map function + paramsurvey.init(backend=params_fixed['backend'], ncores=params_fixed['nproc']) + paramsurvey.map(run_pset, psets, user_kwargs=params_fixed, verbose=0) + +def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', + save_imgsums=False, save_uvfits=True, save_pdf=False, save_stats=True, save_caltab=True, + nproc=1, backend='multiprocessing', ttype='nfft', + selfcal=True, gaintol=[0.02,0.2], niter_static=3, blurfrac=1, + maxit=100, stop=1e-4, fov=128, npixels=64, reverse_taper_uas=5, uv_zblcut=0.1e9, + SEFD_error_budget={'AA':0.1,'AX':0.1,'GL':0.1,'LM':0.1,'MG':0.1,'MM':0.1,'PV':0.1,'SW':0.1}): + + """ + Create a dict for all non-varying survery parameters + + Args: + + infile (str): path to input uvfits observation file + outfile_base (str): name of base filename for all outputs + outpath (str): path to directory where all outputs should be stored + ground_truth_img (str): if applicable, path to ground truth fits file + save_imgsums (bool): save summary pdf for each image + save_uvfits (bool): save final self-cal observation to uvfits file + save_pdf (bool): save pdf of each image + save_stats (bool): save csv file containing statistics for each image + save_caltab (bool): save a calibration table for each image + nproc (int): number of parallel processes + backend (str): either 'multiprocessing' or 'ray' + ttype (str): “fast” or “nfft” or “direct” + selfcal (bool): perform self-calibration steps during imaging + gaintol (array): tolerance for gains to be under/over unity respectively during self-cal + niter_static (int): number of iterations for each imaging step + blurfrac (int): factor to blur initial image between iterations + maxit (int): maximum number of iterations if image does not converge + stop (float): convergence criterion for imaging + fov (int): image field of view in uas + npixels (int): number of image pixels + reverse_taper_uas (int): fwhm of gassuain in uas to reverse taper observation + uv_zblcut (float): maximum uv-distance to which is considered short baseline flux + SEFD_error_budget (dict): SEFD percentage error for each station + + + Returns: + + params_fixed (dict): dict containing all non-varying survery parameters + + """ + + # take all arguments and put them in a dict + args = list(locals().keys()) + params_fixed = {} + for arg in args: + params_fixed[arg] = locals().get(arg) + + return params_fixed + +def create_survey_psets(zbl=[0.6], sys_noise=[0.02], avg_time=['scan'], prior_fwhm=[40], + sc_phase=[2], xdw_phase=[10], sc_ap=[2], xdw_ap=[1], amp=[0.2], cphase=[1], logcamp=[1], + simple=[1], l1=[1], tv=[1], tv2=[1], flux=[1], epsilon_tv=[1e-10]): + """ + Create a dataframe given all survey parameters. Default values will create an example dataframe but these values + should be adjusted for each specific observation + + Args: + + zbl (array): compact flux value (Jy) + sys_noise (array): percent addition of systematic noise + avg_time (array): in seconds or 'scan' for scan averaging + prior_fwhm (array): fwhm of gaussian prior in uas + sc_phase (array): number of iterations to perform phase-only self-cal + xdw_phase (array): multiplicative factor for data weights after one round of phase-only self-cal + sc_ap (array): number of iterations to perform amp+phase self-cal + xdw_ap (array): multiplicative factor for data weights after one round of amp+phase self-cal + amp (array): data weight to be placed on amplitudes + cphase (array): data weight to be placed on closure phases + logcamp (array): data weight to be placed on log closure amplitudes + simple (array): regularizer weight for relative entropy, favoring similarity to prior image + l1 (array): regularizer weight for l1 norm, favoring image sparsity + tv (array): regularizer weight for total variation, favoring sharp edges + tv2 (array): regularizer weight for total squared variation, favoring smooth edges + flux (array): regularizer weight for total flux density, favoring final images with flux close to zbl + epsilon_tv (array): epsilon value used in definition of total variation - rarely need to change this + + Returns: + + psets (DataFrame): pandas DataFrame containing all combination of parameter sets along with index values + + """ + + # take all arguments and put them in a dict + args = list(locals().keys()) + params = {} + for arg in args: + params[arg] = locals().get(arg) + + # pandas dataframe containing all combinations of parameters to survey + psets = paramsurvey.params.product(params) + + # add pset index number to each row of dataframe + psets['i'] = np.array(range(len(psets))) + + return psets From 7cbed85badd547b1518239befc4732fe59f5f9a3 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 12:51:30 -0500 Subject: [PATCH 08/52] update init file --- ehtim/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/ehtim/__init__.py b/ehtim/__init__.py index b60f0b8e..59193c80 100644 --- a/ehtim/__init__.py +++ b/ehtim/__init__.py @@ -42,6 +42,7 @@ import ehtim.movie import ehtim.image import ehtim.model +import ehtim.survey import warnings From 468056d39c65583e4574e8811392baaca8df1eee Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 14:40:09 -0500 Subject: [PATCH 09/52] add paramsurvey requirement --- requirements.txt | 1 + setup.py | 1 + 2 files changed, 2 insertions(+) diff --git a/requirements.txt b/requirements.txt index c245fe2f..465b8cd6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -8,6 +8,7 @@ matplotlib networkx numpy pandas +paramsurvey[ray] requests scipy scikit-image diff --git a/setup.py b/setup.py index 4069390d..f0a42f9e 100755 --- a/setup.py +++ b/setup.py @@ -44,6 +44,7 @@ def read(fname): "ephem", "h5py", "pandas", + "paramsurvey[ray]", "requests", "future" # optional (but recommended) libraries required for some features From b6057384e3a7515a726ff582b928f648fc5738e3 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 15:32:29 -0500 Subject: [PATCH 10/52] fix docstrings --- ehtim/survey.py | 124 +++++++++++++++++++++++++++--------------------- 1 file changed, 71 insertions(+), 53 deletions(-) diff --git a/ehtim/survey.py b/ehtim/survey.py index 96d5777d..4a32037d 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -32,9 +32,27 @@ class ParameterSet: + """ + Attributes: + paramset (dict): dict containing single parameter set. Each key in dict becomes its own attribute + params_fixed (dict): dict containing non-varying parameters. Each key in dict becomes its own attribute + outfile (str): base of outfile with 7 digit index of pset added to it + obs (Obsdata): observation object from input uvfits file, generated by load_data() + zbl_tot (float): flux on ALMA-APEX baseline, generated in preimcal() + obs_sc_init (Obsdata): original observation with systematic noise added, reverse taper applied, and extended flux removed + obs_sc (Obsdata): obs_sc_init after all rounds of self-calibration + initimg (Image): prior/initial image + im_out (Image): final reconstructed image + im_addcmp (Image): final reconstructed image with extended flux added back in + obs_sc_addcmp (Obsdata): original observation self-calibrated with im_addcmp + caltab (Caltab): final calibration table associated with im_out + + """ + def __init__(self, paramset, params_fixed={}): - """An object for one parameter set + """ + An object for one parameter set Args: paramset (dict): A dict containing single parameter set @@ -61,7 +79,8 @@ def __init__(self, paramset, params_fixed={}): self.prior_fwhm *= eh.RADPERUAS def load_data(self): - """Loads in uvfits file from self.infile into eht-imaging obs object and averages using self.avg_time + """ + Loads in uvfits file from self.infile into eht-imaging obs object and averages using self.avg_time Creates self.obs Args: @@ -426,7 +445,6 @@ def save_params(self): def run(self): """ - Run imaging pipeline for one parameter set. Args: @@ -469,7 +487,7 @@ def run_pset(pset, system_kwargs, params_fixed): """ Run imaging for one parameter set - Args: + Args: pset (dict): A dict containing single parameter set params_fixed (dict): A dict containing non-varying parameters @@ -484,9 +502,9 @@ def run_survey(psets, params_fixed): """ Run survey for all parameter sets using paramsurvey - Args: - psets (DataFrame): A pandas DataFrame containing all parameter sets - params_fixed (dict): A dict containing non-varying parameters + Args: + psets (DataFrame): A pandas DataFrame containing all parameter sets + params_fixed (dict): A dict containing non-varying parameters Returns: @@ -505,36 +523,36 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', """ Create a dict for all non-varying survery parameters - Args: - - infile (str): path to input uvfits observation file - outfile_base (str): name of base filename for all outputs - outpath (str): path to directory where all outputs should be stored - ground_truth_img (str): if applicable, path to ground truth fits file - save_imgsums (bool): save summary pdf for each image - save_uvfits (bool): save final self-cal observation to uvfits file - save_pdf (bool): save pdf of each image - save_stats (bool): save csv file containing statistics for each image - save_caltab (bool): save a calibration table for each image - nproc (int): number of parallel processes - backend (str): either 'multiprocessing' or 'ray' - ttype (str): “fast” or “nfft” or “direct” - selfcal (bool): perform self-calibration steps during imaging - gaintol (array): tolerance for gains to be under/over unity respectively during self-cal - niter_static (int): number of iterations for each imaging step - blurfrac (int): factor to blur initial image between iterations - maxit (int): maximum number of iterations if image does not converge - stop (float): convergence criterion for imaging - fov (int): image field of view in uas - npixels (int): number of image pixels - reverse_taper_uas (int): fwhm of gassuain in uas to reverse taper observation - uv_zblcut (float): maximum uv-distance to which is considered short baseline flux - SEFD_error_budget (dict): SEFD percentage error for each station + Args: + + infile (str): path to input uvfits observation file + outfile_base (str): name of base filename for all outputs + outpath (str): path to directory where all outputs should be stored + ground_truth_img (str): if applicable, path to ground truth fits file + save_imgsums (bool): save summary pdf for each image + save_uvfits (bool): save final self-cal observation to uvfits file + save_pdf (bool): save pdf of each image + save_stats (bool): save csv file containing statistics for each image + save_caltab (bool): save a calibration table for each image + nproc (int): number of parallel processes + backend (str): either 'multiprocessing' or 'ray' + ttype (str): “fast” or “nfft” or “direct” + selfcal (bool): perform self-calibration steps during imaging + gaintol (array): tolerance for gains to be under/over unity respectively during self-cal + niter_static (int): number of iterations for each imaging step + blurfrac (int): factor to blur initial image between iterations + maxit (int): maximum number of iterations if image does not converge + stop (float): convergence criterion for imaging + fov (int): image field of view in uas + npixels (int): number of image pixels + reverse_taper_uas (int): fwhm of gassuain in uas to reverse taper observation + uv_zblcut (float): maximum uv-distance to which is considered short baseline flux + SEFD_error_budget (dict): SEFD percentage error for each station Returns: - params_fixed (dict): dict containing all non-varying survery parameters + (dict): dict containing all non-varying survery parameters """ @@ -553,29 +571,29 @@ def create_survey_psets(zbl=[0.6], sys_noise=[0.02], avg_time=['scan'], prior_fw Create a dataframe given all survey parameters. Default values will create an example dataframe but these values should be adjusted for each specific observation - Args: - - zbl (array): compact flux value (Jy) - sys_noise (array): percent addition of systematic noise - avg_time (array): in seconds or 'scan' for scan averaging - prior_fwhm (array): fwhm of gaussian prior in uas - sc_phase (array): number of iterations to perform phase-only self-cal - xdw_phase (array): multiplicative factor for data weights after one round of phase-only self-cal - sc_ap (array): number of iterations to perform amp+phase self-cal - xdw_ap (array): multiplicative factor for data weights after one round of amp+phase self-cal - amp (array): data weight to be placed on amplitudes - cphase (array): data weight to be placed on closure phases - logcamp (array): data weight to be placed on log closure amplitudes - simple (array): regularizer weight for relative entropy, favoring similarity to prior image - l1 (array): regularizer weight for l1 norm, favoring image sparsity - tv (array): regularizer weight for total variation, favoring sharp edges - tv2 (array): regularizer weight for total squared variation, favoring smooth edges - flux (array): regularizer weight for total flux density, favoring final images with flux close to zbl - epsilon_tv (array): epsilon value used in definition of total variation - rarely need to change this + Args: + + zbl (array): compact flux value (Jy) + sys_noise (array): percent addition of systematic noise + avg_time (array): in seconds or 'scan' for scan averaging + prior_fwhm (array): fwhm of gaussian prior in uas + sc_phase (array): number of iterations to perform phase-only self-cal + xdw_phase (array): multiplicative factor for data weights after one round of phase-only self-cal + sc_ap (array): number of iterations to perform amp+phase self-cal + xdw_ap (array): multiplicative factor for data weights after one round of amp+phase self-cal + amp (array): data weight to be placed on amplitudes + cphase (array): data weight to be placed on closure phases + logcamp (array): data weight to be placed on log closure amplitudes + simple (array): regularizer weight for relative entropy, favoring similarity to prior image + l1 (array): regularizer weight for l1 norm, favoring image sparsity + tv (array): regularizer weight for total variation, favoring sharp edges + tv2 (array): regularizer weight for total squared variation, favoring smooth edges + flux (array): regularizer weight for total flux density, favoring final images with flux close to zbl + epsilon_tv (array): epsilon value used in definition of total variation - rarely need to change this Returns: - psets (DataFrame): pandas DataFrame containing all combination of parameter sets along with index values + (DataFrame): pandas DataFrame containing all combination of parameter sets along with index values """ From c624c4de4349e3cfada23253e70bf1e671378a88 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 17:04:28 -0500 Subject: [PATCH 11/52] fix directory creation --- ehtim/survey.py | 29 ++++++++++++++++++------- examples/example_survey.py.ipynb | 36 ++++++++++++++++++++++++++++++++ 2 files changed, 57 insertions(+), 8 deletions(-) create mode 100644 examples/example_survey.py.ipynb diff --git a/ehtim/survey.py b/ehtim/survey.py index 4a32037d..14377f5c 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -25,6 +25,9 @@ import paramsurvey import paramsurvey.params +import warnings +warnings.filterwarnings("ignore", category=np.VisibleDeprecationWarning) + ################################################################################################## # ParameterSet object @@ -70,6 +73,7 @@ def __init__(self, paramset, params_fixed={}): for param in params_fixed: setattr(self, param, params_fixed[param]) + os.makedirs(self.outpath, exist_ok=True) self.paramset = paramset self.params_fixed = params_fixed self.outfile = '%s_%0.7i' % (self.outfile_base, self.i) @@ -116,10 +120,20 @@ def preimcal(self): """ # handle site name change of APEX between 2017 (AP) to 2018 (AX) - try: - self.zbl_tot = np.median(self.obs.unpack_bl('AA', 'AX', 'amp')['amp']) - except: - self.zbl_tot = np.median(self.obs.unpack_bl('AA', 'AP', 'amp')['amp']) + sites = list(self.obs.tkey.keys()) + + alma_options = ['ALMA', 'AA'] + for opt in alma_options: + if opt in sites: + alma = opt + + apex_options = ['APEX', 'AP', 'AX'] + for opt in apex_options: + if opt in sites: + apex = opt + + self.zbl_tot = np.median(self.obs.unpack_bl(alma, apex, 'amp')['amp']) + # Flag out sites in the obs.tarr table with no measurements allsites = set(self.obs.unpack(['t1'])['t1']) | set(self.obs.unpack(['t2'])['t2']) @@ -485,7 +499,7 @@ def run(self): def run_pset(pset, system_kwargs, params_fixed): """ - Run imaging for one parameter set + Run imaging for one parameter set. Not to be used individually, but called in map function for run_survey Args: pset (dict): A dict containing single parameter set @@ -494,7 +508,7 @@ def run_pset(pset, system_kwargs, params_fixed): Returns: """ - os.makedirs(params_fixed['outpath'], exist_ok=True) + PSet = ParameterSet(pset, params_fixed) PSet.run() @@ -568,8 +582,7 @@ def create_survey_psets(zbl=[0.6], sys_noise=[0.02], avg_time=['scan'], prior_fw sc_phase=[2], xdw_phase=[10], sc_ap=[2], xdw_ap=[1], amp=[0.2], cphase=[1], logcamp=[1], simple=[1], l1=[1], tv=[1], tv2=[1], flux=[1], epsilon_tv=[1e-10]): """ - Create a dataframe given all survey parameters. Default values will create an example dataframe but these values - should be adjusted for each specific observation + Create a dataframe given all survey parameters. Default values will create an example dataframe but these values should be adjusted for each specific observation Args: diff --git a/examples/example_survey.py.ipynb b/examples/example_survey.py.ipynb new file mode 100644 index 00000000..f5746948 --- /dev/null +++ b/examples/example_survey.py.ipynb @@ -0,0 +1,36 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file From e2ae6090840e038966abd79a3874faed98f956a0 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 17:14:19 -0500 Subject: [PATCH 12/52] add survey example ipynb --- examples/example_survey.py.ipynb | 1212 +++++++++++++++++++++++++++++- 1 file changed, 1206 insertions(+), 6 deletions(-) diff --git a/examples/example_survey.py.ipynb b/examples/example_survey.py.ipynb index f5746948..08a71ec6 100644 --- a/examples/example_survey.py.ipynb +++ b/examples/example_survey.py.ipynb @@ -2,14 +2,1214 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n" + ] + } + ], + "source": [ + "import ehtim as eh" + ], "metadata": { - "collapsed": true - }, - "outputs": [], + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading text image: ../models/avery_sgra_eofn.txt\n" + ] + } + ], "source": [ - "" - ] + "# Load in example image and array\n", + "im = eh.image.load_txt('../models/avery_sgra_eofn.txt')\n", + "eht = eh.array.load_txt('../arrays/EHT2017.txt')" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n", + " Applying atmospheric phase corruption: phasecal-->False\n", + "Adding thermal noise to data . . . \n", + "Building NX table\n" + ] + } + ], + "source": [ + "# create example observation uvfits file\n", + "tint_sec = 5\n", + "tadv_sec = 600\n", + "tstart_hr = 0\n", + "tstop_hr = 24\n", + "bw_hz = 4e9\n", + "obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz,\n", + " sgrscat=False, ampcal=True, phasecal=False)\n", + "obs.save_uvfits('../../example_survey_obs.uvfits')" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 4, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}\n" + ] + } + ], + "source": [ + "# create a mock SEFD error budget for this array\n", + "sites = list(obs.tkey.keys())\n", + "SEFD_errs = {}\n", + "for site in sites:\n", + " SEFD_errs[site] = 0.1\n", + "\n", + "print(SEFD_errs)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'nfft', 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 3, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" + ] + } + ], + "source": [ + "# create a dict of non-varying imaging parameters, such as filenames\n", + "# see a full list of fixed parameters in the docs\n", + "params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits',\n", + " outfile_base='example_survey',\n", + " outpath='../../example_survey_output/',\n", + " nproc=-1, # use all available cores, can be changed\n", + " SEFD_error_budget= SEFD_errs)\n", + "\n", + "print(params_fixed)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 6, + "outputs": [ + { + "data": { + "text/plain": " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n0 0.6 0.00 scan 50 2 10 2 1 0.2 \n1 0.6 0.01 scan 50 2 10 2 1 0.2 \n2 0.7 0.00 scan 50 2 10 2 1 0.2 \n3 0.7 0.01 scan 50 2 10 2 1 0.2 \n\n cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n0 1 1 1 1 1 1 1 1.000000e-10 0 \n1 1 1 1 1 1 1 1 1.000000e-10 1 \n2 1 1 1 1 1 1 1 1.000000e-10 2 \n3 1 1 1 1 1 1 1 1.000000e-10 3 ", + "text/html": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create a DataFrame of parameters to be surveyed over\n", + "psets = eh.survey.create_survey_psets(zbl=[0.6,0.7], sys_noise=[0,0.01], prior_fwhm=[50])\n", + "display(psets)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 7, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.154204 s\n", + "J: 94.114963\n", + "chi2_amp : 188.97 chi2_cphase : 33.02 chi2_logcamp : 11.21 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 0.995153 s\n", + "J: 88.245787\n", + "chi2_amp : 205.92 chi2_cphase : 24.06 chi2_logcamp : 11.28 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.081771 s\n", + "J: 85.356193\n", + "chi2_amp : 214.72 chi2_cphase : 21.03 chi2_logcamp : 9.55 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 12.511390 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.047585 s\n", + "J: 672.579181\n", + "chi2_amp : 203.66 chi2_cphase : 16.87 chi2_logcamp : 8.23 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.195464 s\n", + "J: 658.638167\n", + "chi2_amp : 208.47 chi2_cphase : 14.15 chi2_logcamp : 8.32 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.191792 s\n", + "J: 615.436796\n", + "chi2_amp : 204.82 chi2_cphase : 10.10 chi2_logcamp : 8.05 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 11.355947 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.065456 s\n", + "J: 549.929159\n", + "chi2_amp : 188.00 chi2_cphase : 7.64 chi2_logcamp : 8.59 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.114376 s\n", + "J: 469.155947\n", + "chi2_amp : 166.91 chi2_cphase : 4.59 chi2_logcamp : 7.73 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.082547 s\n", + "J: 468.918098\n", + "chi2_amp : 167.52 chi2_cphase : 4.52 chi2_logcamp : 7.65 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 11.651652 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.099069 s\n", + "J: 466.057469\n", + "chi2_amp : 166.93 chi2_cphase : 4.27 chi2_logcamp : 7.67 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.103507 s\n", + "J: 465.665676\n", + "chi2_amp : 167.49 chi2_cphase : 4.31 chi2_logcamp : 7.48 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.252093 s\n", + "J: 468.301666\n", + "chi2_amp : 168.30 chi2_cphase : 4.35 chi2_logcamp : 7.63 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 20.553977 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.007916 s\n", + "J: 125.260084\n", + "chi2_amp : 12.61 chi2_cphase : 3.40 chi2_logcamp : 6.13 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 0.966572 s\n", + "J: 120.127683\n", + "chi2_amp : 13.39 chi2_cphase : 3.20 chi2_logcamp : 5.76 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 0.947036 s\n", + "J: 118.407626\n", + "chi2_amp : 13.65 chi2_cphase : 3.07 chi2_logcamp : 5.72 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 21.300204 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.6620221532920305 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 12.610594 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 16.279836 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n" + ] + } + ], + "source": [ + "# to run only a single pset, create an instance of the ParameterSet class and use the function run()\n", + "pset = dict(psets.iloc[0])\n", + "\n", + "ps = eh.survey.ParameterSet(pset, params_fixed)\n", + "ps.run()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 9, + "outputs": [ + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# display output image\n", + "# won't necessarily be good as the default selection of hyperparameters is not optimized for anything\n", + "ps.im_out.display();" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "initializing paramsurvey multiprocessing backend\n", + "initializing multiprocessing pool with 7 processes\n", + "paramsurvey.map start time 20221111-220923\n", + "paramsurvey.map pset count 4, pset columns ['zbl', 'sys_noise', 'avg_time', 'prior_fwhm', 'sc_phase', 'xdw_phase', 'sc_ap', 'xdw_ap', 'amp', 'cphase', 'logcamp', 'simple', 'l1', 'tv', 'tv2', 'flux', 'epsilon_tv', 'i']\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.310626 s\n", + "J: 68.566834\n", + "chi2_amp : 134.60 chi2_cphase : 23.28 chi2_logcamp : 8.02 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.489936 s\n", + "J: 48.000523\n", + "chi2_amp : 131.21 chi2_cphase : 5.56 chi2_logcamp : 5.86 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.137943 s\n", + "J: 40.991075\n", + "chi2_amp : 111.30 chi2_cphase : 3.04 chi2_logcamp : 5.38 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 000/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.318226 s\n", + "J: 81.500955\n", + "chi2_amp : 156.08 chi2_cphase : 28.67 chi2_logcamp : 10.03 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.531982 s\n", + "J: 63.458404\n", + "chi2_amp : 170.10 chi2_cphase : 8.93 chi2_logcamp : 8.01 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.098559 s\n", + "J: 51.516945\n", + "chi2_amp : 145.08 chi2_cphase : 3.75 chi2_logcamp : 7.33 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 001/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.298807 s\n", + "J: 79.650810\n", + "chi2_amp : 161.48 chi2_cphase : 27.12 chi2_logcamp : 9.67 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.588065 s\n", + "J: 63.125475\n", + "chi2_amp : 174.43 chi2_cphase : 9.49 chi2_logcamp : 7.42 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.101428 s\n", + "J: 48.476101\n", + "chi2_amp : 141.89 chi2_cphase : 3.87 chi2_logcamp : 5.78 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 8.665974 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.483803 s\n", + "J: 372.806211\n", + "chi2_amp : 130.36 chi2_cphase : 3.54 chi2_logcamp : 6.71 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.032538 s\n", + "J: 372.404897\n", + "chi2_amp : 132.03 chi2_cphase : 3.47 chi2_logcamp : 6.47 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 3.680026 s\n", + "J: 371.252949\n", + "chi2_amp : 132.55 chi2_cphase : 3.44 chi2_logcamp : 6.31 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 001/107 : [ ]0%\n", + "self_cal time: 8.808240 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.436722 s\n", + "J: 282.218671\n", + "chi2_amp : 99.67 chi2_cphase : 2.83 chi2_logcamp : 4.98 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.053136 s\n", + "J: 280.905833\n", + "chi2_amp : 100.65 chi2_cphase : 2.72 chi2_logcamp : 4.90 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 3.678656 s\n", + "J: 279.027660\n", + "chi2_amp : 102.06 chi2_cphase : 2.59 chi2_logcamp : 4.70 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 024/107 : [------ ]22%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 0s, mean 0.00s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", + "counter default_wallclock, 50%tile: 0.01s\n", + "counter default_wallclock, 90%tile: 0.01s\n", + "counter default_wallclock, 95%tile: 0.01s\n", + "counter default_wallclock, 99%tile: 0.01s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 037/107 : [---------- ]34%\n", + "self_cal time: 12.760962 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 3.789367 s\n", + "J: 355.643224\n", + "chi2_amp : 132.30 chi2_cphase : 3.34 chi2_logcamp : 5.30 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.597129 s\n", + "J: 352.868992\n", + "chi2_amp : 132.83 chi2_cphase : 3.18 chi2_logcamp : 5.21 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.255896 s\n", + "J: 353.312383\n", + "chi2_amp : 133.07 chi2_cphase : 3.22 chi2_logcamp : 5.16 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 080/107 : [---------------------- ]74%\n", + "self_cal time: 9.125883 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.505761 s\n", + "J: 368.911610\n", + "chi2_amp : 132.97 chi2_cphase : 3.29 chi2_logcamp : 6.21 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.655982 s\n", + "J: 367.493971\n", + "chi2_amp : 133.70 chi2_cphase : 3.29 chi2_logcamp : 6.13 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.794391 s\n", + "J: 365.756489\n", + "chi2_amp : 134.34 chi2_cphase : 3.22 chi2_logcamp : 5.97 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 085/107 : [----------------------- ]79%\n", + "self_cal time: 10.031934 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.732759 s\n", + "J: 279.776331\n", + "chi2_amp : 102.12 chi2_cphase : 2.58 chi2_logcamp : 4.69 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.795312 s\n", + "J: 279.530443\n", + "chi2_amp : 102.38 chi2_cphase : 2.55 chi2_logcamp : 4.71 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.358414 s\n", + "J: 279.855977\n", + "chi2_amp : 103.00 chi2_cphase : 2.55 chi2_logcamp : 4.64 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 067/107 : [------------------ ]62%\n", + "self_cal time: 13.564978 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.217962 s\n", + "J: 355.012880\n", + "chi2_amp : 132.92 chi2_cphase : 3.23 chi2_logcamp : 5.22 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.178651 s\n", + "J: 355.625253\n", + "chi2_amp : 133.85 chi2_cphase : 3.19 chi2_logcamp : 5.20 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.186603 s\n", + "J: 355.073444\n", + "chi2_amp : 133.99 chi2_cphase : 3.17 chi2_logcamp : 5.09 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 072/107 : [-------------------- ]67%\n", + "self_cal time: 9.950067 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.379248 s\n", + "J: 428.818037\n", + "chi2_amp : 145.77 chi2_cphase : 5.75 chi2_logcamp : 6.21 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.587748 s\n", + "J: 371.622132\n", + "chi2_amp : 133.11 chi2_cphase : 3.35 chi2_logcamp : 6.17 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.806790 s\n", + "J: 368.280578\n", + "chi2_amp : 133.55 chi2_cphase : 3.32 chi2_logcamp : 6.03 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 078/107 : [--------------------- ]72%\n", + "self_cal time: 10.091723 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.676073 s\n", + "J: 280.531376\n", + "chi2_amp : 103.29 chi2_cphase : 2.56 chi2_logcamp : 4.60 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.681751 s\n", + "J: 279.912527\n", + "chi2_amp : 103.38 chi2_cphase : 2.49 chi2_logcamp : 4.52 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.419372 s\n", + "J: 278.057929\n", + "chi2_amp : 103.07 chi2_cphase : 2.45 chi2_logcamp : 4.57 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 006/107 : [- ]5%%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 0s, mean 0.00s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", + "counter default_wallclock, 50%tile: 0.01s\n", + "counter default_wallclock, 90%tile: 0.01s\n", + "counter default_wallclock, 95%tile: 0.01s\n", + "counter default_wallclock, 99%tile: 0.01s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 042/107 : [----------- ]39%\n", + "self_cal time: 13.209627 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.203023 s\n", + "J: 355.195186\n", + "chi2_amp : 133.70 chi2_cphase : 3.15 chi2_logcamp : 5.16 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.214173 s\n", + "J: 354.534153\n", + "chi2_amp : 134.00 chi2_cphase : 3.20 chi2_logcamp : 5.13 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.241017 s\n", + "J: 355.587652\n", + "chi2_amp : 134.32 chi2_cphase : 3.13 chi2_logcamp : 5.10 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 073/107 : [-------------------- ]68%\n", + "self_cal time: 21.273738 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.427116 s\n", + "J: 177.092004\n", + "chi2_amp : 26.90 chi2_cphase : 5.28 chi2_logcamp : 5.92 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.973949 s\n", + "J: 107.571778\n", + "chi2_amp : 15.21 chi2_cphase : 2.52 chi2_logcamp : 4.99 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.962036 s\n", + "J: 106.363505\n", + "chi2_amp : 15.77 chi2_cphase : 2.44 chi2_logcamp : 4.89 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 003/107 : [ ]2%%\n", + "self_cal time: 20.933393 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 3.445250 s\n", + "J: 75.770734\n", + "chi2_amp : 10.74 chi2_cphase : 1.90 chi2_logcamp : 3.72 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 2.206407 s\n", + "J: 76.021593\n", + "chi2_amp : 10.71 chi2_cphase : 1.91 chi2_logcamp : 3.77 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.646978 s\n", + "J: 75.218359\n", + "chi2_amp : 10.70 chi2_cphase : 1.85 chi2_logcamp : 3.75 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 020/107 : [----- ]18%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 0s, mean 0.00s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", + "counter default_wallclock, 50%tile: 0.01s\n", + "counter default_wallclock, 90%tile: 0.01s\n", + "counter default_wallclock, 95%tile: 0.01s\n", + "counter default_wallclock, 99%tile: 0.01s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 065/107 : [------------------ ]60%\n", + "self_cal time: 28.886013 s\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.289839 s\n", + "J: 84.745531\n", + "chi2_amp : 9.58 chi2_cphase : 2.34 chi2_logcamp : 4.42 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.242442 s\n", + "J: 83.434856\n", + "chi2_amp : 8.94 chi2_cphase : 2.23 chi2_logcamp : 4.43 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 3 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 1.252480 s\n", + "J: 82.289057\n", + "chi2_amp : 8.67 chi2_cphase : 2.18 chi2_logcamp : 4.41 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 063/107 : [----------------- ]58%\n", + "self_cal time: 20.263751 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.6501219522457555 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 001/107 : [ ]0%%\n", + "self_cal time: 19.907757 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.5365085573838921 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 023/107 : [------ ]21%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 0s, mean 0.00s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", + "counter default_wallclock, 50%tile: 0.01s\n", + "counter default_wallclock, 90%tile: 0.01s\n", + "counter default_wallclock, 95%tile: 0.01s\n", + "counter default_wallclock, 99%tile: 0.01s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 29.032081 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.5510938413375686 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 008/107 : [-- ]7%\n", + "self_cal time: 17.003264 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 012/107 : [--- ]11%\n", + "self_cal time: 17.594462 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 075/107 : [--------------------- ]70%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 0s, mean 0.00s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", + "counter default_wallclock, 50%tile: 0.01s\n", + "counter default_wallclock, 90%tile: 0.01s\n", + "counter default_wallclock, 95%tile: 0.01s\n", + "counter default_wallclock, 99%tile: 0.01s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 20.004488 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 105/107 : [----------------------------- ]98%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total -129s, mean -43.03s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 312s, mean 104.10s, counts 3\n", + "counter default_wallclock, 50%tile: 156.67s\n", + "counter default_wallclock, 90%tile: 156.67s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 106/107 : [----------------------------- ]99%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_wallclock, 95%tile: 156.67s\n", + "counter default_wallclock, 99%tile: 156.67s\n", + "default progress: total: 4, active: 0, finished: 4, failures: 0, exceptions: 0\n", + "counter default_iowait, total -219s, mean -54.79s, counts 1\n", + "counter default_iowait, 50%tile: 0.01s\n", + "counter default_iowait, 90%tile: 0.01s\n", + "counter default_iowait, 95%tile: 0.01s\n", + "counter default_iowait, 99%tile: 0.01s\n", + "counter default_wallclock, total 492s, mean 123.03s, counts 4\n", + "counter default_wallclock, 50%tile: 156.67s\n", + "counter default_wallclock, 90%tile: 180.22s\n", + "counter default_wallclock, 95%tile: 180.22s\n", + "counter default_wallclock, 99%tile: 180.22s\n", + "/Users/nitikayadlapalli/opt/anaconda3/envs/py38/lib/python3.8/site-packages/pandas_appender/appender.py:117: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " df = df.append(self._small, **self._append_kwargs)\n", + "paramsurvey.map end time 20221111-221226\n", + "paramsurvey.map returning results\n" + ] + } + ], + "source": [ + "# to run all parameter sets, use the run_survey function\n", + "\n", + "# Note that for each parameter set, the ParameterSet objects checks for the existence of files corresponding to each\n", + "# pset id - if they already exist, that pset will not be run again\n", + "\n", + "eh.survey.run_survey(psets, params_fixed)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } } ], "metadata": { From ac28e41bc4496ab03100ce8989c41793dc03ff80 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 11 Nov 2022 17:19:09 -0500 Subject: [PATCH 13/52] fixed docstrings in survey --- docs/source/index.rst | 1 + docs/source/model.rst | 2 +- ehtim/survey.py | 64 ++++++++++++++++++------------------------- 3 files changed, 28 insertions(+), 39 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index 1588da01..17e7af74 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -60,6 +60,7 @@ Documentation plotting scattering statistics + survey vex diff --git a/docs/source/model.rst b/docs/source/model.rst index 65f4f455..c3526f4d 100644 --- a/docs/source/model.rst +++ b/docs/source/model.rst @@ -2,7 +2,7 @@ .. _model: -Image +Model ===== .. automodule:: ehtim.model diff --git a/ehtim/survey.py b/ehtim/survey.py index 4a32037d..ac838e2d 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -45,7 +45,7 @@ class ParameterSet: im_out (Image): final reconstructed image im_addcmp (Image): final reconstructed image with extended flux added back in obs_sc_addcmp (Obsdata): original observation self-calibrated with im_addcmp - caltab (Caltab): final calibration table associated with im_out + caltab (Caltable): final calibration table associated with im_out """ @@ -484,12 +484,11 @@ def run(self): def run_pset(pset, system_kwargs, params_fixed): - """ - Run imaging for one parameter set + """Run imaging for one parameter set Args: - pset (dict): A dict containing single parameter set - params_fixed (dict): A dict containing non-varying parameters + pset (dict): A dict containing single parameter set + params_fixed (dict): A dict containing non-varying parameters Returns: @@ -499,12 +498,11 @@ def run_pset(pset, system_kwargs, params_fixed): PSet.run() def run_survey(psets, params_fixed): - """ - Run survey for all parameter sets using paramsurvey + """Run survey for all parameter sets using paramsurvey Args: - psets (DataFrame): A pandas DataFrame containing all parameter sets - params_fixed (dict): A dict containing non-varying parameters + psets (DataFrame): A pandas DataFrame containing all parameter sets + params_fixed (dict): A dict containing non-varying parameters Returns: @@ -519,12 +517,9 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', selfcal=True, gaintol=[0.02,0.2], niter_static=3, blurfrac=1, maxit=100, stop=1e-4, fov=128, npixels=64, reverse_taper_uas=5, uv_zblcut=0.1e9, SEFD_error_budget={'AA':0.1,'AX':0.1,'GL':0.1,'LM':0.1,'MG':0.1,'MM':0.1,'PV':0.1,'SW':0.1}): - - """ - Create a dict for all non-varying survery parameters + """Create a dict for all non-varying survery parameters Args: - infile (str): path to input uvfits observation file outfile_base (str): name of base filename for all outputs outpath (str): path to directory where all outputs should be stored @@ -551,9 +546,7 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', Returns: - (dict): dict containing all non-varying survery parameters - """ # take all arguments and put them in a dict @@ -567,34 +560,29 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', def create_survey_psets(zbl=[0.6], sys_noise=[0.02], avg_time=['scan'], prior_fwhm=[40], sc_phase=[2], xdw_phase=[10], sc_ap=[2], xdw_ap=[1], amp=[0.2], cphase=[1], logcamp=[1], simple=[1], l1=[1], tv=[1], tv2=[1], flux=[1], epsilon_tv=[1e-10]): - """ - Create a dataframe given all survey parameters. Default values will create an example dataframe but these values - should be adjusted for each specific observation + """Create a dataframe given all survey parameters. Default values will create an example dataframe but these values should be adjusted for each specific observation Args: - - zbl (array): compact flux value (Jy) - sys_noise (array): percent addition of systematic noise - avg_time (array): in seconds or 'scan' for scan averaging - prior_fwhm (array): fwhm of gaussian prior in uas - sc_phase (array): number of iterations to perform phase-only self-cal - xdw_phase (array): multiplicative factor for data weights after one round of phase-only self-cal - sc_ap (array): number of iterations to perform amp+phase self-cal - xdw_ap (array): multiplicative factor for data weights after one round of amp+phase self-cal - amp (array): data weight to be placed on amplitudes - cphase (array): data weight to be placed on closure phases - logcamp (array): data weight to be placed on log closure amplitudes - simple (array): regularizer weight for relative entropy, favoring similarity to prior image - l1 (array): regularizer weight for l1 norm, favoring image sparsity - tv (array): regularizer weight for total variation, favoring sharp edges - tv2 (array): regularizer weight for total squared variation, favoring smooth edges - flux (array): regularizer weight for total flux density, favoring final images with flux close to zbl - epsilon_tv (array): epsilon value used in definition of total variation - rarely need to change this + zbl (array): compact flux value (Jy) + sys_noise (array): percent addition of systematic noise + avg_time (array): in seconds or 'scan' for scan averaging + prior_fwhm (array): fwhm of gaussian prior in uas + sc_phase (array): number of iterations to perform phase-only self-cal + xdw_phase (array): multiplicative factor for data weights after one round of phase-only self-cal + sc_ap (array): number of iterations to perform amp+phase self-cal + xdw_ap (array): multiplicative factor for data weights after one round of amp+phase self-cal + amp (array): data weight to be placed on amplitudes + cphase (array): data weight to be placed on closure phases + logcamp (array): data weight to be placed on log closure amplitudes + simple (array): regularizer weight for relative entropy, favoring similarity to prior image + l1 (array): regularizer weight for l1 norm, favoring image sparsity + tv (array): regularizer weight for total variation, favoring sharp edges + tv2 (array): regularizer weight for total squared variation, favoring smooth edges + flux (array): regularizer weight for total flux density, favoring final images with flux close to zbl + epsilon_tv (array): epsilon value used in definition of total variation - rarely need to change this Returns: - (DataFrame): pandas DataFrame containing all combination of parameter sets along with index values - """ # take all arguments and put them in a dict From af31dc5d33ea540fb44f24b9ce7ece5d565f1f68 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 17:38:17 -0500 Subject: [PATCH 14/52] add overwrite option --- ehtim/survey.py | 20 +++++++++++++++----- 1 file changed, 15 insertions(+), 5 deletions(-) diff --git a/ehtim/survey.py b/ehtim/survey.py index 14377f5c..c2dbffd7 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -198,6 +198,7 @@ def make_img(self): Returns: """ + # specify data terms data_term = {} if hasattr(self, 'vis') and self.vis != 0.: @@ -308,7 +309,13 @@ def make_img(self): sc_ap_idx += 1 self.im_out = imgr.out_last().copy() - self.caltab = caltab + + # if no self-cal, no caltabs will be saved + if self.sc_phase == 0 and self.sc_ap == 0: + self.save_caltab = False + + else: + self.caltab = caltab def output_results(self): @@ -470,8 +477,10 @@ def run(self): # if a *_params.csv file exists, it means this parameter has already been run and can be skipped # useful in case survey with multiple parameter sets gets interrupted outcsv = os.path.join(self.outpath, '%s_params.csv' % (self.outfile)) - if os.path.exists(outcsv): - pass + + if not self.overwrite: + if os.path.exists(outcsv): + pass else: @@ -529,7 +538,7 @@ def run_survey(psets, params_fixed): def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', save_imgsums=False, save_uvfits=True, save_pdf=False, save_stats=True, save_caltab=True, - nproc=1, backend='multiprocessing', ttype='nfft', + nproc=1, backend='multiprocessing', ttype='nfft', overwrite=False, selfcal=True, gaintol=[0.02,0.2], niter_static=3, blurfrac=1, maxit=100, stop=1e-4, fov=128, npixels=64, reverse_taper_uas=5, uv_zblcut=0.1e9, SEFD_error_budget={'AA':0.1,'AX':0.1,'GL':0.1,'LM':0.1,'MG':0.1,'MM':0.1,'PV':0.1,'SW':0.1}): @@ -551,6 +560,7 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', nproc (int): number of parallel processes backend (str): either 'multiprocessing' or 'ray' ttype (str): “fast” or “nfft” or “direct” + overwrite (bool): if True, write over existing files with same names - else, skip parameter set selfcal (bool): perform self-calibration steps during imaging gaintol (array): tolerance for gains to be under/over unity respectively during self-cal niter_static (int): number of iterations for each imaging step @@ -579,7 +589,7 @@ def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', return params_fixed def create_survey_psets(zbl=[0.6], sys_noise=[0.02], avg_time=['scan'], prior_fwhm=[40], - sc_phase=[2], xdw_phase=[10], sc_ap=[2], xdw_ap=[1], amp=[0.2], cphase=[1], logcamp=[1], + sc_phase=[0], xdw_phase=[10], sc_ap=[0], xdw_ap=[1], amp=[0.2], cphase=[1], logcamp=[1], simple=[1], l1=[1], tv=[1], tv2=[1], flux=[1], epsilon_tv=[1e-10]): """ Create a dataframe given all survey parameters. Default values will create an example dataframe but these values should be adjusted for each specific observation From cbf11ff1a5a5a2abc09cee6cbec1f575a9c72f54 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Fri, 11 Nov 2022 17:41:12 -0500 Subject: [PATCH 15/52] make example more lightweight --- examples/example_survey.py.ipynb | 839 ++++--------------------------- 1 file changed, 100 insertions(+), 739 deletions(-) diff --git a/examples/example_survey.py.ipynb b/examples/example_survey.py.ipynb index 08a71ec6..36fefb94 100644 --- a/examples/example_survey.py.ipynb +++ b/examples/example_survey.py.ipynb @@ -118,7 +118,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'nfft', 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 3, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" + "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'nfft', 'overwrite': True, 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 2, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" ] } ], @@ -129,6 +129,8 @@ " outfile_base='example_survey',\n", " outpath='../../example_survey_output/',\n", " nproc=-1, # use all available cores, can be changed\n", + " overwrite=True,\n", + " niter_static=2,\n", " SEFD_error_budget= SEFD_errs)\n", "\n", "print(params_fixed)" @@ -146,8 +148,8 @@ "outputs": [ { "data": { - "text/plain": " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n0 0.6 0.00 scan 50 2 10 2 1 0.2 \n1 0.6 0.01 scan 50 2 10 2 1 0.2 \n2 0.7 0.00 scan 50 2 10 2 1 0.2 \n3 0.7 0.01 scan 50 2 10 2 1 0.2 \n\n cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n0 1 1 1 1 1 1 1 1.000000e-10 0 \n1 1 1 1 1 1 1 1 1.000000e-10 1 \n2 1 1 1 1 1 1 1 1.000000e-10 2 \n3 1 1 1 1 1 1 1 1.000000e-10 3 ", - "text/html": "
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30.70.01scan50210210.211111111.000000e-103
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" + "text/plain": " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n0 0.6 0.00 scan 50 0 10 0 1 0.2 \n1 0.6 0.01 scan 50 0 10 0 1 0.2 \n2 0.7 0.00 scan 50 0 10 0 1 0.2 \n3 0.7 0.01 scan 50 0 10 0 1 0.2 \n\n cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n0 1 1 1 1 1 1 1 1.000000e-10 0 \n1 1 1 1 1 1 1 1 1.000000e-10 1 \n2 1 1 1 1 1 1 1 1.000000e-10 2 \n3 1 1 1 1 1 1 1 1.000000e-10 3 ", + "text/html": "
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zblsys_noiseavg_timeprior_fwhmsc_phasexdw_phasesc_apxdw_apampcphaselogcampsimplel1tvtv2fluxepsilon_tvi
00.60.00scan50010010.211111111.000000e-100
10.60.01scan50010010.211111111.000000e-101
20.70.00scan50010010.211111111.000000e-102
30.70.01scan50010010.211111111.000000e-103
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" }, "metadata": {}, "output_type": "display_data" @@ -184,59 +186,17 @@ "==============================\n", "Imager run 1 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.154204 s\n", - "J: 94.114963\n", - "chi2_amp : 188.97 chi2_cphase : 33.02 chi2_logcamp : 11.21 \n", + "time: 1.500396 s\n", + "J: 64.164345\n", + "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "==============================\n", "Imager run 2 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 0.995153 s\n", - "J: 88.245787\n", - "chi2_amp : 205.92 chi2_cphase : 24.06 chi2_logcamp : 11.28 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.081771 s\n", - "J: 85.356193\n", - "chi2_amp : 214.72 chi2_cphase : 21.03 chi2_logcamp : 9.55 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 12.511390 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.047585 s\n", - "J: 672.579181\n", - "chi2_amp : 203.66 chi2_cphase : 16.87 chi2_logcamp : 8.23 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.195464 s\n", - "J: 658.638167\n", - "chi2_amp : 208.47 chi2_cphase : 14.15 chi2_logcamp : 8.32 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.191792 s\n", - "J: 615.436796\n", - "chi2_amp : 204.82 chi2_cphase : 10.10 chi2_logcamp : 8.05 \n", + "time: 1.467887 s\n", + "J: 62.248740\n", + "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", @@ -244,121 +204,19 @@ "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 11.355947 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.065456 s\n", - "J: 549.929159\n", - "chi2_amp : 188.00 chi2_cphase : 7.64 chi2_logcamp : 8.59 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.114376 s\n", - "J: 469.155947\n", - "chi2_amp : 166.91 chi2_cphase : 4.59 chi2_logcamp : 7.73 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.082547 s\n", - "J: 468.918098\n", - "chi2_amp : 167.52 chi2_cphase : 4.52 chi2_logcamp : 7.65 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 11.651652 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.099069 s\n", - "J: 466.057469\n", - "chi2_amp : 166.93 chi2_cphase : 4.27 chi2_logcamp : 7.67 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.103507 s\n", - "J: 465.665676\n", - "chi2_amp : 167.49 chi2_cphase : 4.31 chi2_logcamp : 7.48 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.252093 s\n", - "J: 468.301666\n", - "chi2_amp : 168.30 chi2_cphase : 4.35 chi2_logcamp : 7.63 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 20.553977 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.007916 s\n", - "J: 125.260084\n", - "chi2_amp : 12.61 chi2_cphase : 3.40 chi2_logcamp : 6.13 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 0.966572 s\n", - "J: 120.127683\n", - "chi2_amp : 13.39 chi2_cphase : 3.20 chi2_logcamp : 5.76 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 0.947036 s\n", - "J: 118.407626\n", - "chi2_amp : 13.65 chi2_cphase : 3.07 chi2_logcamp : 5.72 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 21.300204 s\n", + "self_cal time: 10.896780 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", "Updated self.amp: no averaging\n", "Updated self.amp: avg_time 0.000000 s\n", "\n", - "Adding a 1.6620221532920305 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 12.610594 s\n", + "self_cal time: 15.252301 s\n", "Building NX table\n", "No NX table in saved uvfits\n", "U-V flagged 125/1030 visibilities\n", @@ -368,7 +226,7 @@ "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 16.279836 s\n", + "self_cal time: 16.306776 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n" ] @@ -376,6 +234,7 @@ ], "source": [ "# to run only a single pset, create an instance of the ParameterSet class and use the function run()\n", + "# should take ~1 minute to run\n", "pset = dict(psets.iloc[0])\n", "\n", "ps = eh.survey.ParameterSet(pset, params_fixed)\n", @@ -390,12 +249,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "outputs": [ { "data": { "text/plain": "
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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -417,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "outputs": [ { "name": "stderr", @@ -425,7 +284,7 @@ "text": [ "initializing paramsurvey multiprocessing backend\n", "initializing multiprocessing pool with 7 processes\n", - "paramsurvey.map start time 20221111-220923\n", + "paramsurvey.map start time 20221111-223900\n", "paramsurvey.map pset count 4, pset columns ['zbl', 'sys_noise', 'avg_time', 'prior_fwhm', 'sc_phase', 'xdw_phase', 'sc_ap', 'xdw_ap', 'amp', 'cphase', 'logcamp', 'simple', 'l1', 'tv', 'tv2', 'flux', 'epsilon_tv', 'i']\n" ] }, @@ -446,25 +305,17 @@ "==============================\n", "Imager run 1 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.310626 s\n", - "J: 68.566834\n", - "chi2_amp : 134.60 chi2_cphase : 23.28 chi2_logcamp : 8.02 \n", + "time: 3.368530 s\n", + "J: 86.582074\n", + "chi2_amp : 141.96 chi2_cphase : 38.55 chi2_logcamp : 8.61 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "==============================\n", "Imager run 2 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.489936 s\n", - "J: 48.000523\n", - "chi2_amp : 131.21 chi2_cphase : 5.56 chi2_logcamp : 5.86 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.137943 s\n", - "J: 40.991075\n", - "chi2_amp : 111.30 chi2_cphase : 3.04 chi2_logcamp : 5.38 \n", + "time: 3.259717 s\n", + "J: 76.978364\n", + "chi2_amp : 175.30 chi2_cphase : 19.96 chi2_logcamp : 10.31 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", @@ -484,25 +335,17 @@ "==============================\n", "Imager run 1 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.318226 s\n", - "J: 81.500955\n", - "chi2_amp : 156.08 chi2_cphase : 28.67 chi2_logcamp : 10.03 \n", + "time: 3.393002 s\n", + "J: 43.584438\n", + "chi2_amp : 118.12 chi2_cphase : 4.10 chi2_logcamp : 5.43 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "==============================\n", "Imager run 2 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.531982 s\n", - "J: 63.458404\n", - "chi2_amp : 170.10 chi2_cphase : 8.93 chi2_logcamp : 8.01 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.098559 s\n", - "J: 51.516945\n", - "chi2_amp : 145.08 chi2_cphase : 3.75 chi2_logcamp : 7.33 \n", + "time: 3.269622 s\n", + "J: 41.222082\n", + "chi2_amp : 113.42 chi2_cphase : 3.45 chi2_logcamp : 4.89 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", @@ -522,385 +365,29 @@ "==============================\n", "Imager run 1 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.298807 s\n", - "J: 79.650810\n", - "chi2_amp : 161.48 chi2_cphase : 27.12 chi2_logcamp : 9.67 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.588065 s\n", - "J: 63.125475\n", - "chi2_amp : 174.43 chi2_cphase : 9.49 chi2_logcamp : 7.42 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.101428 s\n", - "J: 48.476101\n", - "chi2_amp : 141.89 chi2_cphase : 3.87 chi2_logcamp : 5.78 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 8.665974 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.483803 s\n", - "J: 372.806211\n", - "chi2_amp : 130.36 chi2_cphase : 3.54 chi2_logcamp : 6.71 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.032538 s\n", - "J: 372.404897\n", - "chi2_amp : 132.03 chi2_cphase : 3.47 chi2_logcamp : 6.47 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.680026 s\n", - "J: 371.252949\n", - "chi2_amp : 132.55 chi2_cphase : 3.44 chi2_logcamp : 6.31 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%\n", - "self_cal time: 8.808240 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.436722 s\n", - "J: 282.218671\n", - "chi2_amp : 99.67 chi2_cphase : 2.83 chi2_logcamp : 4.98 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.053136 s\n", - "J: 280.905833\n", - "chi2_amp : 100.65 chi2_cphase : 2.72 chi2_logcamp : 4.90 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.678656 s\n", - "J: 279.027660\n", - "chi2_amp : 102.06 chi2_cphase : 2.59 chi2_logcamp : 4.70 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 024/107 : [------ ]22%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total 0s, mean 0.00s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", - "counter default_wallclock, 50%tile: 0.01s\n", - "counter default_wallclock, 90%tile: 0.01s\n", - "counter default_wallclock, 95%tile: 0.01s\n", - "counter default_wallclock, 99%tile: 0.01s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 037/107 : [---------- ]34%\n", - "self_cal time: 12.760962 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.789367 s\n", - "J: 355.643224\n", - "chi2_amp : 132.30 chi2_cphase : 3.34 chi2_logcamp : 5.30 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.597129 s\n", - "J: 352.868992\n", - "chi2_amp : 132.83 chi2_cphase : 3.18 chi2_logcamp : 5.21 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.255896 s\n", - "J: 353.312383\n", - "chi2_amp : 133.07 chi2_cphase : 3.22 chi2_logcamp : 5.16 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 080/107 : [---------------------- ]74%\n", - "self_cal time: 9.125883 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.505761 s\n", - "J: 368.911610\n", - "chi2_amp : 132.97 chi2_cphase : 3.29 chi2_logcamp : 6.21 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.655982 s\n", - "J: 367.493971\n", - "chi2_amp : 133.70 chi2_cphase : 3.29 chi2_logcamp : 6.13 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.794391 s\n", - "J: 365.756489\n", - "chi2_amp : 134.34 chi2_cphase : 3.22 chi2_logcamp : 5.97 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 085/107 : [----------------------- ]79%\n", - "self_cal time: 10.031934 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.732759 s\n", - "J: 279.776331\n", - "chi2_amp : 102.12 chi2_cphase : 2.58 chi2_logcamp : 4.69 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.795312 s\n", - "J: 279.530443\n", - "chi2_amp : 102.38 chi2_cphase : 2.55 chi2_logcamp : 4.71 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.358414 s\n", - "J: 279.855977\n", - "chi2_amp : 103.00 chi2_cphase : 2.55 chi2_logcamp : 4.64 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 067/107 : [------------------ ]62%\n", - "self_cal time: 13.564978 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.217962 s\n", - "J: 355.012880\n", - "chi2_amp : 132.92 chi2_cphase : 3.23 chi2_logcamp : 5.22 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.178651 s\n", - "J: 355.625253\n", - "chi2_amp : 133.85 chi2_cphase : 3.19 chi2_logcamp : 5.20 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.186603 s\n", - "J: 355.073444\n", - "chi2_amp : 133.99 chi2_cphase : 3.17 chi2_logcamp : 5.09 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 072/107 : [-------------------- ]67%\n", - "self_cal time: 9.950067 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.379248 s\n", - "J: 428.818037\n", - "chi2_amp : 145.77 chi2_cphase : 5.75 chi2_logcamp : 6.21 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.587748 s\n", - "J: 371.622132\n", - "chi2_amp : 133.11 chi2_cphase : 3.35 chi2_logcamp : 6.17 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.806790 s\n", - "J: 368.280578\n", - "chi2_amp : 133.55 chi2_cphase : 3.32 chi2_logcamp : 6.03 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 078/107 : [--------------------- ]72%\n", - "self_cal time: 10.091723 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.676073 s\n", - "J: 280.531376\n", - "chi2_amp : 103.29 chi2_cphase : 2.56 chi2_logcamp : 4.60 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.681751 s\n", - "J: 279.912527\n", - "chi2_amp : 103.38 chi2_cphase : 2.49 chi2_logcamp : 4.52 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.419372 s\n", - "J: 278.057929\n", - "chi2_amp : 103.07 chi2_cphase : 2.45 chi2_logcamp : 4.57 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 006/107 : [- ]5%%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total 0s, mean 0.00s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", - "counter default_wallclock, 50%tile: 0.01s\n", - "counter default_wallclock, 90%tile: 0.01s\n", - "counter default_wallclock, 95%tile: 0.01s\n", - "counter default_wallclock, 99%tile: 0.01s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 042/107 : [----------- ]39%\n", - "self_cal time: 13.209627 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.203023 s\n", - "J: 355.195186\n", - "chi2_amp : 133.70 chi2_cphase : 3.15 chi2_logcamp : 5.16 \n", + "time: 3.247052 s\n", + "J: 64.164345\n", + "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "==============================\n", "Imager run 2 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.214173 s\n", - "J: 354.534153\n", - "chi2_amp : 134.00 chi2_cphase : 3.20 chi2_logcamp : 5.13 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.241017 s\n", - "J: 355.587652\n", - "chi2_amp : 134.32 chi2_cphase : 3.13 chi2_logcamp : 5.10 \n", + "time: 3.406903 s\n", + "J: 62.248740\n", + "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 073/107 : [-------------------- ]68%\n", - "self_cal time: 21.273738 s\n", + "Scan 002/107 : [ ]1%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", "Initializing imager data products . . .\n", "U-V flagged 125/1030 visibilities\n", @@ -908,183 +395,83 @@ "==============================\n", "Imager run 1 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.427116 s\n", - "J: 177.092004\n", - "chi2_amp : 26.90 chi2_cphase : 5.28 chi2_logcamp : 5.92 \n", + "time: 3.409076 s\n", + "J: 81.335751\n", + "chi2_amp : 164.38 chi2_cphase : 27.77 chi2_logcamp : 9.86 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "==============================\n", "Imager run 2 \n", "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.973949 s\n", - "J: 107.571778\n", - "chi2_amp : 15.21 chi2_cphase : 2.52 chi2_logcamp : 4.99 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.962036 s\n", - "J: 106.363505\n", - "chi2_amp : 15.77 chi2_cphase : 2.44 chi2_logcamp : 4.89 \n", + "time: 3.695684 s\n", + "J: 56.093931\n", + "chi2_amp : 158.33 chi2_cphase : 6.71 chi2_logcamp : 7.05 \n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", "==============================\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 003/107 : [ ]2%%\n", - "self_cal time: 20.933393 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 11.406886 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.445250 s\n", - "J: 75.770734\n", - "chi2_amp : 10.74 chi2_cphase : 1.90 chi2_logcamp : 3.72 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 2.206407 s\n", - "J: 76.021593\n", - "chi2_amp : 10.71 chi2_cphase : 1.91 chi2_logcamp : 3.77 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.646978 s\n", - "J: 75.218359\n", - "chi2_amp : 10.70 chi2_cphase : 1.85 chi2_logcamp : 3.75 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.7297019774699758 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 020/107 : [----- ]18%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total 0s, mean 0.00s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", - "counter default_wallclock, 50%tile: 0.01s\n", - "counter default_wallclock, 90%tile: 0.01s\n", - "counter default_wallclock, 95%tile: 0.01s\n", - "counter default_wallclock, 99%tile: 0.01s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 065/107 : [------------------ ]60%\n", - "self_cal time: 28.886013 s\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", + "Scan 001/107 : [ ]0%\n", + "self_cal time: 11.351531 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.289839 s\n", - "J: 84.745531\n", - "chi2_amp : 9.58 chi2_cphase : 2.34 chi2_logcamp : 4.42 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.242442 s\n", - "J: 83.434856\n", - "chi2_amp : 8.94 chi2_cphase : 2.23 chi2_logcamp : 4.43 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 3 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.252480 s\n", - "J: 82.289057\n", - "chi2_amp : 8.67 chi2_cphase : 2.18 chi2_logcamp : 4.41 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.6165268592634436 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 063/107 : [----------------- ]58%\n", - "self_cal time: 20.263751 s\n", + "Scan 026/107 : [------- ]24%\n", + "self_cal time: 14.699705 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", "Updated self.amp: no averaging\n", "Updated self.amp: avg_time 0.000000 s\n", "\n", - "Adding a 1.6501219522457555 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "Adding a 1.6120924798733602 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%%\n", - "self_cal time: 19.907757 s\n", + "Scan 000/107 : [ ]0%\n", + "self_cal time: 14.985497 s\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", "Updated self.amp: no averaging\n", "Updated self.amp: avg_time 0.000000 s\n", "\n", - "Adding a 1.5365085573838921 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 023/107 : [------ ]21%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total 0s, mean 0.00s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", - "counter default_wallclock, 50%tile: 0.01s\n", - "counter default_wallclock, 90%tile: 0.01s\n", - "counter default_wallclock, 95%tile: 0.01s\n", - "counter default_wallclock, 99%tile: 0.01s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 29.032081 s\n", + "self_cal time: 19.126100 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", "U-V flagged 125/1030 visibilities\n", "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.5510938413375686 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", "No stations specified in self cal: defaulting to calibrating all stations!\n", "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 008/107 : [-- ]7%\n", - "self_cal time: 17.003264 s\n", + "Scan 002/107 : [ ]1%\n", + "self_cal time: 19.450004 s\n", "Building NX table\n", "No NX table in saved uvfits\n", "U-V flagged 125/1030 visibilities\n", @@ -1093,8 +480,8 @@ "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 012/107 : [--- ]11%\n", - "self_cal time: 17.594462 s\n", + "Scan 028/107 : [------- ]26%\n", + "self_cal time: 21.076724 s\n", "Building NX table\n", "No NX table in saved uvfits\n", "U-V flagged 125/1030 visibilities\n", @@ -1103,31 +490,8 @@ "Computing the Model Visibilities with nfft Fourier Transform...\n", "Producing clean visibilities from image with nfft FT . . . \n", "Not Using Multiprocessing\n", - "Scan 075/107 : [--------------------- ]70%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total 0s, mean 0.00s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 0s, mean 0.00s, counts 1\n", - "counter default_wallclock, 50%tile: 0.01s\n", - "counter default_wallclock, 90%tile: 0.01s\n", - "counter default_wallclock, 95%tile: 0.01s\n", - "counter default_wallclock, 99%tile: 0.01s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 20.004488 s\n", + "Scan 008/107 : [-- ]7%%\n", + "self_cal time: 22.752564 s\n", "Building NX table\n", "No NX table in saved uvfits\n", "U-V flagged 125/1030 visibilities\n", @@ -1143,14 +507,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "counter default_iowait, total -129s, mean -43.03s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 312s, mean 104.10s, counts 3\n", - "counter default_wallclock, 50%tile: 156.67s\n", - "counter default_wallclock, 90%tile: 156.67s\n" + "counter default_iowait, total -28s, mean -13.81s, counts 0\n", + "counter default_iowait, 50%tile: 0.00s\n", + "counter default_iowait, 90%tile: 0.00s\n", + "counter default_iowait, 95%tile: 0.00s\n", + "counter default_iowait, 99%tile: 0.00s\n", + "counter default_wallclock, total 157s, mean 78.74s, counts 2\n", + "counter default_wallclock, 50%tile: 78.85s\n", + "counter default_wallclock, 90%tile: 79.36s\n", + "counter default_wallclock, 95%tile: 79.36s\n", + "counter default_wallclock, 99%tile: 79.36s\n" ] }, { @@ -1164,32 +530,27 @@ "name": "stderr", "output_type": "stream", "text": [ - "counter default_wallclock, 95%tile: 156.67s\n", - "counter default_wallclock, 99%tile: 156.67s\n", "default progress: total: 4, active: 0, finished: 4, failures: 0, exceptions: 0\n", - "counter default_iowait, total -219s, mean -54.79s, counts 1\n", - "counter default_iowait, 50%tile: 0.01s\n", - "counter default_iowait, 90%tile: 0.01s\n", - "counter default_iowait, 95%tile: 0.01s\n", - "counter default_iowait, 99%tile: 0.01s\n", - "counter default_wallclock, total 492s, mean 123.03s, counts 4\n", - "counter default_wallclock, 50%tile: 156.67s\n", - "counter default_wallclock, 90%tile: 180.22s\n", - "counter default_wallclock, 95%tile: 180.22s\n", - "counter default_wallclock, 99%tile: 180.22s\n", + "counter default_iowait, total -56s, mean -14.01s, counts 0\n", + "counter default_iowait, 50%tile: 0.00s\n", + "counter default_iowait, 90%tile: 0.00s\n", + "counter default_iowait, 95%tile: 0.00s\n", + "counter default_iowait, 99%tile: 0.00s\n", + "counter default_wallclock, total 337s, mean 84.37s, counts 4\n", + "counter default_wallclock, 50%tile: 79.36s\n", + "counter default_wallclock, 90%tile: 91.14s\n", + "counter default_wallclock, 95%tile: 91.14s\n", + "counter default_wallclock, 99%tile: 91.14s\n", "/Users/nitikayadlapalli/opt/anaconda3/envs/py38/lib/python3.8/site-packages/pandas_appender/appender.py:117: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " df = df.append(self._small, **self._append_kwargs)\n", - "paramsurvey.map end time 20221111-221226\n", + "paramsurvey.map end time 20221111-224034\n", "paramsurvey.map returning results\n" ] } ], "source": [ "# to run all parameter sets, use the run_survey function\n", - "\n", - "# Note that for each parameter set, the ParameterSet objects checks for the existence of files corresponding to each\n", - "# pset id - if they already exist, that pset will not be run again\n", - "\n", + "# should take ~1-2 minutes to run\n", "eh.survey.run_survey(psets, params_fixed)" ], "metadata": { @@ -1201,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "outputs": [], "source": [], "metadata": { From 9a0b865ac52b43d76b32a98d0758408c09a4ee59 Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Tue, 29 Nov 2022 15:36:37 -0600 Subject: [PATCH 16/52] add fixed survey examples --- examples/example_survey.ipynb | 707 +++++++++++++++++++++++++++++++ examples/example_survey.py | 44 ++ examples/example_survey.py.ipynb | 597 -------------------------- 3 files changed, 751 insertions(+), 597 deletions(-) create mode 100644 examples/example_survey.ipynb create mode 100644 examples/example_survey.py delete mode 100644 examples/example_survey.py.ipynb diff --git a/examples/example_survey.ipynb b/examples/example_survey.ipynb new file mode 100644 index 00000000..ae0feed4 --- /dev/null +++ b/examples/example_survey.ipynb @@ -0,0 +1,707 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n" + ] + } + ], + "source": [ + "import ehtim as eh" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading text image: ../models/avery_sgra_eofn.txt\n" + ] + } + ], + "source": [ + "# Load in example image and array\n", + "im = eh.image.load_txt('../models/avery_sgra_eofn.txt')\n", + "eht = eh.array.load_txt('../arrays/EHT2017.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n", + " Applying atmospheric phase corruption: phasecal-->False\n", + "Adding thermal noise to data . . . \n", + "Building NX table\n" + ] + } + ], + "source": [ + "# create example observation uvfits file\n", + "tint_sec = 5\n", + "tadv_sec = 600\n", + "tstart_hr = 0\n", + "tstop_hr = 24\n", + "bw_hz = 4e9\n", + "obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz,\n", + " sgrscat=False, ampcal=True, phasecal=False)\n", + "obs.save_uvfits('../../example_survey_obs.uvfits')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}\n" + ] + } + ], + "source": [ + "# create a mock SEFD error budget for this array\n", + "sites = list(obs.tkey.keys())\n", + "SEFD_errs = {}\n", + "for site in sites:\n", + " SEFD_errs[site] = 0.1\n", + "\n", + "print(SEFD_errs)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'fast', 'overwrite': True, 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 2, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" + ] + } + ], + "source": [ + "# create a dict of non-varying imaging parameters, such as filenames\n", + "# see a full list of fixed parameters in the docs\n", + "params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits',\n", + " outfile_base='example_survey',\n", + " outpath='../../example_survey_output/',\n", + " nproc=-1, # use all available cores, can be changed\n", + " overwrite=True,\n", + " niter_static=2,\n", + " SEFD_error_budget= SEFD_errs,\n", + " ttype='fast')\n", + "\n", + "print(params_fixed)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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zblsys_noiseavg_timeprior_fwhmsc_phasexdw_phasesc_apxdw_apampcphaselogcampsimplel1tvtv2fluxepsilon_tvi
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" + ], + "text/plain": [ + " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n", + "0 0.6 0.00 scan 50 0 10 0 1 0.2 \n", + "1 0.6 0.01 scan 50 0 10 0 1 0.2 \n", + "2 0.7 0.00 scan 50 0 10 0 1 0.2 \n", + "3 0.7 0.01 scan 50 0 10 0 1 0.2 \n", + "\n", + " cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n", + "0 1 1 1 1 1 1 1 1.000000e-10 0 \n", + "1 1 1 1 1 1 1 1 1.000000e-10 1 \n", + "2 1 1 1 1 1 1 1 1.000000e-10 2 \n", + "3 1 1 1 1 1 1 1 1.000000e-10 3 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create a DataFrame of parameters to be surveyed over\n", + "psets = eh.survey.create_survey_psets(zbl=[0.6,0.7], sys_noise=[0,0.01], prior_fwhm=[50])\n", + "display(psets)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.248440 s\n", + "J: 97.889630\n", + "chi2_amp : 188.42 chi2_cphase : 37.40 chi2_logcamp : 11.76 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.167313 s\n", + "J: 90.334988\n", + "chi2_amp : 211.27 chi2_cphase : 22.08 chi2_logcamp : 14.51 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 11.644029 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.7372112467451863 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 12.742369 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 16.189591 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n" + ] + } + ], + "source": [ + "# to run only a single pset, create an instance of the ParameterSet class and use the function run()\n", + "# should take ~1 minute to run\n", + "pset = dict(psets.iloc[0])\n", + "\n", + "ps = eh.survey.ParameterSet(pset, params_fixed)\n", + "ps.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# display output image\n", + "# won't necessarily be good as the default selection of hyperparameters is not optimized for anything\n", + "ps.im_out.display();" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "initializing paramsurvey multiprocessing backend\n", + "initializing multiprocessing pool with 7 processes\n", + "paramsurvey.map start time 20221129-165457\n", + "paramsurvey.map pset count 4, pset columns ['zbl', 'sys_noise', 'avg_time', 'prior_fwhm', 'sc_phase', 'xdw_phase', 'sc_ap', 'xdw_ap', 'amp', 'cphase', 'logcamp', 'simple', 'l1', 'tv', 'tv2', 'flux', 'epsilon_tv', 'i']\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.751679 s\n", + "J: 70.631814\n", + "chi2_amp : 144.78 chi2_cphase : 23.55 chi2_logcamp : 8.37 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.803640 s\n", + "J: 59.472611\n", + "chi2_amp : 145.98 chi2_cphase : 9.25 chi2_logcamp : 9.47 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 001/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.807395 s\n", + "J: 84.648618\n", + "chi2_amp : 161.44 chi2_cphase : 30.55 chi2_logcamp : 11.39 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.827927 s\n", + "J: 75.180081\n", + "chi2_amp : 174.25 chi2_cphase : 18.07 chi2_logcamp : 11.50 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 000/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.807775 s\n", + "J: 97.889630\n", + "chi2_amp : 188.42 chi2_cphase : 37.40 chi2_logcamp : 11.76 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.832875 s\n", + "J: 90.334988\n", + "chi2_amp : 211.27 chi2_cphase : 22.08 chi2_logcamp : 14.51 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 003/107 : [ ]2%Welcome to eht-imaging! v 1.2.4 \n", + "\n", + "Loading uvfits: ../../example_survey_obs.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "Initializing imager data products . . .\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "==============================\n", + "Imager run 1 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.903839 s\n", + "J: 83.146094\n", + "chi2_amp : 165.80 chi2_cphase : 30.46 chi2_logcamp : 9.46 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", + "time: 4.949486 s\n", + "J: 75.069150\n", + "chi2_amp : 180.89 chi2_cphase : 17.38 chi2_logcamp : 11.85 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 8.881100 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.5951758445460071 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 000/107 : [ ]0%\n", + "self_cal time: 8.789273 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.7368294580613926 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 027/107 : [------- ]25%\n", + "self_cal time: 11.734197 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.6157646035434894 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 031/107 : [-------- ]28%\n", + "self_cal time: 13.418360 s\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "Updated self.amp: no averaging\n", + "Updated self.amp: avg_time 0.000000 s\n", + "\n", + "Adding a 1.7372112467451863 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 106/107 : [----------------------------- ]99%\n", + "self_cal time: 16.203956 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 002/107 : [ ]1%\n", + "self_cal time: 16.650900 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 033/107 : [--------- ]30%\n", + "self_cal time: 16.959041 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n", + "Scan 007/107 : [- ]6%%\n", + "self_cal time: 16.887405 s\n", + "Building NX table\n", + "No NX table in saved uvfits\n", + "U-V flagged 125/1030 visibilities\n", + "U-V flagged 905/1030 visibilities\n", + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with fast Fourier Transform...\n", + "Producing clean visibilities from image with fast FT . . . \n", + "Not Using Multiprocessing\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 106/107 : [----------------------------- ]99%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "counter default_iowait, total 9s, mean 4.57s, counts 2\n", + "counter default_iowait, 50%tile: 4.58s\n", + "counter default_iowait, 90%tile: 4.61s\n", + "counter default_iowait, 95%tile: 4.61s\n", + "counter default_iowait, 99%tile: 4.61s\n", + "counter default_wallclock, total 160s, mean 79.87s, counts 2\n", + "counter default_wallclock, 50%tile: 79.87s\n", + "counter default_wallclock, 90%tile: 80.38s\n", + "counter default_wallclock, 95%tile: 80.38s\n", + "counter default_wallclock, 99%tile: 80.38s\n", + "default progress: total: 4, active: 0, finished: 4, failures: 0, exceptions: 0\n", + "counter default_iowait, total 18s, mean 4.54s, counts 4\n", + "counter default_iowait, 50%tile: 4.58s\n", + "counter default_iowait, 90%tile: 4.61s\n", + "counter default_iowait, 95%tile: 4.61s\n", + "counter default_iowait, 99%tile: 4.61s\n", + "counter default_wallclock, total 338s, mean 84.57s, counts 4\n", + "counter default_wallclock, 50%tile: 80.38s\n", + "counter default_wallclock, 90%tile: 90.11s\n", + "counter default_wallclock, 95%tile: 90.11s\n", + "counter default_wallclock, 99%tile: 90.11s\n", + "/Users/nitikayadlapalli/opt/anaconda3/envs/py38/lib/python3.8/site-packages/pandas_appender/appender.py:117: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " df = df.append(self._small, **self._append_kwargs)\n", + "paramsurvey.map end time 20221129-165630\n", + "paramsurvey.map returning results\n" + ] + } + ], + "source": [ + "# to run all parameter sets, use the run_survey function\n", + "# should take ~1-2 minutes to run\n", + "eh.survey.run_survey(psets, params_fixed)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/examples/example_survey.py b/examples/example_survey.py new file mode 100644 index 00000000..2c76c4b2 --- /dev/null +++ b/examples/example_survey.py @@ -0,0 +1,44 @@ +import ehtim as eh +from multiprocessing import set_start_method + +if __name__ == '__main__': + + # if using multiprocessing backend and pynfft, need to set start method + # to ensure proper memory allocation + set_start_method("spawn") + + # Load in example image and array + im = eh.image.load_txt('../models/avery_sgra_eofn.txt') + eht = eh.array.load_txt('../arrays/EHT2017.txt') + + # create example observation uvfits file + tint_sec = 5 + tadv_sec = 600 + tstart_hr = 0 + tstop_hr = 24 + bw_hz = 4e9 + obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz, + sgrscat=False, ampcal=True, phasecal=False) + obs.save_uvfits('../../example_survey_obs.uvfits') + + sites = list(obs.tkey.keys()) + SEFD_errs = {} + for site in sites: + SEFD_errs[site] = 0.1 + + print(SEFD_errs) + + # create a dict of non-varying imaging parameters, such as filenames + # see a full list of fixed parameters in the docs + params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits', + outfile_base='example_survey', + outpath='../../example_survey_output/', + nproc=-1, # use all available cores, can be changed + overwrite=True, + niter_static=1, + SEFD_error_budget=SEFD_errs, + ttype='nfft') + + psets = eh.survey.create_survey_psets(zbl=[0.6, 0.7], sys_noise=[0.01], prior_fwhm=[50]) + + eh.survey.run_survey(psets, params_fixed) \ No newline at end of file diff --git a/examples/example_survey.py.ipynb b/examples/example_survey.py.ipynb deleted file mode 100644 index 36fefb94..00000000 --- a/examples/example_survey.py.ipynb +++ /dev/null @@ -1,597 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.4 \n", - "\n" - ] - } - ], - "source": [ - "import ehtim as eh" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading text image: ../models/avery_sgra_eofn.txt\n" - ] - } - ], - "source": [ - "# Load in example image and array\n", - "im = eh.image.load_txt('../models/avery_sgra_eofn.txt')\n", - "eht = eh.array.load_txt('../arrays/EHT2017.txt')" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 3, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generating empty observation file . . . \n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n", - " Applying atmospheric phase corruption: phasecal-->False\n", - "Adding thermal noise to data . . . \n", - "Building NX table\n" - ] - } - ], - "source": [ - "# create example observation uvfits file\n", - "tint_sec = 5\n", - "tadv_sec = 600\n", - "tstart_hr = 0\n", - "tstop_hr = 24\n", - "bw_hz = 4e9\n", - "obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz,\n", - " sgrscat=False, ampcal=True, phasecal=False)\n", - "obs.save_uvfits('../../example_survey_obs.uvfits')" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}\n" - ] - } - ], - "source": [ - "# create a mock SEFD error budget for this array\n", - "sites = list(obs.tkey.keys())\n", - "SEFD_errs = {}\n", - "for site in sites:\n", - " SEFD_errs[site] = 0.1\n", - "\n", - "print(SEFD_errs)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 5, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'nfft', 'overwrite': True, 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 2, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" - ] - } - ], - "source": [ - "# create a dict of non-varying imaging parameters, such as filenames\n", - "# see a full list of fixed parameters in the docs\n", - "params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits',\n", - " outfile_base='example_survey',\n", - " outpath='../../example_survey_output/',\n", - " nproc=-1, # use all available cores, can be changed\n", - " overwrite=True,\n", - " niter_static=2,\n", - " SEFD_error_budget= SEFD_errs)\n", - "\n", - "print(params_fixed)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "data": { - "text/plain": " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n0 0.6 0.00 scan 50 0 10 0 1 0.2 \n1 0.6 0.01 scan 50 0 10 0 1 0.2 \n2 0.7 0.00 scan 50 0 10 0 1 0.2 \n3 0.7 0.01 scan 50 0 10 0 1 0.2 \n\n cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n0 1 1 1 1 1 1 1 1.000000e-10 0 \n1 1 1 1 1 1 1 1 1.000000e-10 1 \n2 1 1 1 1 1 1 1 1.000000e-10 2 \n3 1 1 1 1 1 1 1 1.000000e-10 3 ", - "text/html": "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# create a DataFrame of parameters to be surveyed over\n", - "psets = eh.survey.create_survey_psets(zbl=[0.6,0.7], sys_noise=[0,0.01], prior_fwhm=[50])\n", - "display(psets)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.500396 s\n", - "J: 64.164345\n", - "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.467887 s\n", - "J: 62.248740\n", - "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 10.896780 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 15.252301 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 16.306776 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n" - ] - } - ], - "source": [ - "# to run only a single pset, create an instance of the ParameterSet class and use the function run()\n", - "# should take ~1 minute to run\n", - "pset = dict(psets.iloc[0])\n", - "\n", - "ps = eh.survey.ParameterSet(pset, params_fixed)\n", - "ps.run()" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 12, - "outputs": [ - { - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# display output image\n", - "# won't necessarily be good as the default selection of hyperparameters is not optimized for anything\n", - "ps.im_out.display();" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 9, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "initializing paramsurvey multiprocessing backend\n", - "initializing multiprocessing pool with 7 processes\n", - "paramsurvey.map start time 20221111-223900\n", - "paramsurvey.map pset count 4, pset columns ['zbl', 'sys_noise', 'avg_time', 'prior_fwhm', 'sc_phase', 'xdw_phase', 'sc_ap', 'xdw_ap', 'amp', 'cphase', 'logcamp', 'simple', 'l1', 'tv', 'tv2', 'flux', 'epsilon_tv', 'i']\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.368530 s\n", - "J: 86.582074\n", - "chi2_amp : 141.96 chi2_cphase : 38.55 chi2_logcamp : 8.61 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.259717 s\n", - "J: 76.978364\n", - "chi2_amp : 175.30 chi2_cphase : 19.96 chi2_logcamp : 10.31 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 000/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.393002 s\n", - "J: 43.584438\n", - "chi2_amp : 118.12 chi2_cphase : 4.10 chi2_logcamp : 5.43 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.269622 s\n", - "J: 41.222082\n", - "chi2_amp : 113.42 chi2_cphase : 3.45 chi2_logcamp : 4.89 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.247052 s\n", - "J: 64.164345\n", - "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.406903 s\n", - "J: 62.248740\n", - "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 002/107 : [ ]1%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.409076 s\n", - "J: 81.335751\n", - "chi2_amp : 164.38 chi2_cphase : 27.77 chi2_logcamp : 9.86 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.695684 s\n", - "J: 56.093931\n", - "chi2_amp : 158.33 chi2_cphase : 6.71 chi2_logcamp : 7.05 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 11.406886 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.7297019774699758 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%\n", - "self_cal time: 11.351531 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.6165268592634436 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 026/107 : [------- ]24%\n", - "self_cal time: 14.699705 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.6120924798733602 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 000/107 : [ ]0%\n", - "self_cal time: 14.985497 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 19.126100 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 002/107 : [ ]1%\n", - "self_cal time: 19.450004 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 028/107 : [------- ]26%\n", - "self_cal time: 21.076724 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 008/107 : [-- ]7%%\n", - "self_cal time: 22.752564 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 105/107 : [----------------------------- ]98%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total -28s, mean -13.81s, counts 0\n", - "counter default_iowait, 50%tile: 0.00s\n", - "counter default_iowait, 90%tile: 0.00s\n", - "counter default_iowait, 95%tile: 0.00s\n", - "counter default_iowait, 99%tile: 0.00s\n", - "counter default_wallclock, total 157s, mean 78.74s, counts 2\n", - "counter default_wallclock, 50%tile: 78.85s\n", - "counter default_wallclock, 90%tile: 79.36s\n", - "counter default_wallclock, 95%tile: 79.36s\n", - "counter default_wallclock, 99%tile: 79.36s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 106/107 : [----------------------------- ]99%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "default progress: total: 4, active: 0, finished: 4, failures: 0, exceptions: 0\n", - "counter default_iowait, total -56s, mean -14.01s, counts 0\n", - "counter default_iowait, 50%tile: 0.00s\n", - "counter default_iowait, 90%tile: 0.00s\n", - "counter default_iowait, 95%tile: 0.00s\n", - "counter default_iowait, 99%tile: 0.00s\n", - "counter default_wallclock, total 337s, mean 84.37s, counts 4\n", - "counter default_wallclock, 50%tile: 79.36s\n", - "counter default_wallclock, 90%tile: 91.14s\n", - "counter default_wallclock, 95%tile: 91.14s\n", - "counter default_wallclock, 99%tile: 91.14s\n", - "/Users/nitikayadlapalli/opt/anaconda3/envs/py38/lib/python3.8/site-packages/pandas_appender/appender.py:117: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " df = df.append(self._small, **self._append_kwargs)\n", - "paramsurvey.map end time 20221111-224034\n", - "paramsurvey.map returning results\n" - ] - } - ], - "source": [ - "# to run all parameter sets, use the run_survey function\n", - "# should take ~1-2 minutes to run\n", - "eh.survey.run_survey(psets, params_fixed)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 9, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file From 66813a772a433fc0e8b5ee17dd74b00b7baf191a Mon Sep 17 00:00:00 2001 From: Nitika Yadlapalli Date: Wed, 30 Nov 2022 14:15:19 -0800 Subject: [PATCH 17/52] fix install of paramsurvey --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index f0a42f9e..d8207ec5 100755 --- a/setup.py +++ b/setup.py @@ -44,7 +44,7 @@ def read(fname): "ephem", "h5py", "pandas", - "paramsurvey[ray]", + "paramsurvey", "requests", "future" # optional (but recommended) libraries required for some features From 58817dda782056045e57bba0d0b63b76e9227316 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 2 Dec 2022 16:14:25 -0500 Subject: [PATCH 18/52] removed nfft comments --- ehtim/observing/obs_helpers.py | 3 +- ehtim/survey.py | 3 +- examples/example_survey.py.ipynb | 591 ++++++------------------------- 3 files changed, 112 insertions(+), 485 deletions(-) diff --git a/ehtim/observing/obs_helpers.py b/ehtim/observing/obs_helpers.py index 5b2f9c7c..f4430285 100644 --- a/ehtim/observing/obs_helpers.py +++ b/ehtim/observing/obs_helpers.py @@ -1272,6 +1272,7 @@ def uimage(iimage, mimage, chiimage): ################################################################################################## class NFFTInfo(object): def __init__(self, xdim, ydim, psize, pulse, npad, p_rad, uv): + print("NFFTINFOSTART") self.xdim = int(xdim) self.ydim = int(ydim) self.psize = psize @@ -1294,7 +1295,7 @@ def __init__(self, xdim, ydim, psize, pulse, npad, p_rad, uv): pulses = np.fromiter((pulse(2*np.pi*uv_scaled[i, 0], 2*np.pi*uv_scaled[i, 1], 1., dom="F") for i in range(self.uvdim)), 'c16') self.pulsefac = (pulses*phases) - + print("NFFTINFOSTART") class SamplerInfo(object): def __init__(self, order, uv, pulsefac): diff --git a/ehtim/survey.py b/ehtim/survey.py index bc055a60..fc7c2b0a 100644 --- a/ehtim/survey.py +++ b/ehtim/survey.py @@ -532,7 +532,8 @@ def run_survey(psets, params_fixed): """ # run whole survey using map function - paramsurvey.init(backend=params_fixed['backend'], ncores=params_fixed['nproc']) + paramsurvey.init(backend=params_fixed['backend'], ncores=params_fixed['nproc'], + verbose=0,vstats=0) paramsurvey.map(run_pset, psets, user_kwargs=params_fixed, verbose=0) def create_params_fixed(infile, outfile_base, outpath, ground_truth_img='None', diff --git a/examples/example_survey.py.ipynb b/examples/example_survey.py.ipynb index 36fefb94..09878250 100644 --- a/examples/example_survey.py.ipynb +++ b/examples/example_survey.py.ipynb @@ -2,68 +2,52 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.4 \n", - "\n" - ] - } - ], - "source": [ - "import ehtim as eh" - ], + "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [], + "source": [ + "import ehtim as eh\n", + "import os" + ] }, { "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading text image: ../models/avery_sgra_eofn.txt\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "# Load in example image and array\n", - "im = eh.image.load_txt('../models/avery_sgra_eofn.txt')\n", - "eht = eh.array.load_txt('../arrays/EHT2017.txt')" - ], + "os.environ[\"OMP_NUM_THREADS\"] = \"1\"\n", + "os.getenv(\"OMP_NUM_THREADS\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [], + "source": [ + "# Load in example image and array\n", + "im = eh.image.load_txt('../models/avery_sgra_eofn.txt')\n", + "eht = eh.array.load_txt('../arrays/EHT2017.txt')" + ] }, { "cell_type": "code", - "execution_count": 3, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generating empty observation file . . . \n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n", - " Applying atmospheric phase corruption: phasecal-->False\n", - "Adding thermal noise to data . . . \n", - "Building NX table\n" - ] + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "# create example observation uvfits file\n", "tint_sec = 5\n", @@ -74,26 +58,17 @@ "obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz,\n", " sgrscat=False, ampcal=True, phasecal=False)\n", "obs.save_uvfits('../../example_survey_obs.uvfits')" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}\n" - ] + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "# create a mock SEFD error budget for this array\n", "sites = list(obs.tkey.keys())\n", @@ -102,475 +77,125 @@ " SEFD_errs[site] = 0.1\n", "\n", "print(SEFD_errs)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 5, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'infile': '../../example_survey_obs.uvfits', 'outfile_base': 'example_survey', 'outpath': '../../example_survey_output/', 'ground_truth_img': 'None', 'save_imgsums': False, 'save_uvfits': True, 'save_pdf': False, 'save_stats': True, 'save_caltab': True, 'nproc': -1, 'backend': 'multiprocessing', 'ttype': 'nfft', 'overwrite': True, 'selfcal': True, 'gaintol': [0.02, 0.2], 'niter_static': 2, 'blurfrac': 1, 'maxit': 100, 'stop': 0.0001, 'fov': 128, 'npixels': 64, 'reverse_taper_uas': 5, 'uv_zblcut': 100000000.0, 'SEFD_error_budget': {'ALMA': 0.1, 'LMT': 0.1, 'PV': 0.1, 'APEX': 0.1, 'SMA': 0.1, 'SMT': 0.1, 'SPT': 0.1, 'JCMT': 0.1}}\n" - ] + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "# create a dict of non-varying imaging parameters, such as filenames\n", "# see a full list of fixed parameters in the docs\n", "params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits',\n", - " outfile_base='example_survey',\n", + " outfile_base='example_survey',\n", " outpath='../../example_survey_output/',\n", - " nproc=-1, # use all available cores, can be changed\n", + " nproc=-1, #se all available cores, can be changed\n", " overwrite=True,\n", " niter_static=2,\n", - " SEFD_error_budget= SEFD_errs)\n", + " SEFD_error_budget= SEFD_errs,\n", + " ttype='nfft')\n", "\n", "print(params_fixed)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "data": { - "text/plain": " zbl sys_noise avg_time prior_fwhm sc_phase xdw_phase sc_ap xdw_ap amp \\\n0 0.6 0.00 scan 50 0 10 0 1 0.2 \n1 0.6 0.01 scan 50 0 10 0 1 0.2 \n2 0.7 0.00 scan 50 0 10 0 1 0.2 \n3 0.7 0.01 scan 50 0 10 0 1 0.2 \n\n cphase logcamp simple l1 tv tv2 flux epsilon_tv i \n0 1 1 1 1 1 1 1 1.000000e-10 0 \n1 1 1 1 1 1 1 1 1.000000e-10 1 \n2 1 1 1 1 1 1 1 1.000000e-10 2 \n3 1 1 1 1 1 1 1 1.000000e-10 3 ", - "text/html": "
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" - }, - "metadata": {}, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "# create a DataFrame of parameters to be surveyed over\n", "psets = eh.survey.create_survey_psets(zbl=[0.6,0.7], sys_noise=[0,0.01], prior_fwhm=[50])\n", + "#psets = eh.survey.create_survey_psets(zbl=[0.6], sys_noise=[0], prior_fwhm=[50])\n", + "\n", "display(psets)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + ] }, { "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.500396 s\n", - "J: 64.164345\n", - "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 1.467887 s\n", - "J: 62.248740\n", - "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 10.896780 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 15.252301 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 16.306776 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n" - ] + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "# to run only a single pset, create an instance of the ParameterSet class and use the function run()\n", "# should take ~1 minute to run\n", - "pset = dict(psets.iloc[0])\n", "\n", - "ps = eh.survey.ParameterSet(pset, params_fixed)\n", - "ps.run()" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + "#pset = dict(psets.iloc[0])\n", + "#ps = eh.survey.ParameterSet(pset, params_fixed)\n" + ] }, { "cell_type": "code", - "execution_count": 12, - "outputs": [ - { - "data": { - "text/plain": "
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oVp5lnTsi98l9fLwtsdRqZqlWO63zZhMqTSOz+Glg7MJF79qLEntC2SjPQheRceB84AjMY/Q6Vb0so+wZwCl2919V9V1e3sHAR2wdi8BzVPUWm/dE4MU2bwtwoaq+3zv2Uswj6jCjqn9cxvV1w3pb6G8Brvf2Xw1cqarvFZH7A/8GdBC6iExifrD7quq8iFwsIo9S1ctX0pDlasN+mdgjmUfq60H4eVZ5N507ZlH3SvoxMhfaLob+2h/x6Q8Ycp2ejsSd1DJqibwaPNWOwJvNtsW+aO+F6xgNCT2R+1qjtDt9NiCq+mARuTdwtYgcqaq/8QuJyInA8zCGI8ANInKTqn7O7n8C2KqqHxGR5wCfBI63ee8Fnqqq14vIXYDvi8jPVPXTNv9WVX12WRfUC9aN0EXkmcA3gKOBKZv8G2B/u70/cF3k0IcAP1PVebv/DeAJwLIJPU/7XU49RQbjrCd68UHPkkSygmDFdPEKhrRHInnOTzxWVziE31ngvjVeq5kO0FHPMvctcbc0Gsa7pW69XNxI0TqG0F1cFze4KGnoa42V32URqQCnYb7eUdUficj1wKnA3wbFn49RAObssRcBLwA+JyLHYIj+Ilv2IuADIvJAVb0OOE9Vr7fnuFVErgAeC3yadca6ELqIHAUcqaqvE5Gjvaz3AJeIyHswb8M3Rw4/ANjl7e+0abHznA6cnteWomTei+Sy0Qg8hpjUAt0lkVrG9iidA3lCv+4YufvWecxir1baJO3LKVkLdOrjPpk3GrBQN4ReB+bpXIfRF0My3+i/Z3+jtFguhwL7Aj/w0m4CHhQpexzGCvfLvcjLu0VV6wCqWheRm20916nqe4O6xoHbvf1N9gVxT+AO4E2qeuPyLqk3rJeFfhIwJyJnAr8P1ETkZcAfAh9S1U+IyP7Aj0XkUFXd7h17G7DZ25+2aUugqluBrQAiosttbDdrtgiBZ5XZqOQfI/ZYECwnhYSkHpK7b6GPZGy7QUAjlU4tvBLsV6ttq9y3yGNk7qzyeUfmzXYMl3na1rkj9SS3rAd60tD3E5Frvf2t9n8OcKBd3+nl7wCOitRzYKTcARl5YX4LIjKNeQH8lZf8EwyP3Wz19itF5N6q+uuMayoN60LoqvpWt207MaZU9X0i8gzAXfRv8YxHETnEdkpcBRwkImNWdnkY8IGy2rYcqSWrnn4lhCwi94NghduxoFghsbs6fR/x2OJI3ZF3LM/v+Aw7O32JZX4O9syZ9dwc7AZmgT20ib1OIvX1R+E7vU1VYxa3j9B4i3moxsp1y4vV8w7gHFX9WetA1TO97c+IyE3As2zZVcV6e7k8GWOV10TkZODlwMtE5KHAIZge6m3WWr9SRA5T1VkReSHwfhG5HfjOSjtE81CU4PuRwGNaepbkkhc3ZZR2gCzfive1bUfAPllDJ1n7+2L3Y2Xd9pLrCSSWer1N5rOzMIMh8lnipB6TXKD/ftf+RCl32X2pb8nYDstu8fa30JZNwrxoPVbSXVDV87q06+fAQV3KlIJ1JXRVvRi4OEi+MlLuduBu3v6XgC+tbuuGB1l9BqFWHpJ6OOR+HCObuE5L5w8eyicxsoalZB2SdozEYWnnpyPzer1toe+xUsssxkqfI5/Mk3W+lijNbfEnwHbgPrTJ9yjg85Gy19hyeOWu8fIOEZGa1c9rwGFePiJyEnAC1u1RRA5X1R+LyAHA41X1Qq/uA4E10dDLUhgGFsPypw4t85iF7hP6pF022fVUBaYmYXoaNk2Z9eYp2DwNU1Ody2a7TE3B5GR7mbDLmB0oNFrrXEYCzRzyyXzOkvlsw1jjvtwyS6fcEpJ5q/7Vud0JHXCdokWWnFpUm8AHgeeCIVmst4qIHCkil4uIC755PnCyiIxb2fcUm4aq3oAh4JNt2ZOB71sPF0TkD4GXAH+N6QCdAt5gy04CZ4jIJlv2OIzG/sll3Jiesd5+6BsOyx1Rudw//noSRjfLPCa3OCIfx/iaTtIedu8P8PFdC6XS7sCEuFXu0GzG9x1pUzF+5BVY4pK42GgTuZNbdjcMee/CEPoMbcnFkbpvpSfrfL1Qqh/6+SJyNebxPdm6Fh6MGWw0Ciyq6qUicl+M2zPAhz0fdICnAx8WkdMwwxX+3Mv7BPA7wDYv7at2fSvwn8CXRKSB+fucpKo/LusC8yCqy3b+6CuIiGaRci9uijGyjyGWXjRtreC7Kvq+37417kh70m5P2+0JjKvRpCXyyclOQncDfUL9HIzUEsOidzO0uZTMfc8V9SzyDonFk1lmG22rfMYuO1lK6KlDtDyoalYHZCYe9KB76bXXvrNQWZEnX1egU3RokSz0DGRZ5UX+5BuNuPPgpBV/O2ahu47PWEAsR+ahhe7cC52ODtk6OHhWOO0RndrszA/LNgNiX3AdoY229b07WOdJLYnM1wMpOFdZSIROPnn32snQL49lJdjOk1li4Wonq23t25G6C5CVNXqzG5m7tVsqHmEDrWBbfrmFRqdmvnvWWOZzGK18F23N3PdqKaKfJ6wl0p0vA4nQLYpY5Hnknvc49iLLrAVCi7xIJ+gmPA29Cpv8jkzbiTmRESQrdFX04Vvdix6J+9a3BD6h6uUthpKLR+Z+B2iol6eh/hsJyUIvC4nQPXSzyJfzyG20xzSLzEPr3B8w5Puaj2OscCexZJF5rZbfGQrWCg8GBS0SfD3Yl0HYAeIkGZ/M3bD+uYwlHEC0Xl4tRb/6Ntqzs7pIE1yUgUToAdyfaKX+nN3+jOvxZ42ReVGZZRN2ZqBxY5X7mrkf+TC0zvPkFl9C8eFI3RF+lpvioqedz9eNr7kLtjVPe3h/NzJfbd18uc+Sf9xgk3uy0MvCUBF6L2RdVGrJO24lZcpGHpn7w/h918QpjCfLBG2pZdJKLOPBEpJ5TDsPrfE8LJJN+E47DyMoLtC2xp1ePk98ANFqE3m3Z6aot1RYfnBpb3CvbC0xVITu0GtnZ5mP2kYk81AvH6NzFKgbPOSIfCxC4rFoiL2O+AyhEet80Vrn6lnpjsxjURR9El+r4f29uMFm5We1p5KT179IFnpZGEpCh/KkleWcc61QiazzOj6ddd4icLyBRJbIncQyGsgsYURE3zKXjJvsZhHytXSHPCs+9EtftIS+gLHs6946y8ccyrfOw8vsldhjX4Wx9g0mqQ/eFa0HhpbQHdaK2Nfycc0i8izL3JH2BIbMN9v1lF0mrVui82wZH2+TuiPxkQJkPlLpHDwklU5SLwL1iNzJLs7idiSeFeN8NTtC88g8a9tH+NUYPpdhGweL1JOFXhaGntAdlquZ91LvWiAkcbcd+pmHmrk/InSzlzY1bmKzTAQDiByp+z7nWWQ+EpA6tIndJ3UHZ7G747PcHd1o0UUMUS/QJvaQwEMiL8s6L0Lk3Sz3GJmHhB0j8MEi9eTlUgYSoUewUnLfqP7lWVETfWllyl/X2p2gk5PZniyx2ObdhvmH1nrHdXSx2DvklqYhcLf4BJ7V+bkW3iyxr6RY2TwyHyzCzkOy0MtCIvQu6IfHLGaVu9gsWf7lrtMzJHInuUxZa3xqqnePlm5k7uBI3Vnp0WsLLPdw+L82zW/kKCG0xldDXmm1LbLdbR071iFG5j6pD7aVPhhXsd5IhN7nyLLKs2KZu/UEbQ+WllZul+npziH9jsTzyNz3aoHuZB69FntMrJPUh/N0aVnp5PuWr4Z7YlEy74XQoTupDyaShV4WEqEPAEKt3JdYQk8WvxPUj5q4ifaQ/jyr3A+6FRs0lOXRkuWDHrPSneQyUjFk3Q2KKdf01qtF5FBMhiuipftpzcj28Hi4wKBe1VojEXofI09i8Yncl1icdb7ZS3Odn5OBzDJaiw/pD63yUGpZC7QsdDolF196WWvdPNwvsp1oDNoTXCSsFInQ+xQ+KcRimYck7vRxX2ZxURNDq9wF3ArllZg3S2xYf0xuKeqW2Ct84vY7RWNkXga5Z72ziqbH9vO08uGRXQb76tYK60LoIlIBPgN8E8M9h2GmjXob7fkIjgFepqq3Ro4/Fbg/5j/8E1W9YI2avqGQpZmHQ/idf/lUsD01ZQYL+f7lsY7PIkS+Vta56wh1OrrzbnHWeUxyIbJeTfRK+glJQy8L62mhX6WqbwEQkU8DTwJ2q+obbNprgNcDL/YPEpG7A68E7q+qKiLXiMiX12qKp42A8PPdJ/VwurjQe8Vp5ZunOjs+3fZoLTumOZRP5Fmui2FeOPmFG2CkdBK5L7kQbK83QhdFl5YA6U6Ug3UhdDuZqyPzKnB34IeqepFXrIKx1EM8DrhO23PnXQX8ETA0hA5xIg+njnPBtRyZ74UhbjdZs5uUIsvPfLn6eEjSMQkmLOOPAA3J2/c5bzTa+41Gp9yywFK3RVhqrUP59BHr1PS3u8kmq9m2/sBwXnXZWFcNXUQeB7wc+KyqXuulbwEeCzw5ctgBmIloHHbatFj9pwOnl9XejYAi1nkYLXETsHfFuCM6Ig8J3c021C24VugH7lDU0g6hHnG7tVtCkvcntnDE7mK4OOs8NrAoD2tB7OE6qw2xtqylVLR+SJJLWVhXQlfVLwJfFJF/EZEXqeoHRGQv4Dzguaq6PXLYbcC9vP1p4OaM+rcCW8FMEl1u69cPoX9z6KroT0bhhvI7q3xqygzld5KL8y8fH8+WWGAp4TpkdXZmDRSKoRkhdd8a75gz1E+jc4RoNz90WF0Cj6X3aqEPB4EHUG3PM5iwIqxLP42IHCUiT/CSbgEOFZH9MGT+alW9RUSebMtXROSetuwXgQeKiJtd/CHAF9aq7RsJWZ2ivnviFGbU5+SksdCnpw2ZO3KfnjYE7wffGgs6R0eq7UBceXODarO9wFIJJbbESDucvMIRuZsE2p+dyC3zxANwxch8JWSZd2zWeWLST5H25VnsA4ciD8tquUoNENbLQp8H/lJE7o8xKI8EXgJcZtt0keXrXcDFwNHAR4H7qer/ici7gfeKyCLwoWHqEHXIIvNRTDzzVhzzmnFDdHLL5um2m+LEZHs6uXAIv0Ps/+QbU86a9vdj2z7C9CWxWTwid+S9YCeBdpNB15vtCSzmacdD72USi+XSQ2iVd5NZYvDLx9rUjKQNLJR8XS6hMNarU/QnGK+WEA/IKH8DcD9v/2PAx1alcX2GkNRHCUaHWrdE583iT+68abLt1TJaY6k/YrPJSLNJpdHsmLA5NupTPcKPGVNZMw+59WJzqUbuzxXqk/l8vT0D0RztKIuxCSxi1nEZKErqRLYhm8iLbg8WNFnfJSENLOojhEPIK5FlxC4uhsuoJetwKP+EL6nUKnaWipFOtm4uQrOJ0GCk2WwNx9dKvpXt7/v5Dr4xFsozIZnPzbWXPXY932hPKxezzLNC5na0t8D97hUxUvfPVWRwUK8EPjA02EunS0ImEqEPCByhj9qliuHoifGlc4BOela68VEchdpoRGuptvWVRoNq1ZB66MKYpZk74tYcco9p6o7QfTLfPQu7Z2B2zviy7saMQHPrIvOG5mnTy0Fopft1h+Td60jPPAt+4KDJQi8LidD7DFlWur89QpvQXfwV30p3ni1mYwKqI1ZAH2mfyFrnPqRZX+L9EkY+bDQ65ZPQag/XjvQXg85Rn8zn5mDPLMzMLSVyNxm0I/M82WU1EEopfnooyZBRNlamSPrAQEleLiUhEXofI+aTLhhCr2BI100N59wRHcFLtQK1MUPmtbFOX8VmE5qVgI0XbX6bXny+d0TsOjVjDgqO6Fun8Ladd0u93rbQZ2eNzDI/Z7Z3YwjcWeS76U7koVW+WuTYzVqPpRetdzl5/YXyLHQRGQfOB47A8NvrVPWyjLJnAKfY3X9V1Xd5eQcDH7F1LALPUdVbbN4TMSPYq8AW4EJVfb937D7AhcA+tsyLVPXbpVxgFyRCH1C0CN12YvoDhqrOfK+NGjKv1QyxtzACjcUOHd3p65VKsyOsrW+Jhy6IC43Ojs5QXw8t+UbDdHgueoQ+N2dkll20rfIZzH6edb6aUksWihB4L37Cg0PYXVCul8vZgKjqg0Xk3sDVInKkqv7GLyQiJwLPA461STeIyE2q+jm7/wlgq6p+RESeA3wSON7mvRd4qqpeLyJ3Ab4vIj9T1U/b/A8A16vqm0TkBODTInIvVZ0v6yKz0DOhi8iBGBfnX6lqvfwmJawEzjqHTqcVfyLn0RpGN2/Fwx1ZaqFXKpaFRy3jKjQWOs7lE3FrwuaMxZF3I2K9Z7kqzs7CnqYh7hm7zNImc187n6P7HKJrhSxiX+t29A/KsdBt0L/TsB50qvojEbkeOBX426D484GPq+qcPfYi4AXA50TkGAzRu1AkFwEfEJEHqup1wHmqer09x60icgVmZPunrXX+VOAQm3+FiNSBP8a4YK8qChkMdmDPm0XkV8CNwJXAb0TkEm/AT8IaoOhj70Zd+V6II5bYDcOPGFKviDXbR4MlDK8o1kIP2mNJ2bfEox4qs57FPdu57J4x65mZ9rJzBmaahrxn6CT0ebI7QmND/teLRNdCux8YlDOw6FBgX+AHXtpNwIMiZY/LKXcccIszWO36Zpevqu8N6hoHbrfbDwDmVfXnBdpQOopa6G8Hrgbe6t5oACJyLPBmEXmpqu4ov3kJeYg93n7UQR8dLuaVUIdxBG5fA82KYcVq1bK0dWesjHT4obfa0Vxqke+Za0snjuR96cXJMb5Ms2AXN/LTl1ScZ0uMzGNSS9b9WWvkWesJFqrmYSmG/UTkWm9/qw3xAXCgXd/p5e8AjorUc2Ck3AEZeWF+CyIyjXkB/FWvx64GuhK6/Yw5L3jjAGbAjw2AtS+m0QmrCL/jzSctf/GJPNOoaU03JB6pBz7ofiXVRSO3tN4InR2jztPFWeauI9MfGOS0cX94f2uNWeYxLyQ3YMhfZu1S9/bzLPONROqQiL0riksu21S1m7Ub2jMSLbW0XLe8WD3vAM5R1Z8t49jS0ZXQbajbnwOIyL0wX8ELwLOAS+yF/Go1G5nQHf7fYZFsImtb6J6roiN257bY9GbybCx48sxCq2MU2kTuLG1niS9YUveH63eQOktJ2EVN9GOz+IOHnFVeZ6llvt6aeS8og9g36rUtG+X5od9m11sytsOyW7z9LbRlkzAvWo81ZhdU9byg3r0ix34/r+Flodfn6ixMh+h7gN8B3lR6ixK6IssK9a30JgXlx5a1PuLpMiNtq706GtXRnQdNq00RUnf6+ewszMzCbKNTD3fLToyV4NZOXgndFGMySz+RuY9+aOOaohwN/SfAduA+XtpRwDWRstfklLsGOEREagB2fZhfj4icBJwAvNTuH26zvg2Mi8g9CrShdPRK6NcDvwSOUNVX09mpkLAOyJJeFumUQzrgk7eTWnyfRjd6NPR1tB2l4YQX7jxhh+jsrBnhuatuiNqR9o6MZae3dovfGZrVCdpvZO7gt3uooZRC6FZN+CBmOktHssdigv0dKSKXi4jzzz0fOFlExq3v+ik2zcWOuhE42ZY9Gfi+9XBBRP4QE0zwr4FNIjIFvMEeewfwKa8ND8dE4nDukKuKXt0WjwbeD1wmIhOYXuWEdUAWkTcwEsUihmBjIzZbaJG61ylasQOKnJ5e8w6uGw8YqdYZqTQ7OkfdPJ/+sP09c8YqdwOAHBk7rdzJLI6UfaIOOzvzBg71I5mvBL2GEdj40LL90M8Xkasx/HaydS08GDPYaBRYVNVLReS+wDfscR/2fNABng58WEROwzyuf+7lfQKjUGzz0r7qbb8IuFBErsR4Ev+p70yymuiV0M/FTPf2QeDBwJdKb1FCYeR1jDrJxfmAh8PuW9KKL6dUq+28ZhOo2U7RxpLO04oldL8fVZttf/R6vTOIVqiBt146wRLr6Mwj8mEj84FEb14uXarSOeDZkfSrgbsFaX/LUv90l/dT4JEZeXeLpXv524E/KdTgktEToavqj4Af2d0rrI6UsAEQk1z8Tks/bkoLMffFDk+XeSO/NBehqVCr2xGmY1SrjWjsdEfqzv3QEbpvpbvOz5Coswi8m1Y+jGQ+cFZ6Cs5VCnoidBF5FMYnfT+MG840cMkqtCshB0063Rd9YnNSxiJL3QQ7IpR2yC1+PBfni65BbJdmi8yp1RmpVahW21a6M+qbTXNen9BdEC3fSs+SUGLkPchWeXJjJEVbLBG9Si4nA4/DTLz8HuCM0luUUAhZRLeIJ7mwVD/v+N84zbxlpbcHEJlgXIHrrNNSrEU/Uq0zUl3aQdpsmpeKP5NQ6FeeJaXk6eN+09Pff8Cs9ETopaBXQv+hqv5WRKqquiAie69KqxIy4VvnYbpPiq3OUU9uySbzwEp3COeaq9XaIXfn5hmr1Rm1kRzFs9TBvFSU9hdDPbL4be1G4oNklTuUYZ0PDKknQi8FvRL6w0XkOoyf5YeAw7sdkLC6CIncWekNOmWXJRPCOKu8Ntom6ZoXw6XZhKbV1Ks2SFxT2xrO+BijtV0tjh+zk0l3aOquDeR3fObJKYNqlWeReVZ63rX3PalrqV4uQ41eCf1pmP/n1ZioZu9c7olt2Mm3AMeo6nE2TTBxhgEOBrao6nMjx54K3N+25SeqesFy29HPCC1ZR+qORJ3k4k9CASwdQFSzMxaNT8SjLjqrvTV6aBHqCzA+w/j4HKN2Io2RSjDnqF2ca6JP5v7AoDxtfBD/5iFpF7HUw5APAwXVzq/BhGWjMKGLyHeB73jLfwB/Abx1mef+feDTtOMRgwlzuUNV/8We8+hIO+4OvBK4v6qqiFwjIl9W1R8vsx19jSwt3ckdvi96B1q6uY2u6ExtNzoUaE1qUdlj95tQn4f6GIyPwfg4tdpca5JpN5FGpWJ6zCt0klVeJ+ewaOR5ZJ5H7M2gzJKfM5LWV0hzipaCXmS8h2P8z/dgnO6/Bzx+uSdW1X/HDB708QxgHxF5iYi8DTNIMMTjgOtU1QXAuQrjGz9UCB//sGPUWeqZA4r8kaDjY8Y6Hx+HyU0wNgljm2BiM0xNectmu0zZiUk3MTJZY3zcSC5uertq1YzecIQ+QjaGlcz9l12lhyVWV15a36Ccof9Dj8IWunWW/4pd3LDaN5TcnoOAaVU9x842cqmdbcSLFsUBdL4IdpIRmtIGzzm95DauO1zHaJaVG0ou/v+gUqE9oUVttHOS0bFJDBWPtc8wMg+balCzA91ac8Ut2IDmu5maqjMxaapwc5dWK1BtdlrqPimFJE5kf5AQI+OsdRH4z0DfI7ktloZeJJd724FFAKjqj2OSyAqxE/imrf9HNtbwPYCfemVuA+7l7U9jgs8vgY2TvBVARPJCZfY1Ylq6k1xaZWyhVrRFJ61Uq8a7ZWwcE6d/HGNTj9qaRoF5GBWYaproi056mTFWuszOMjFeZ3wcJiyp12owOmeObs1x2qX9g4osMs/a9hG7Nz6Zh6TetySfCL0U9NIpeoGIHIYJzvUdzD//eyIyqaqzJbXncmx8GEvmI8CtNib73W1M9i8CLxYRsbLLQ4C/L+n8fYss75BFj8ijE1zURo3kwihtQq9hbr1ixJtRoGoM9ymP0Kc222mI9jA5ud0Y+ZbUazUYmzM12aOjEsKg/417kVnC8hB34XT7WaTed0idolGIyP3dVHdF0YvkcoI9yT0BN+feMZjJVZuqekQvJ7ZRyJ4J3FVE3oCJqfAO4J0i8jpMuMq/UNU5OzPSR4H7qer/ici7gfeKyCLwoWHtEIWlf3L/j581a5HpBB3rdFlkEzCJYe0J2o+Gm3qiBlRgk6210YDZPTC3B+bmmZjeydRUg9lZ2DVpJPbxne3XQ83W6BN7q130OSFlIIvMs15uIamHnj8h5Q3MPSt3kui+gI3Y2A3vw0xpVxhFZyza24aFxFrJPwc+4+X/Ti8ntfV8lc4IZWA6XJ8fKXsDcD9v/2PAx3o956Ah1NL99Fg/qNilHSZ3zCzirPMxDLE7i93VVrNpdn8TRkOfmoHZzYbYp6aYmtrBzIwl83Grqc+1LXRH6sNopWdZ5rH74RCSeZVsYvfvY//d06HU0L8I/Jr8mYwOzMmLotCMRSLyBhG5WFWv9PNE5K6YcJVv7PXECSuD+xP3ghFH5hXp7BhlDEO3E7QtdEfoinlMRmjTSaPt+TK7B2Z3w+QmJid3tDpHW6Q+1349VMm20qEfiSgbMQnFJ3B/Hd4P/z74L+eGlw/9TOARDJ/b4udV9cl5BUTk4l4rLSq5vA54v4j8G3AH5tnaB6Onv0BVf9PriRPKR+wvMeJp5+0O0WqbzGuOzMdok7kjdlfrqC0Dra7W0QWYnoW5eSO7TO1gZGqczVNzbJqCCSu7TOyE8Wb7lRESWOj5MogIrfFqZMmy0N0r1KU7S91P6/v7NoReLllkLiL7WI/CzDJ5KEToqroHeJ6IbMJo22PAL1T11l5PmLB2cN9yTm5p6eetAUVV45LSclUMLfQRDIGPYcZ7Qptm5mHaWuezm2F6GqanmZqZY/MUbJ6CHU5Ln4lr6T4pDRLyOj7dtfv3IY/Q3T1yo2rx0gbKUh8yQvdhZzx6L2Yczq9F5HiMpP1MVf1JL3X1Gg99N8bDJaFP4IbhO0u9c85QR9q+/TxGm359hd5tuyFLCyAzbdllchNMTjIyWWNysu3CODZuCD0k85DEBvnvHGrloXVeI07oPplD5y/h37e+t9STl8v5GLXjYcD7VfUOEXkOxnuvp8GbvcZySegT+MTQEQnR11+qvgjgfM8d7Y7SSRWOPiZoR2PZZIl8xhtJOsXE5HYzkHQSNk22nSH92t1ZQ2vTna1fUcQ672alQ/uO+zTnd4zG9Pa+xpB5uQS4m6qeCiAiCwCq+kM3SXUvSIQ+RDCE7jpER8x2S1oZ9badpu4eD59CnG/6PDAFI7stmW9qkfrU1PZWn6kj9vHZTtmlRpzMBwl5cov/xeLW7hiIeyr5ZD5QXzZDqKEHGPe1cwAR2YLxJ+sJyyZ0GxN9qL+TNjr8GCqVkDXbJjuddONI3e37cC6MExhCt26Ok26ZsMsmJid3d7gv+oTezbOjXxFa5/52Voeoux8jLI154+vmIZGH5+33ezfkhP6PwA9E5DPAISLy98ATWEZolZ6MIxH5N6vtADxTRF7U6wkT1g6xof9LEaMfRz2CoRmh0550y4RZj7joizbA1/hYa9Roi9SJuy9mDbIZBMRIPSa3+KNp/XsiZN+fQbtXaLPYMoCw0WVPwvxl/x/mkXiGqn6817p6tdC/o6ofsY34iIic1esJE1YX4dD/7IJLhh5565FgewTj5TJq146C3ICkCUPm1jpnajOTk9vZNGncFycmYbwG4/W2nj5Hp9U6EEPYicssMcvcfzX6JA7tAGvQHgXQYABJ3GHIO0VF5L6q+g3gG0H6s1wo8aLo9dkIRfrxHo9PWGO4yaFbURebapZ2CeKKrbPOHYU4G9LJMWOdy/h4m9THxxidrLY6RTc5HZ1252hs5KiPfiOtWPvzSN1Fy4nJLn6XdBitciDhNPThDZ/7CRHp4FIReSDwtl4r6vUZWRCRz4rI+6zes6fXEyasPsJYLh1zivp/jkYryC5LiT0WnDJmf1pLvVZrD1QaNxa7C6froi862aXbIKNBIq4sUvdfkb6fkRO4HJn730oDjeEm9HHgX0TkESIyaueC+G/aw7ULo1c/9DeLyGOBo4HPqeqXej1hQrnIsq8dVbvw5dq0X7WNBbss2oQFls766WQV9+GfZ39aOhJv1iMbwXF8fFenhW5DAYReHqGk0K9/225adyi5jAT70L72RdrDugaezJVBJusieBTwK+AiTBDC/4eZYvM+vVa0HC+XWzHP2Q+9ELYJGwA+uavbbrbndV5o0N6pzxtiZwHjU77gLY7gHZUsemdwcHakR0k1T3oZnzCDirxlctIQuq+j+6TuD5whcsaNim6vuxiZu7G5bt+N6h1h6V3PQz/cn+4Y+kmi34aZ5+FxmKizxwL7sozgXL16ubwK+DvgWcDhwLm9njBhbeA61nxSX3SEXl+w6zoshGTupnR268WwNtqvDAfbeeoH/LKzIY0HpO7r6DHPjn5HJdjO6hB10opP8KN0Si5hfVnoeyp0FnoJkouIjIvIhSJytYhcaxWFrLJniMh1dnlVkHewiFwhIl8Xka+IyCFB/l1E5DIRuTBS76X2GLd8tkuzn4Gxxu+nqm+x+08C3tP1ggP0aqFPqeoJIvIaVb1CRB7c6wkTVhch5S5gLHOfv0frdRNUq75gLPXReYxf+RzGbtxDfFCRT/ARL5mOwF81qI0xPj63lNTn2np6OMioGqm5Hwgry/kzz1ofJT6Zdih0hfFVu3ky9cP96oRaa6MUnA2Iqj7YTmN5tZ3GsiOAoIicCDyP9iT1N4jITar6Obv/CWCr9eZ7DvBJ4Hh77KHABcC2jDbcqqrP7qHN31DVP3Y7qjoPvF5EDuqhDqB3o8j10TjzbKrXEyasDsJuTX+i6IW6IfP5OszNYSelcIG19gC7MSQ+a9fz3ra/zNEeJer0dkcfFUzAr5F2nHXrj+5Gi7YW2pa6P9jIxTQJrfWNbLlneefkWeb+tj+My5G7L7tkIfbS6z8ityjJQrdzM5wG/BOYaSyB64FTI8WfD3xcVedUdQ6jX7/A1uMm8LnIlr0IuJ/1PAEzVeYTgR8u/6LbUNU/yMj6fq919WqhL4rIpcCkjQj27V5PmLD6cNZ5SzjxrPO5Odg8N2fjmM+aZWEPjO6mPfTHOc05a9w9Jo7EbXCukEbCqe1qY8h4jfHxegehj283Y5qdhu5b6eHwdrz9jU5YeRa6b5WHY3JD3dx5uLjFRz9+vXRHaUP/D8Vozz/w0m4CHhQpexzGCvfLvcjLu0VV6wCqWheRm20916nqNgCRzLkpNonIRcA9MeHG36SqN/oFRORUzAulKSIfzqjnRODtWSeJoVcvlzd5Xi43Ji+XjYWYA+IihtCddT5fx2zYqeOMlT4LezlL3XXXVeza+Vs4nwunrfsWekDqLSt91Mou9VYHaWv06GynlR7WSGetG57Us8jc7x/w/cz9tGpQRzcvg/D+bNR70hPKIXTXiXinl7YDOCqjbFjugIy8ML8bfoKZGvNmEXkicKWI3FtVf+2VeRjwH5hP4ROACyP1zBc8XwuFCd1+zjwa89b5DmZC54QNgJD4mrSt8wU6rfM9s2aZmJmBnXcadp3ZBVM7YcSnmibt0aGjXpoTc+Zpe8d4NFwZaVvp4xMd7ou7J02c9F1T5h1Sxwg5dbIJ3VdWNyqpx8g8Nio07Ah2EpPzN18M9sPYLuHvHMNGuzeFoD15uewnItd6+1tVdWtYY7CfZUrnvTtjeXnTxbUPVD3T2/6MiNyEcSR5h5f+Qu+Qs+y0mp0nE+kpFjoUJHQR2Qv4Mua/9zPgIOBcEXmkqu7o9aQFzvdoTC/vbYCq6t8E+ePAuzExhA8HzrV62dDCt5N963wB2905Z5bZWZiZgYmZ3WZj504TKXFyE2ypeI9sE/Nzj7N0YHoeoVstveXpMsHYZIWpqSa7Z72Z62ZhfsZ0wszRFnBiXWN++kYi9ZhHSxapuxiWtSAt1MuVNrnHMJiSC71Y6NtUNSahgOELgC0Z22HZLd7+FuD2jLy8eorg5xjOjEJVPyYie2MCct0VM9fo52Ik3w1FLfQzgder6qUuwUovrwVe0+tJ8yAik5iA7/dV1XkRuVhEHqWq/hfBy4Cfq+o7ReR+mE6QrI6FoYIvt/gOiPV6m9BnZzFSy8xumNwFM9OG2KsjsNkf5uJqcPTjzuCH0PUHJxHo6LUWqY+P72bTZCeh1+uwu25I3b2A6sE1NL0WbFRSD4nd/86Jaed+mrPI3bGLQV0xDJTUAtZCL8XL5SfAdowLoCPfo4DPR8peQ+fAnaNsmss7RERqVj+vYWZqu4YuEJEDgMer6oVe8oHAjfEjWlz677bNdwD7AeeJyFN6lbWLOhCIT+YAqnoZcYNqpXgI8DPrugMmYM0TgjJPAK6y7fgucIyITK9CW/oO/p/d0W5LNg+s9JaFvmOHkV927IBdv8XIhTuAXZgOfbd23jC77eKs9EU66KVlpY+14rs4It9k19PTsHkapoHNmE7SaQy5T9HpCRObCAKKP7xrgZh1HotP6S9+3Bbnf+5Hz4GlsovDwFnqJXi5qGoT+CDwXAARORzrrSIiR4rI5SLibun5wMnWb30cOMWmoao3YAj4ZFv2ZOD7qnpdgSuZBM6w03UiIsdhOlk/mXPMO4HHqeq9VPX3VPUwDMe9u8D5OlDUQp/NSN/d6wkL4AAMgzjsZGlnRFaZnX4hETkdOH0V2rghEWrPjm4doc/MdHL4psk7keqIId1ajVbgrqbCVB1G9tCeX9TZmP7Z/FGli+0/XHWkNfzfRWCUqT1M13czX4f5uXbRxQawo1Mz9ol7zq7rkWssoimvFrpJLL5O7vTzkND9EaKuDvcS9gcX+YhdZ9+TuYI2SxtwfjZwvohcjbnFJ6vqrSJyMHAE5qdYVNVLReS+tCMcftjzQQd4OvBhETkN85D/ucuwL4XLgYMxk1N8BXiWqv4cM5L+P4EviUgD81OfpKo/zmnzDlW9yk9Q1StFZHuvF1+U0B9nJzIN8WCWERGsC27DGG0O0yzVroqUwXaWbAUQkaEIUeBLFW5gUWvYkCe57LbEvldtpyX0IA5QowGT8zDhOkad50s1cqZ5OjT0luRi/dEnJ2BqE2P1eTbPNdgz3Y4xU6+b7cqMOdzvGIROwoT2J2HYWbqeyCJ1n8h9h1Bffgl7JpyrYswy7ya1rPd9WAnKCuVifcqfHUm/GrhbkPa3mKH2sXp+CjwyI28ReETO+c+yS1FcKSInBpL2HwGXefufVNWndauoKKHXiVvjC5G0leIq4CARGbOyy8OAD4jIPkBDVXcCn8NIM1+3GvqNNj2BpZ4uixhL1xH67tm2pV6rNZgY3xkn9LodTTo+DrV5EKelV4KzLRpTu+np6NVR6+kyZjxp5uag0WC6vp16vf0F7bYrFVrfV06CgKUadZ2l5B5e+2qjm4uib4U7Ig9J3e+pcPC9Wxbo7lIRfqX0K1Tbj86Q4hnAmSKyC/gtsDdGuvmliDwP8ygUiutSlNBfrapLOgS8kVOlQVVnReSFwPtF5HbMpBqXi8g7MR0e52LiybxbRN4A3Av4y7Lb0a8IOxMbWDKnrZ2Pj5sIiLWamUD6wOouRisVG4FxsT0SaW7C+KpPTrT9yh1R+3PahfpmpWLj5Y5Z1rbRHQFpNtmnuaNlxLeK2lC71e0w3mzHe9lJp4Y+R1t+qXjX6K59tTtLQzKPySvh4oc4aM2rWjH3fqRiPPYq9kdbZOlLLIZBIHIHpfV4DCt2EPmq8CDAe4tUVIjQY2Ru04t0EvQM27P7pSDt1d72HuCvVuPcg4KYP/osZkCPs86rVUMqo1XYr3InI04HaTaNdT41ZQh9bqIty4xPWCYWu7a2dNPX0Eeh2jAvgWbTuEV6hD/SVPat3tki9GrVfgTUYKwG4ztMO52r3wzt74Iq7Q6dOm2sNamHS9gBOp6xODJ3IW/AkHmzCc163GvGXdfAIlnop2dxrIPtD+yKXof+J2wQFLHgfEJ3naOzc4Ysd80YAq1WDYlWqzDd3N2OqN+0lnpj0YTZddJLY9Gz1BdNB6iz1ptNQ/QtDd0y1fhipwXfVKgIe1V2As2Wle7L79UdwM7OkZSQ/8CuNqlndYRmebOMBtutUaLVpR85YPbFdUV41+JjUIl9mMOhdyPzomUgEXpfIqbh+gglFye7zGLIZZeVXUadhWgraDRgS3M3Y83FtoXeWDTyy6SN8NVYsPJLrT1DkWPiirQrrAaavE/0FWlZ+3tV72jFevHjpk9OGglmbAdMNtqyxgztzsSKt+17wbhhTmWSep5HS2iVO5fLTV5aa6am2lJCdx9G3TBw/ucWGs6KmLBs9EzoInI0sD8m0tgv0wQXa4ssyzzLxc13X5zD+HpWGjBmOyB9InGTYGxpzDHlh9id2gRzk2Y0aWOhNaSf5oSpoFr1tHXx5JgKHaEAnNdLbdTUNTkD42OMTe1k/+kZJibrTEwaX/VNU4bcN08ZF8vajvaU1H5UxtCf1veCKYvU8zo/XXsciWetxzHX45O5VMxMUu59KF5j/TYrg2+pD7OFXiZ6InQbBP7xmKGsFwIvpuSRognZiGmrWR1ofufoIm1SdyFba7NtC9ERipt7FECbTaYau4ynhZshw5lRsUEelREruVhNvWr9NdykF9V5K9VUaQfvciNJx2FyE1O1HYzVdjExDhP2C8LNagdQ2dEZVSa8Vn+/Emwvly/8+5tnmccs9A7t3LPMR6qmMxRsJ2hlqfwChsj9IVv+bwqDQ+rDOAOd9V65VFV/UWa9vVroaYKLdUIWmftpMenFD3g7h+kuH8VYts7321mMnYRuOHy6uYuRZnNpr1XL19A1wL0VKm1dvTJijnMRGBuLbVYbrxsrvzWx9DjURhmtjbLv5E5qtUZHBAF3iuoO24mYc19c3ko19SzNPEtmmSBC5LRfTD6Zu1vn7ndHF4O3KEtfWD4GwXVR1U5vO1w4FPgvEakCXwQuBb6qqityBe+V0NMEF+uAPMs8zyvC19Kdde4PLwdoWlJvTVPXNGS+2Gj7iE83dzNan2+Lvc0mNKc8E3+kTeiVijlDxVrm/iPWbEJjDMbtFHhze4x844K7TNogYVOb2Ty5g/HxO1shA5ylPjkJtW0gc+1h87Frd1gOqcfucdVb+xa5L61swvwhxmmT+5jtdHaE7lvjoVWqzTaBhxP+xZaBQWnh0PsHqvpa4LUicldM3PPnAR8RkRsw5P4FVf3fXuvtldDTBBdrjG6WudvPs9Bdp6EbFjTnlV2kban7hO4IHqznYaPBBDvjVrlbaqPtf2aHMFwBBEbU9HSO28rHbayXuT2GyJ02P2nWo7VR9h/fTq3WbFXlrPXmbeaihKWyRGjs+aTeDXlk7nuwhGQ+QaeVvglD5hOebh7zbHH31y3ua8otfhTKmLQU2+5HDKvboo2R/hEMmVcwo+9PBP7Vxqe6TFVfUrS+ngg9TXCxtoiRub+fpZ87xKz0kKRaw8wtqVcqbX3XqSptrb3BWHWmk8Bdh2ht1JB01SP1FpmPeOtF45s3OmrI3XWSji94+nqtrcVXKuxV2U6z2WhV68Y9NbaZl4/zs/clJv/afcs8z0rP+vpxZO53hIZSyyaCgGKVtjvoSAaZd8gszbZl7k/L7WK7hKTe7wTuQ4fQQo/BBhf7H7u8UUT2Ax7XSx29dor+iar+F16MgYTVQRZRdyNxWPpp7qx0R+phudb+TPuPtRj0ezprfUtlri1z+BqCI3a33bSmvjgyd92ZNe/sjTaxL9Txp65r12V83vfmN0Cjw9UPgG3QsJat0kl8/jVWvfRQmon1RfgvPt8y963yLDKfqLQHSvn+9b7U4hbXV9FotMM0uHEDWXNDDSL3JbfFpbBT3V3UtaCHXiWXN4jIHwAfC+fISygPMWs8TI9ZkdBpkfryg5Ndsj7bW5bgrCGahUZniGpHoJUKTGNJ3ZFua9o5a7HXGtZf3ZG3G1Ljvglca50jYgNG52Evz7fdH0ZqXxB7N39DpdI07bNvpsUm1Le1r829tPzr919q/jXnffVkySw+mTvd3Cf3SU8zj+nmrfveNG13ZN5odhK5v44R+iCR+zB6uawWeiX0vwB+CjzTDkW9QlX/vfRWDTG6kXk36xyWWqEhoTlyj5UFqMx55/fIyNeBpytzjNRmPMllzPitV0fNoKRazTDVqP+IOR8bR5uudV437YRrTLOzE3ZuD9TnmW5sb8WkcZN27J6B3XNtX3sX7yUkd//e+fyRJbXEYrTkDekfw1xuKLPEyDxmnftjBhostc79L4+Bgpr3f8LKsRwvF+fWfBxmxo9E6GuMoqTeoC01+On+dihNgKHdpiX1EdsZ6fR0n6T2qu2yLop25GdLU7eDiJwPuizQtnnDKwlptmk6R12nad3FVJ+0cdXnmZrazdQU7JmDqVk7EGnOELkL6lWz1+3W/iskdg9jRB5zT4yReovwPat8JPIjtTo+G+1+gPk61Jum7fN0hmmIzbU6SJa5gzLckouInGFD+a4YvRL6xzCxx78APFtVbyqjEQkGRYg6C1l/cN8yd+V8XdnviHMeFq20ubY04MsvbUeWJpsrO82Ob753jBStGFG5ZZkveNsObts6IsoirdmO6jaOzOQmmJyFuQmmpnazyXo67p40kSOnxu0k2BgZxJ88z11naKX7iFnlMUKP+Zo798TQmyV0TwzJvF430pb7qthDe9t9ZWRJLj76ntxTp+hrReQI4F+DqTZ7Rq+E/kPgeSn2+NqgKMHHZJMQjhCqXhmfIJTOac5broB1YGfnEHVHVEZWsO6Mbli/8z93Frrr2Bx1QxjcwP2sK7Q6e0dnq1dnbQypVRmrNVqxX1rLXDsQVjiHpyN3/9r9M2ZJLaHkMkanVe7KOqlF7CXFogs7QndkXq+3ZSI3EUmdzpmmYpLLoFnpCkPrtmhxIWYaulNE5GXATcBHVfV7vVZUiNBFRGzMltcCW0Rki816gaq+rteTJqwMIYGHUkIoq/hk5Ujd5WV1sjlyr4BhlhlDVm4BIy8YibzBRG1n0JE52ma1SsX0Go76g9mrdE7hoLTpzEZ4bDGhF3KAdpU+51cqbT97t8Q6jbNeIVmLT9zhS8J19Y5E/kVhdATXyewTum+N+4tP6DELfeAw5Ba6qr7Sbr4PeJ+IPAq41M4H8THgIlW9tUhdRS30bwLHY+bRu4X2P/GeQCL0VUKeRODnh6SelR92RYaSRCPIc66AC8BiHRZ3mHrdSFJH7AsN2L+ymzEXP8DXGOrzbdN0fN5Y2aMLZM98VDfHzM2bjlC3uEiPDTPKNDyNQ4zIQ1In475Ug6UWbMcIPfx9tGnlqmZnmpNa5gOZZQ4zFZgvueSReUjqg8CDqgz1BBcicg7wFuDPgGcBjwa+CvwLcAdmMp+bVfXsbnUVInRVPd5uvkRVP+M15PE9tTwhF3kEHiPvXsjcr7tCZ4dpuHZLnUBbb4But7PNNdsGeKNhOgH3q+xi1FnWLqNuJ7eoL7RHhtb2dIbdBUv6Vi+v1w2Jz8zA7B5D7rOzluTnWbCdiY4kfUJ3vBCzzP398F7HZJdweyRID38r994K5ZaWa2Kj3QEaLo7MZ2GJp45P6q16GSwMs4UO/LVdfokh8efZEaQOl4rIdcDZ3SrqVUN3TmUujO4JwOd7rCOhB2TJKzESj6VlHReuQ+vPWenQjvrXyrA9KI64tNmWPbY05xjjt2an6UknLUKfN2s321FI6I2GKesT+swumN3dWs/Nwfyc6QT19Wh/cFFReSJGzOFLAOLze7pz+B3GfuRKd1kLDbtgliwyj3WEDqpu7mMY5xQVkceqqhuguQ14mqpen1H2mcDNRertldCPcBuq+h2RbtPYJvSKmJXei2aedxwsJauYBONLLn5eayRmExo7bL3NtpW8aMlrr/ocmxu/MaTsLOzJmXasFjdwqNoe3m8qcvOZWslldrc5fna3CYq+cyczO5tuk507LefPGhdGpz83iMdAKUrw/trBdRq7kZxObmn58zfswFjvJeeG8zsid37mWdp5ltySZZ0PErkPodviO0TEzQX+DmBvEXlkUEYxk0ZfrKofLVJp0U7RlwIvw3SIPts2ogF8rlDTE3pCEVKHfDL3j3NlY/uO1LMkF7c9F6TPA80d7cE9TlLYM2uWubkG0zPbGZvaCTvvhKnNbTL3Y8D48C30+nybzGdnmd9ZbxH4jh2wfbtZO3Lf1TDhaJy164+yDL888u5ZWC5c/KBZ/jEVoNJsTyHnXn5uOL8/0CmPzEMrPdaGQcQQSi7HYPoki2CXiDxPVf+tW8GiGvrfAX8nIk9V1U8VbEQmbFSx5wFvBh7pu+fYGOuPwTy7JwDPCYPAi8jBwFmYz5CDgTNUdWal7dpIyCJ1yCbnbkQVdkGGHYOhBONb6+Neum8xNmY7B3S6wTLzlugnZxpMTe1gbGrG+pZ7FnrLC0aMidZotEnddoouzDWZtXOg7trZnuB6+3az3rEDZuaM9hzTn7uRYdZ9jhG7s8xHvLJKp64e1uG/BF2bQgLPs84HnchhOCUXTOzzE7oVEpFJ4AHA+4FyCN0hJHMROUlVL+mlDotjMJ4zHTOI2XCRr1LVJ9v9TwDbI8efD7xRVb8lIm7WpLOW0Y4NjRjZxNK7/dmzCD9G6qEEE7MQnXzgrNV5G/mw0TAk7jTu3TN2FOckTE42qNUajNZ2t6IQSuszwUgurrN1vm5itbi65uYMkc/MwO5ZQ+w7dlhyn4UdGFl/F8ZKj+nRsT6CmIzlL25QVt0r608I4F567k8U/ibuvE5yce2Zp9M1MasDNCTyrO1+hzKUXi7nFCmkqrPAlSIyX6R8T4Ru/SPfDuyHkV2mgZ4J3Yn/EQ3+8cCMiLwCM1fATWGsGBEZxVjubhbsbwAfIkLoNt7M6b22byMhtMLDdB95HjJ59WeRuls3gsWPBNjyzGjCnu1w507Ya5rWxBQTkyYm+ORke1j80giEzZaF7/y1W5a+7fh08Vscue+cMQS+G0PmM3Z7j93OI8rYffGJ3hG5W/y4N4uYwUUumEFonQudHbPhPQuH9ocWedEvi4HCEPqhq+oVRcqJyBRmZP7PipTvtVP0ZEx83tOB9wBn9Hh8NxwE/B5wGua/c4WIbFPVr3hl9gP2eJNT7wQOiFWmqluBrQAi0tfdLv7zvhziLnqO0NUvRug1bzuUDzY1YPd22LTTWOb+SM6sadgcFhoRn+16m9Dn5mCu3iZy9zKZYankMsfSdsfIsRKkOzJvsBS+ju7mZg0lGAc/rnlI1lkknufVMqjWucOwEXpRWCn5D4qW73nov6r+VkSqqrogInsXPVBEng+cBMyo6lMyiu0Ernfz6onIVcAjgK94ZbYBE97o1Wngth6vo69RhNyXW5/bd/U6gotpyj5ZuY5CR6azDdi9E2o7YbzWSeajQawTaGvwod+2G4gT6s0+gYfaeZ6E4V9vlguoT+YxXdxZ5s5Kj/l6hRNTZHU25xH5sJB5mRq6iIxjJNkjMD/P6zz3wLDsGcApdvdfVfVdXt7BmJmEqpjH+zmqeouXfxeMz/ivVPXZQb37YIbz72OPf5GqfruEy+uKXgn94dbBfVxEPgQcXvRAVb0AuKBLsSswI6UcDgI+AyAi98DcvAURuQIT7fFbwMMYYm+bMv7gWXp8KMO4tJCkfOmghrGe/UiEo3UYq3cGz3Uk6KxbNztPrH7/HL7bn/8CiUkYsX4AH1n3LrTOQyKvQO4Ao/A++dcTu7ZhJnOHEt0WzwZEVR8sIvcGrhaRI1X1N34hETkR45hxrE26QURuUlXHJZ8AtqrqR0TkOcAnMaPlEZFDMVy2LaMNH8AYpm8SkROAT4vIvVS1kA6+EkhbuShQWGQT5rkSjCzyRVX9Yc8nNZb9X2Ekm48CH1fVq23eizCeKwuYgUxnqKqKyP8Ar1bVK+3b843A/2LCD7yim5dLv0sua4lKZNsRl09o/rB4F5GwGmy7QFlhfJUsq9aXNZyVG7Nu5+gk+m4kCXFCjA0iCkeJ5u2H98sh9iUTW/vb/nFhe/uFzFW158Eph0+Jvv93i5V9/De5TlUfFMuz3nO3AU9S1a/ZtMuBz4fhaUXkEgzpnmP3zwKOV9UnisgxwNXAXqpaF5EacCfw+6p6nZ0abgY4EzjYt9CtdX47cIiq/tym/QTDXRcXu8rlo1cvl93e7vttp2PPhK6qv8XELnhLJO8DGcc81Nv+KfDcXs+bUAyhJOGj7qXHLHUX/2SWTtL3rdnQOof2SNRwpGeWxZ615BFk1rXGJJfwq8TvLG4QfxH4dfrnDok7a8lqb5lk3otEt2YvkfImuDgU2Bf4gZd2ExB7ARyHscL9ci/y8m5R1TqAJfWbbT3X2anhYk4dYFwM5x2ZB23YGIQuItsx3mEdyRj9emvJbUrYIMgjdkdOzlfdbdfJJvI8qza0SrNIL2bpLleyiLkt5pG7XwbiZO6fq9u1dLPKY/vLxXL6WnpxjV0JVHuSXPYTkWu9/a3W+QHgQLu+08vfARwVqefASLkDMvLC/Dys5NgVo6iF/teq+vEwUUROiRVOGCzE/swhCTbIJvCQ+Ip46cTIMNzvRpJ57ffTYy8slx97EeVJLbH6s9oflokdu1KU0Wke1rMa5N6Dl8u2LMnFQ/h6yJKB8l4jsbyictJKjl0Rio4UbZG5Dcq1P0Zq+UTmQQkDh5gFG8oRECe9boSeRahZ6zI1Z9/qziN2IutwO4uY8wh8ue1eL+Tdq+WgxEminbfbloztsOwWb38LRvuO5eXVE6t3r8ix3y9w7IrR68CiV2EG//wc45bjRmkmDAmyrNpeSK/oOWL7WVZ81rG9nDMk5pjlHqbnWfe9bMf2V4qyrPMi9a+o7eW5Lf4EM7L8PrTJ9yjiEWGvseXwyl3j5R0iIjWvU/QwLz8P38Z4Ad7DC1lyFIYvVx29/uZTNv7ATXak047ym5TQDwiJKUvnDt0OYx2ZWaMm8zxXYr7lKyXEsI4iUk8v7YxJQ2W1fbnIk8h6IYeVvDzcBBdFlvx6tAl8EOswISKHY9wSLxKRI0XkchFxffHnAyeLyLj1XT/FpqGqNwA3YgZSYtffV9Xrul+L3gF8ymvDwzG+AmviWt2rH7ofygLM8PyEIYVvpfr7sbwwPa++Xs69Gsi7rpXU1y2tTHQj2KIEvFYdoyUG5zobOF9Ersbw28mqeqt1dT4C40W7qKqXish9MaFDAD7s+aADPB34sIi4Uet/7jLsS+FyjHv1uIh8BXiW59nyIuBCEbkSw5l/qqpzpV1hDnr1Q/8bzND8ScwnzbdV9W2r1LZSkfzQVx9lfOJvRA25TOlira4vr80rvZ68Tubl+KEfMiZ6zt2LlX3W/2b7oSf07of+JhF5LHA05pNkn1VpVUJfItSh/fR+RtbXxnLqWG9kXUMRz6OwbJnXNIQTXKwKCj2jIlITkaeJyAmqepmqvhsjt5y9qq1L6CuEn+frqQ2vBrI08JWWXSvE/uzdtPK8/F519iw4L5ciS0I+ilroH8MI+/vYmCovxEyN9OxValdCnyDvzz7o/79+v77ldHquisU+hOFzVwtFCf1XqvoyABH5BvAaFyshYThRhAxW49M8oRxkWeshwt9uNV7UWt7Q/6FH0Zf0dm/7C17gm0eV36SEjYzlfGavtj90wsrRi6xSltTio6nFloR8FLXQH2dnzgA43k4VB/Bgik90mtDnWMmfeBgkmH5F0a+t1bLWlVLdFocaRQm9jglzDSZmuUP6UBoS9OodAWvzuZ7QO5Y7gnfVfr+koZeGooT+alVdMuxVRB5YcnsSNiCK6q1ZZZpBWvrvbmx06wBdjd8zEXo5KBqcKxrDoMhQ2IT+Rkw/zdt3yPvTJ1JffWSNCeiWF1rva/E7uaH/CStHr0P/ExJaKDIaMSuI1SCSei+DczYq8sh+tZA09PKQCD0hE3nWeNFwuD6xDyqp9xo3ZSNdc4zAy4q3UxhJQy8NidATCqFISNyQvAn2Y6Te71iONbsRCN7/jYpa5asZZCy5JJaDdSF0EXkpcD/gR8DDgHNV9SoReTzwVEww+KOBi1X105HjDwbOAm7GRDw7o9sk0Qm9oajV2a3DNEbmReKJ9wPKkibWLKIh2W3uRuqrSeZaXjz0ocd6WehjwItVdY+InAScAzwGuAfwRlX9hYgcCPxIRPa2cY59nG/LfUtE3CQbZ63lBQwTQvIuYq2HhJ1H6v2IMsLT5g2jz8ovE1lfUmGZrGNLbUs/PwwbCOsyiE9V36mqe+zuvTCzYqOqF3izfFSA3SGZi8gocALt2UO+ATwhdh4ROV1Erg0mlU0oEf6owdh2mJZVRz+h26jKotcTu0crqW85CHm0SFCx0of+A41msSUhH+umoYvIXYDXAvcHnhQp8mrMFHch9gP2aDuQ+04yZtS2s4FvtedLKl0JyCLvWBnI1moHSXqB5fvqO3Szjsuy3PPO06vkUkZ7yqwjYQ0JXUSeD5wEzKjqU1T1VuClIvJIzJx/x3tlXwl8V1UvjlS1DZgQEbGkPk2xyVsTCmK5FmGMKLJIu18JvAhxF/XVd4hJH/5xsRG3sfSiyNLLl1NfaUP/S6gnYQ2/dq2ccqKqPsVONu1wC3Co2xGRs4BfqOqHReQRIrKvTb+HiIyo6gIm/MBx9pCHsUbz9SUsRZHO0TzZoN/klhBZ5B2Tm7KWapf9LOklK6+ITLNSKz9PkllpnXlLQj7WS3K5p4j8LcbaPgY4DUBEXoKRWW4SkRcCd8N0lt4BfBIjw1wJvAB4o5096Z7AK9b8CgYYyx1cUsRC9/Nix/fzn7aXTuOsY3v5gsmy3IuiiNSSda4ykSz08tDTnKL9jKSh94YYGS2n09O3rGLWVmh5bfQ/dhZJd/ME6kbusXuQtc7bXk80Wd6concR0WcWLPtu0pyieUgDixJWjG4Wfb9b3g5FrexuHcd58lSei6dbD1qHsgKN9W7EgCARekJPyPNdzurc62eyKYKiXzNhfgyh5R37kgkJPPwN1hJlnW/Qn5G1QiL0hCiyXAzztN48S3GY/rCxDsqipB4j9NA6z7vHq22tr0bdSUMvD4nQE3pGN9/ysKy/vRG13zLQzQOlmwwT1lOUxB1i0kyZWO3fapCehfVEIvSETORZ6UX1224dev2OXtwFi3YkQ3ZHcp4rX5mk3q/SzbAjEXpCYSyHMLp5bPQr0fdC3HlLVl3dCD2rE3G5pL6e9z51ipaHROgJucjqBO2FOPJIfFjQK6HHvoJ80qsG+8v1eNkIv0XS0MtDr2MREoYQ4Z8tRtBFJIKwrn61zntBKMP0Yr1XyB81mqXNh+fPwka650WkpSLtFZFxEblQRK62gfkem1P2DBG5zi6vCvIOFpErROTrIvIVETmkh2NvsMe45UNF7kEZSBZ6QiHkWepFj49tx/Y3Krp1AIcooq930919VOm01HtxgdzoKLGtZ2MGTD5YRO4NXC0iR6rqb/xCInIi8DzgWJt0g4jcpKoujMgngK2q+hEReQ5mpPrxBY+9QVWfXd4lFUey0BMKI0bEWW52eR13w448C7sXa7wboedhI/0OTnJZqYUuIhVMGJF/AlDVHwHXA6dGij8f+LiqzqnqHHARJqQIInIMhqwvsmUvAu4nIg/sdux6IxF6Qk+I/am6/eHy8jcSsawXsv6ERSz6Ii6Q/fAnL0lyORTYF/iBl3YTEAsVcFxOueOAW1S1DmDXNwf5eee4q4hcIiJXisjH7Qxra4J++K0TNhiKkneRcgnLvw8hYffrn9l5uRRZgP3cpDV2Od2r6kC7vtNL20F8voQDc8qFed3yw3PcDLxAVX8f+B/g6yIyGWlD6UgaesKy4RNRUTJJJN6JIlp8L1iNQUVrgR7avK1AcK4wEF9WwLC8gH2xPOmSbzJU/8rbPQ94PfBEjA6/qkiEnlAK+pFE1guxF2GM2Lvd00G55yW6LbqJbrZkbIdlt3j7W4DbM/LCevKO7YCqqoj8H3BQTrtLQ79+pSUkbAgU8b/PK1fU5bNIR3PRfoqN+CIoSUP/CbAduI+XdhTt+Yd9XJNT7hrgEBGpAdj1YUF+9FgR+V0ReXxwrgOBX3Vv/sqRCD0hYRXRzQsoK70IsYXbeefeyCjLy8VOKP9B4LkAInI41ltFRI4UkctFZMQWPx842fqtjwOn2DRU9QbgRuBkW/Zk4Puqel23YzFzHr/UTmaPiDwZ2ISZZnPVkSSXhIRVhi+nuO0iZNuN8MNy/YwSr+Fs4HwRuRrDbyer6q3W0+QIYBRYVNVLReS+wDfscR/2/MgBng58WEROAxaBP3cZXY79DsYD5qsisoh5X/2Rqm4v7xKzkWYsSkjoAVkug8tZwjp8hJZ3N8u1QSfR51nvq/kCWM6MRXuJ6EMLlr00zViUi2ShJySUjDzPlTwtPSu9CKlnHVP0POuNjdqufsO6ErqIvB54uaru56W9B2NwCDAJvNhqY/5x+wDnAv8LHA68LhzauxHRqxdDQv+hm6TSq9zitpdD7GE9GxUpOFd5WDdCF5FHAPsEab8HPEpVj7H7NwIPoa1VObwN+G9V/TcReSLwbqDoPLNrirxe50GIwZHQRp5l7vKhGKlnSS7+dpae3o/PTz+2eSNiXbxcRORA4GnA3wdZdwBTIlIVkSrm5X1LpIonAFfZ7W/Y/Q2FXoIuZR27kjoS1ha9EHQeObsRkc3IOtzO0syz2rRRSbMsL5eEdbDQbQCdtwGvBPby81T1ZhHZCnwK8/v9N3GH/QOAXXZ7J7C3iFRVtSNOvh0WfHp48GqjbBIOoxwm9A9CqzzLOs8j3zwrPbbdrb6NiDTBRTlYM0IXkecDJ9lz3oyJWLY3MCEiZwIXA0cCJ6jqifaYizFhKj8QVHcbsBkTQ2Ea+G1I5gCquhXYautaEy+X1baoE7n3J0IyD4k9i4Dz1t3K9AuShl4e1ozQVfUC4AI/zfqG/qWqnmv3Hwvc6hX5NTBu8+6KIe454HMYbf0XwMPs/tAhkfvGRZZlXgnyY8f4272u89qykdEPbewHrGen6L0wMYQnROQNwHuBC4GHiMhbMc78e9F+CbwP+E9M4PnXAe+wAewPw8g3fYcy41gnct84CIm7m9wCcTL3t/MIPI/U++FZSBZ6eUgDi0pEUYIuU5bpd8usnxD+brHBQVkDhor85kXJOi8tVt9aYjkDizaJ6FEFy16bBhblIg0sWmP0MplBHvxP+jAtVmci97VBTF5x6WSkxfa7kfZGJPOVoN/au1GRCH0NkTerTF6ZrLrCP3URck9/nOWhm395Ea28aEfocraz6ukHuAkuElaOROglIiRVH93IPGs73M8iCH87r/MtEXvvWK5ElkfmsTJFCT62n5XWD0gaenlIhL5OiGmrRXTXkJC7dbQlYl9bxNwTIf8+90Lcg2KVh+j39m8UJEJfB2QRdV7nWgyhT3KeFZiIfXlYTp9HN/fErGN62e+W3m8YlOtYbyRCX0fESDwvxGqIpreE+zGCT8ReHMvppO7WCRrmdUsfFg+mJLmUh0ToJSNPR89CFplXg/zwPG6dt3RrYyL2pej2++W9YHuJqLkcq3tQf5dBva61RiL0NUY3fdwn8yyLPY/Mu3kLhGSeR+zpT9Y7lmOZd8srkt/PSF4u5SER+joizzJ3S2it+/BJPJRZsqLyVYKyBMeF7SOSPqgo8mVV9OuryD0bZhIPMUzXuppIhL4KWInsUiVO6r78ktUZ2vDSKywNu5rX1mStd8dy3Rd9lEH0g4akoZeHROhrjCJkn2Wxh51uYYeon9ewxzgirwbl/bbEXO2GjdTLIOssJBLvjmG//rKQCH2NsBIiD610Vx8YwnbWeCyvSjF9sqgEk/54xbBcd8VhRLLQy0Mi9FVCNwLvlh+6M/p6ul+Hv45JJo7Ui3SY+u3KkmAGkdTXWjvvpdywIHWKloNE6KuIskk95r7oLPBw7b8IGl49eW3IkmBi7Ro2QiryWxatJ6ETyUIvD4nQ1xBZ1q+/HXZ4QndizRucRGSd1a5YG5P80kavfuax4xPiSPemHCRCX2UU0c5j/uSxJct33ZdclkPoYTtjJJ5I3WA51zts96hXJAu9PCRCX2NkWbxFSR2WEnOodfuEHlrwRdoW1pXn/ZKQj3S/iiHdp3KQCH0N0KtfejdCh+LkWpSQl9sBmkg+G+m+FEe6V+UgEfo6IGYJZxG46+AMCZ3IcSGyfMyz2hQ7NtxOKIZ0v4ojDf0vD+tC6CJSA84AZoD7Aneo6uu9/IcDlwPHqur3IscfDJwF3AwcDJyhqjOr3/LlI6tDLewQjZF5wysX/mBFiaOotR3WW0RL73f0+gVVpL6E4kgaenlYLwv9NcBXVfVrACJytMsQkQOApwH/l3P8+cAbVfVbIvJiW99Zq9je0pFF8FkyS57HSzdvmBBZFnve8cmNsRjSfVge0n0rB6s54jkPpwCHiMjLROTNwK0AIlIB3ga8PutAERkFTgCusUnfAJ6wus1dXeQ9zEXcF4si9HwpMnI1IWEt0ItTQEI21stCPxhQVX2fiDwa+DfgEcCZwAdV9bciknXsfsAeVVW7vxM4IFZQRE4HTre788AS+WaVsB+wLUyMebY41Es+1yphLc+1pudrDu59XMtz3WeZx30R084iWMvnr++wZoQuIs8HTsLo5juBb9qsK4E/EJFNwO8CTRE5AdgL+EsR+ayqXu5VtQ2YEBGxpD4N3BY7p6puBbba81+rqg9ahUtbgnSu/jtfOlc551rOcap6YtltGVasGaGr6gXABQAi8nHgUOCHwEHAT1R1N0aKwZZ5AfBPrlNURO4B/EpVF0TkCuA44FvAw4DPrdV1JCQkJGxUrJdM+irgySLyWoxefqrLEJFREXkDxkI/XUSOslmfBB5it18AvMCWux/wjjVreUJCQsIGxbpo6Kr6S+C0jLwF4C128dMf6m3/FHhuj6fd2mP5lSCdq//Ol87VX+dKiEDafYsJCQkJCf2M5JmWkJCQMCBIhJ6QkJAwIOj7WC4ich/gZGAP8HDgbFX9ls37IHD/LLctETkVuD+wiPG0uaDA+SYwLpeXqeorReQQ4N2YgU7HAh9X1f+KHPdo4EkYF0tV1b/pcp4K8Bl7rhpwGKbf4G3ALMb98xjgZap660qvTUTugum3OEZVj7NpArzYFjkY2KKqS/oulnMfvWNz74uIjGPu7y+Bw4FzVfVHPdRfAZ4HvBl4pB9KQkQeDDwGMyTgBOA5qvqL4PiD6SHMhIi8FNNR/yOMB9a5qnqViDweeCrwfeBo4GJV/XTk+J7OZ495PfByVd3PS3sPJmqEAJPAi1W1GRy3D3Au8L+Ye/s6Vf1NxjmGLlxHX0JV+3YBRjAuixW7f1dgf7t9KvB3wLUZx94duIF2P8I1wOEFzvm3wD8D77b7/4j5M4EhtR9HjpnEPMhjdv9i4FFdzlMB3uDtfxp4BvAWL+01wN+XcW3AU4An+vcLeCbwLG//6LLuY9H7ghls9mq7fT/g6z0+I/fHvGh/Cvyulz6NIVW3fyiwKXL8pcDxdvvFwJu7nO/VwITdPgn4kt1+PnAPu30gcKd7bld4vkfYZ3Kbl/Z7wI3e/o3AwyLHng/8ud1+IvDRnPOcBfxh7FnADOz7QHiPV3JdaVne0u+Sy3EYC+TF1gXyicA2ETkSOAq4JOfYxwHXqX3CgKuAP8o7mYg8ExNq4BYv+TfA/nZ7f+C6yKEPAX6mqvN2v2u4AlVtqupb7HmrGOL8oaq+wStWwVhMIXq+NlX9d2BXkPwMYB8ReYmIvK2sc3kocl+eYOtEVb8LHCMi0wXrR1WvV9UbIlmPB2ZE5BUi8kbgAWrGQrSwnDATqvpOVd1jd+8F3GTTL9C29V8BdutSi7mn84nIgZi4R38fZN0BTIlI1T47Sucz69C6twWuLYXr6AP0u+RyEIYUTlbVO0XkY5hrOh4z5P+hOcceQCeBZYYQALD+8Eeq6uv8YGLAe4BL7Cfu8ZhP+xWdKzjv44CXA59V1Wu99C3AY4Enl3m+AAcB06p6jojcG7hURI5U1cWSzlXk2KwyOwueIwsHYSzZ0zBS0RUisk1Vv+KVKRxmwoeVr16L+Tp4UqTIq2lLWT56CWvhiPSVmDEbLajqzSKyFfgURk76b+D2SDX+vd0J7C0iVVWNRbM9mDUI15GwMvS7hb4T+IGq3mn3rwTOAX4LvAJjVdxFRM60URx93AZs9vYzQwhYnATMiciZwO8Dx4vIy4ALgQ+p6itsmU9abXIl52pBVb+oZmj0ISLyIgAR2Qs4D3iuqm6PHLbs8wVohWhQo1tPA/co8VxFju25fhF5vohcKiL/nlNsJ3C9qi5YS/kqDEH5aIWZyDt3eD5VvVVVXwqcDXw+KPtK4LuqenGkTV3P584FXAYsYKScF9rjzhSRw0XkT4ATVPUkVX0ycAimHyGEf2+ngd/6ZB5cV164jhPs/8KF63hUr9eVUBLWW/NZyQLsg+l8GrH7b8d07Lj8R9CpCVeAe9rtlWi/Z9PW0K8BHmG3q8B2YD+7f4hdL0dDPwp4grf/N5jOwf2AjwF3s+lPLuvaIvfrbcAL7fY0xsobL/E+Ru+L/V2nbdqKNHTvXD+lU0M/ArjK2/8EcIrdvof3TPWqab/K2z6ETm37LOBp3r3ed6Xns+UODs7zV8CF3v4/AK+w23cFxu12Lxr6x4E/stv3AX5U4B6v6LrS0vvS9wOLROQk4JEYsrknpjd/j4g8CGO5nIjpODxXRI7FPLT3s8eeCjwI88n9Iy3m5fJkzB+mhrGSfwG8DPg25g98naqeLyL7Y4juMFWdE5HHYDoebwcWtLuXy2HAu2y9o8CRwEswFp97cQDsUtUnrvTarJfCs+z9+kdMR1sNeCfwM4yXzcWq+vky7qN33iX3RUTeCWy3v9kE5kX2a4wm/Tbtzctlb8zvdQbwUYwX0tU270UYMlwAJjCeFyoi/4N5iVxpvTPeiPEEuSeGGPO8XP4eEzxzG8YL6V9V9T9F5CXAG7CaOnA34DGq+tMVnu9emFAYL8QYNO+1WRdgfrdFzHP5AlXdLSKfBP5TVT9hvyTfQfv3PVOzvVzuhjEqfoJ5Fv9B295ko5gOenePz1fVm1ZyXQnLQ98TekJCQkKCQb9r6AkJCQkJFonQExISEgYEidATEhISBgSJ0BMSEhIGBInQExISEgYEidATEhISBgSJ0BMSEhIGBInQE4YKIjKykepJSCgTidCHCCJyvIh8RUT+R0TOFpG/E5FP2ZjjWcc8Q0R+W6DulwX7166U9Iq2V0SmRWRGRB6YU9ekiLwPE1agDNxdRN5poxkmJGwIJEIfItih2l8B/kdVz1YTQKqGCSqWdcxFmNjd3fCyYP847YzK2DN6aO8zMPHiT8+p7v3Af6jq7QD2RXGE3d5XRJZMytClbT8DrsbE9UlI2BBI1kXCvtjIdyJyDuaZWMTEiHmnX1BEpoBPAl/DBGj6uKr+t4j8ObBFRM4GfoCZUen9Nszq22zZZ2Jm0Pln4K02vknu+bq118PhmBDDN4nIkplwbLufQGfEwXthAruBmUHouznXdx9MkLDvYkLivtnGk/kCcJ6IvFGD2OYJCeuBROjDieNF5CzMRBRbVfVyG3f9war6WGhZsJdp5+QQTeC9luT2Ab4I/Leq/puIvFNVz3YFReQVGAJ/HmbGnB9hvgi/Zsm8yPky2+ud5/cwERhvs2FlTwG2Bscfhgn2pfaYg4BfeiR8NPCdrOuz561johbeDZgDsEHgRjAzEP26yz1PSFh1JEIfTnxLVd8sIl8D3iEi/4whtUkb1xpMFMn9g+MEeISIPAQToTDMXwI1E498AXg6MIYJ/UvB82W215EzZsae3SJyDDCPiQ8eEvoY5uXicAyGwB0eiLHMs67vgxgL/evADzGx9h1cpMaEhHVH0tCHGKr6VWAHRpO+EbhNVc9V1XOBj2DIy8dpwO+o6psxMzX5WBSDYyKn+gdMCNtjVfV6m1bkfHntdRN97FDVs6zG/pcY6SfsHP0FnZ2hx2LiuiMihwN/ipFTsq7v9zCTPf8eZsrBZ9ljBZgCfpXX7oSEtUKy0IcINkb8HwI1EXmMqn4J06n3z3b9bRF5O2Zasr2BM0XkGcBeIvICjATxFBF5FyYe+14i8mQ1s+98DhO3HBH5MmaKtxdgYmx/X0R2AVe4tqjqZdaLpeN8RdsrIpsx85nWvfJH2Ha9S0RepKo/sOf6tYj8UkTupqq/xFjocyJyI8ZSvwn4C8yUbUuuD2O5v0dE/hdjtX/AnvIY4CuqOreMnyMhoXSkeOgJQwH75fDXmJfMDzCTQoeTYvdS3zhGijlLVX9aSiMTElaIROgJQwMRuSvmq/RyVb33Cuu6G2bi49icrgkJ64JE6AkJCQkDgtQpmpCQkDAgSISekJCQMCBIhJ6QkJAwIEiEnpCQkDAgSISekJCQMCBIhJ6QkJAwIEiEnpCQkDAg+P9Ioh0a9H1aYQAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "# display output image\n", - "# won't necessarily be good as the default selection of hyperparameters is not optimized for anything\n", - "ps.im_out.display();" - ], + "#ps.run()" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [], + "source": [ + "# display output image\n", + "# won't necessarily be good as the default selection of hyperparameters is not optimized for anything\n", + "#ps.im_out.display();" + ] }, { "cell_type": "code", - "execution_count": 9, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "initializing paramsurvey multiprocessing backend\n", - "initializing multiprocessing pool with 7 processes\n", - "paramsurvey.map start time 20221111-223900\n", - "paramsurvey.map pset count 4, pset columns ['zbl', 'sys_noise', 'avg_time', 'prior_fwhm', 'sc_phase', 'xdw_phase', 'sc_ap', 'xdw_ap', 'amp', 'cphase', 'logcamp', 'simple', 'l1', 'tv', 'tv2', 'flux', 'epsilon_tv', 'i']\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.368530 s\n", - "J: 86.582074\n", - "chi2_amp : 141.96 chi2_cphase : 38.55 chi2_logcamp : 8.61 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.259717 s\n", - "J: 76.978364\n", - "chi2_amp : 175.30 chi2_cphase : 19.96 chi2_logcamp : 10.31 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 000/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.393002 s\n", - "J: 43.584438\n", - "chi2_amp : 118.12 chi2_cphase : 4.10 chi2_logcamp : 5.43 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.269622 s\n", - "J: 41.222082\n", - "chi2_amp : 113.42 chi2_cphase : 3.45 chi2_logcamp : 4.89 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.247052 s\n", - "J: 64.164345\n", - "chi2_amp : 186.40 chi2_cphase : 6.68 chi2_logcamp : 8.33 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.406903 s\n", - "J: 62.248740\n", - "chi2_amp : 185.37 chi2_cphase : 5.58 chi2_logcamp : 7.73 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 002/107 : [ ]1%Welcome to eht-imaging! v 1.2.4 \n", - "\n", - "Loading uvfits: ../../example_survey_obs.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "Initializing imager data products . . .\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "==============================\n", - "Imager run 1 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.409076 s\n", - "J: 81.335751\n", - "chi2_amp : 164.38 chi2_cphase : 27.77 chi2_logcamp : 9.86 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Warning! Specified flux is < 80% of maximum visibility amplitude!\n", - "time: 3.695684 s\n", - "J: 56.093931\n", - "chi2_amp : 158.33 chi2_cphase : 6.71 chi2_logcamp : 7.05 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 11.406886 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.7297019774699758 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 001/107 : [ ]0%\n", - "self_cal time: 11.351531 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.6165268592634436 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 026/107 : [------- ]24%\n", - "self_cal time: 14.699705 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.6120924798733602 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 000/107 : [ ]0%\n", - "self_cal time: 14.985497 s\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "Updated self.amp: no averaging\n", - "Updated self.amp: avg_time 0.000000 s\n", - "\n", - "Adding a 1.731685148831659 Jy circular Gaussian of FWHM size 1303.9269657417408 uas\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 106/107 : [----------------------------- ]99%\n", - "self_cal time: 19.126100 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 002/107 : [ ]1%\n", - "self_cal time: 19.450004 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 028/107 : [------- ]26%\n", - "self_cal time: 21.076724 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 008/107 : [-- ]7%%\n", - "self_cal time: 22.752564 s\n", - "Building NX table\n", - "No NX table in saved uvfits\n", - "U-V flagged 125/1030 visibilities\n", - "U-V flagged 905/1030 visibilities\n", - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Not Using Multiprocessing\n", - "Scan 105/107 : [----------------------------- ]98%" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "counter default_iowait, total -28s, mean -13.81s, counts 0\n", - "counter default_iowait, 50%tile: 0.00s\n", - "counter default_iowait, 90%tile: 0.00s\n", - "counter default_iowait, 95%tile: 0.00s\n", - "counter default_iowait, 99%tile: 0.00s\n", - "counter default_wallclock, total 157s, mean 78.74s, counts 2\n", - "counter default_wallclock, 50%tile: 78.85s\n", - "counter default_wallclock, 90%tile: 79.36s\n", - "counter default_wallclock, 95%tile: 79.36s\n", - "counter default_wallclock, 99%tile: 79.36s\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scan 106/107 : [----------------------------- ]99%" - ] + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "default progress: total: 4, active: 0, finished: 4, failures: 0, exceptions: 0\n", - "counter default_iowait, total -56s, mean -14.01s, counts 0\n", - "counter default_iowait, 50%tile: 0.00s\n", - "counter default_iowait, 90%tile: 0.00s\n", - "counter default_iowait, 95%tile: 0.00s\n", - "counter default_iowait, 99%tile: 0.00s\n", - "counter default_wallclock, total 337s, mean 84.37s, counts 4\n", - "counter default_wallclock, 50%tile: 79.36s\n", - "counter default_wallclock, 90%tile: 91.14s\n", - "counter default_wallclock, 95%tile: 91.14s\n", - "counter default_wallclock, 99%tile: 91.14s\n", - "/Users/nitikayadlapalli/opt/anaconda3/envs/py38/lib/python3.8/site-packages/pandas_appender/appender.py:117: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " df = df.append(self._small, **self._append_kwargs)\n", - "paramsurvey.map end time 20221111-224034\n", - "paramsurvey.map returning results\n" - ] - } - ], + "scrolled": true + }, + "outputs": [], "source": [ "# to run all parameter sets, use the run_survey function\n", "# should take ~1-2 minutes to run\n", "eh.survey.run_survey(psets, params_fixed)" - ], + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } - } + }, + "outputs": [], + "source": [ + "ps.ttype" + ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, + "metadata": {}, "outputs": [], - "source": [], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } + "source": [] } ], "metadata": { @@ -582,16 +207,16 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "pygments_lexer": "ipython3", + "version": "3.8.3" } }, "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "nbformat_minor": 1 +} From cb423c6ff94bed324c51b7715e993e09e0cf073d Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 2 Dec 2022 16:35:37 -0500 Subject: [PATCH 19/52] removed nfft comments --- ehtim/observing/obs_helpers.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ehtim/observing/obs_helpers.py b/ehtim/observing/obs_helpers.py index f4430285..5adc057e 100644 --- a/ehtim/observing/obs_helpers.py +++ b/ehtim/observing/obs_helpers.py @@ -1295,7 +1295,6 @@ def __init__(self, xdim, ydim, psize, pulse, npad, p_rad, uv): pulses = np.fromiter((pulse(2*np.pi*uv_scaled[i, 0], 2*np.pi*uv_scaled[i, 1], 1., dom="F") for i in range(self.uvdim)), 'c16') self.pulsefac = (pulses*phases) - print("NFFTINFOSTART") class SamplerInfo(object): def __init__(self, order, uv, pulsefac): From 10b77a49d46ec8a471351d0ea1e8dca5b1e9fdba Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 2 Dec 2022 16:39:58 -0500 Subject: [PATCH 20/52] removed nfft comments --- ehtim/observing/obs_helpers.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ehtim/observing/obs_helpers.py b/ehtim/observing/obs_helpers.py index 5adc057e..4e1e312e 100644 --- a/ehtim/observing/obs_helpers.py +++ b/ehtim/observing/obs_helpers.py @@ -1272,7 +1272,6 @@ def uimage(iimage, mimage, chiimage): ################################################################################################## class NFFTInfo(object): def __init__(self, xdim, ydim, psize, pulse, npad, p_rad, uv): - print("NFFTINFOSTART") self.xdim = int(xdim) self.ydim = int(ydim) self.psize = psize From 47e3d9b10f4fd06a22623fdddd8d8477ea3739b2 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Mon, 6 Feb 2023 16:58:49 -0500 Subject: [PATCH 21/52] modified display function for new matplotlib nonblocking --- ehtim/calibrating/pol_cal.py | 3 ++- ehtim/caltable.py | 6 ++++-- ehtim/const_def.py | 16 ++++++++++++++++ ehtim/features/rex.py | 18 ++++++++++++------ ehtim/image.py | 27 ++++++++++++++++++--------- ehtim/obsdata.py | 13 ++++++++----- ehtim/plotting/comp_plots.py | 12 ++++++++---- ehtim/plotting/summary_plots.py | 6 ++++-- examples/example.py | 2 +- 9 files changed, 73 insertions(+), 30 deletions(-) diff --git a/ehtim/calibrating/pol_cal.py b/ehtim/calibrating/pol_cal.py index e21d2982..4080cfa9 100644 --- a/ehtim/calibrating/pol_cal.py +++ b/ehtim/calibrating/pol_cal.py @@ -393,6 +393,7 @@ def plot_leakage(obs, sites=[], axis=False, rangex=False, rangey=False, if export_pdf != "": # and not axis: fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return x diff --git a/ehtim/caltable.py b/ehtim/caltable.py index bb6bf4f6..a9b564c4 100644 --- a/ehtim/caltable.py +++ b/ehtim/caltable.py @@ -265,7 +265,8 @@ def plot_gains(self, sites, gain_type='amp', pol='R', label=None, if export_pdf != "" and not axis: fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return x @@ -1000,6 +1001,7 @@ def plot_compare_gains(caltab1, caltab2, obs, sites='all', pol='R', gain_type='a if export_pdf != "" and not axis: fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return x diff --git a/ehtim/const_def.py b/ehtim/const_def.py index 4d9ea2a9..1fde268c 100644 --- a/ehtim/const_def.py +++ b/ehtim/const_def.py @@ -24,6 +24,8 @@ from builtins import object import matplotlib as mpl +import matplotlib.pyplot as plt +from packaging import version from ehtim.observing.pulses import trianglePulse2D @@ -165,6 +167,20 @@ # Plotting MARKERSIZE = 3 +def show_noblock(pause=0.001): + """helper function for image display with different matplotlib versions""" + # TODO can't close via gui X! + if version.parse(mpl.__version__) <= version.parse('3.2.2'): + plt.show(block=False) + else: + plt.ion() + plt.show() + plt.pause(pause) + plt.draw() + #plt.show(block=False) + plt.pause(pause) + #plt.ioff() + FIELD_LABELS = {'time': 'Time', 'time_utc': 'Time (UTC)', 'time_gmst': 'Time (GMST)', diff --git a/ehtim/features/rex.py b/ehtim/features/rex.py index fb824750..1eb2b9a3 100644 --- a/ehtim/features/rex.py +++ b/ehtim/features/rex.py @@ -404,7 +404,8 @@ def plot_img(self, postprocdir=POSTPROCDIR, save_png=False): plt.savefig(fname) plt.close() else: - plt.show() + #plt.show(block=False) + ehc.show_noblock() def plot_unwrapped(self, postprocdir=POSTPROCDIR, save_png=False, xlabel=True, ylabel=True, xticklabel=True, yticklabel=True, @@ -500,7 +501,8 @@ def plot_unwrapped(self, postprocdir=POSTPROCDIR, save_png=False, plt.savefig(fname) plt.close() elif show: - plt.show() + #plt.show(block=False) + ehc.show_noblock() def save_unwrapped(self, fname): @@ -538,7 +540,8 @@ def plot_profs(self, postprocdir=POSTPROCDIR, save_png=False, colors=ehc.SCOLORS plt.savefig(fname) plt.close() else: - plt.show() + #plt.show(block=False) + ehc.show_noblock() def plot_prof_band(self, postprocdir=POSTPROCDIR, save_png=False, color='b', fontsize=14, show=True, axis=None, xlabel=True, ylabel=False): @@ -609,7 +612,8 @@ def plot_prof_band(self, postprocdir=POSTPROCDIR, save_png=False, plt.savefig(fname) plt.close() if show: - plt.show() + #plt.show(block=False) + ehc.show_noblock() def plot_meanprof(self, postprocdir=POSTPROCDIR, save_png=False, color='k'): fig = plt.figure() @@ -633,7 +637,8 @@ def plot_meanprof(self, postprocdir=POSTPROCDIR, save_png=False, color='k'): plt.savefig(fname) plt.close() else: - plt.show() + #plt.show(block=False) + ehc.show_noblock() def plot_meanprof_theta(self, postprocdir=POSTPROCDIR, save_png=False, color='k'): fig = plt.figure() @@ -670,7 +675,8 @@ def plot_meanprof_theta(self, postprocdir=POSTPROCDIR, save_png=False, color='k' plt.savefig(fname) plt.close() else: - plt.show() + #plt.show(block=False) + ehc.show_noblock() ################################################################################################### # Other functions diff --git a/ehtim/image.py b/ehtim/image.py index 85d99cd7..fbdb97a5 100644 --- a/ehtim/image.py +++ b/ehtim/image.py @@ -36,6 +36,7 @@ import scipy.interpolate from scipy import ndimage as ndi + try: from skimage.feature import canny from skimage.transform import hough_circle, hough_circle_peaks @@ -3336,9 +3337,9 @@ def contour(self, contour_levels=[0.1, 0.25, 0.5, 0.75], plt.legend() if show: - plt.ion() - plt.show(block=False) - + #plt.show(block=False) + ehc.show_noblock() + if export_pdf != "": ax.savefig(export_pdf, bbox_inches='tight', pad_inches=0) @@ -3350,7 +3351,8 @@ def display(self, pol=None, cfun=False, interp='gaussian', scale='lin', gamma=0.5, dynamic_range=1.e3, plotp=False, plot_stokes=False, nvec=20, vec_cfun=None, - scut=0, pcut=0.1, mcut=0.01, log_offset=False, + scut=0, pcut=0.1, mcut=0.01, scale_ticks=False, + log_offset=False, label_type='ticks', has_title=True, alpha=1, has_cbar=True, only_cbar=False, cbar_lims=(), cbar_unit=('Jy', 'pixel'), export_pdf="", pdf_pad_inches=0.0, show=True, beamparams=None, @@ -3614,7 +3616,7 @@ def display(self, pol=None, cfun=False, interp='gaussian', if not cfun: cfun = cfun_p - cmap = plt.get_cmap(cfun) + cmap = plt.get_cmap(cfun).copy() cmap.set_bad(color='whitesmoke') if cbar_lims: @@ -3737,6 +3739,12 @@ def display(self, pol=None, cfun=False, interp='gaussian', voi = (vvec / imvec).reshape(self.ydim, self.xdim) voi[np.logical_not(mask)] = np.nan + if scale_ticks: + pticks = ((np.abs(qvec + 1j * uvec)).reshape(self.ydim, self.xdim))[::thin, ::thin][mask2] + pscale = (pticks - np.min(pticks))/(np.max(pticks) - np.min(pticks)) + a *= pscale + b *= pscale + # Little pol plots if plot_stokes: @@ -3943,8 +3951,9 @@ def display(self, pol=None, cfun=False, interp='gaussian', if axis is not None: return axis if show: - plt.show(block=False) - + #plt.show(block=False) + ehc.show_noblock() + if export_pdf != "": f.savefig(export_pdf, bbox_inches='tight', pad_inches=pdf_pad_inches, dpi=dpi) @@ -4050,8 +4059,8 @@ def overlay_display(self, im_list, color_coding=np.array([[1, 0, 1], [0, 1, 0]]) plt.ylabel(r'Relative Dec ($\mu$as)') if show: - plt.show(block=False) - + #plt.show(block=False) + ehc.show_noblock() if export_pdf != "": f.savefig(export_pdf, bbox_inches='tight') diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 0c88256c..9e176d9a 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -4155,7 +4155,8 @@ def plotall(self, field1, field2, fig = plt.gcf() fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return x @@ -4290,8 +4291,8 @@ def plot_bl(self, site1, site2, field, fig = plt.gcf() fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) - + #plt.show(block=False) + ehc.show_noblock() return x def plot_cphase(self, site1, site2, site3, @@ -4415,7 +4416,8 @@ def plot_cphase(self, site1, site2, site3, fig = plt.gcf() fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return x @@ -4553,7 +4555,8 @@ def plot_camp(self, site1, site2, site3, site4, fig = plt.gcf() fig.savefig(export_pdf, bbox_inches='tight') if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return else: return x diff --git a/ehtim/plotting/comp_plots.py b/ehtim/plotting/comp_plots.py index 5de3e9fc..35894962 100644 --- a/ehtim/plotting/comp_plots.py +++ b/ehtim/plotting/comp_plots.py @@ -97,7 +97,8 @@ def plotall_compare(obslist, imlist, field1, field2, if grid: axis.grid() if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() if export_pdf != "": plt.savefig(export_pdf, bbox_inches='tight', pad_inches=0) @@ -163,7 +164,8 @@ def plot_bl_compare(obslist, imlist, site1, site2, field, if grid: axis.grid() if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() if export_pdf != "": plt.savefig(export_pdf, bbox_inches='tight', pad_inches=0) @@ -252,7 +254,8 @@ def plot_cphase_compare(obslist, imlist, site1, site2, site3, if grid: axis.grid() if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() if export_pdf != "": plt.savefig(export_pdf, bbox_inches='tight', pad_inches=0) @@ -352,7 +355,8 @@ def plot_camp_compare(obslist, imlist, site1, site2, site3, site4, if grid: axis.grid() if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() if export_pdf != "": plt.savefig(export_pdf, bbox_inches='tight', pad_inches=0) diff --git a/ehtim/plotting/summary_plots.py b/ehtim/plotting/summary_plots.py index 250ab2a4..4f13bfec 100644 --- a/ehtim/plotting/summary_plots.py +++ b/ehtim/plotting/summary_plots.py @@ -1569,7 +1569,8 @@ def _display_img(im, beamparams=None, scale='linear', gamma=0.5, cbar_lims=False ax.axes.get_yaxis().set_visible(False) if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return ax @@ -1726,6 +1727,7 @@ def _display_img_pol(im, beamparams=None, scale='linear', gamma=0.5, cbar_lims=F ax.axes.get_yaxis().set_visible(False) if show: - plt.show(block=False) + #plt.show(block=False) + ehc.show_noblock() return ax diff --git a/examples/example.py b/examples/example.py index 4ff261c2..7cad57bb 100644 --- a/examples/example.py +++ b/examples/example.py @@ -79,7 +79,7 @@ d1='bs', s1='simple', alpha_s1=1, alpha_d1=100, alpha_flux=100, alpha_cm=50, - maxit=100, ttype=ttype, show_updates=False) + maxit=100, ttype=ttype, show_updates=True) # Blur the image with a circular beam and image again to help convergance out = out.blur_circ(res) From 0eae92c13aa9391f79fa15dfcc40696e4e19b907 Mon Sep 17 00:00:00 2001 From: dpesce Date: Wed, 22 Feb 2023 09:48:26 -0500 Subject: [PATCH 22/52] fixed non-square polarized image saving --- ehtim/io/save.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ehtim/io/save.py b/ehtim/io/save.py index 9f9dd2a3..da7d11e7 100644 --- a/ehtim/io/save.py +++ b/ehtim/io/save.py @@ -159,15 +159,15 @@ def save_im_fits(im, fname, mjd=False, time=False): hdu = fits.PrimaryHDU(image, header=header) hdulist = [hdu] if len(im.qvec): - qimage = np.reshape(im.qvec, (im.xdim, im.ydim))[::-1, :] - uimage = np.reshape(im.uvec, (im.xdim, im.ydim))[::-1, :] + qimage = np.reshape(im.qvec, (im.ydim, im.xdim))[::-1, :] + uimage = np.reshape(im.uvec, (im.ydim, im.xdim))[::-1, :] header['STOKES'] = 'Q' hduq = fits.ImageHDU(qimage, name='Q', header=header) header['STOKES'] = 'U' hduu = fits.ImageHDU(uimage, name='U', header=header) hdulist = [hdu, hduq, hduu] if len(im.vvec): - vimage = np.reshape(im.vvec, (im.xdim, im.ydim))[::-1, :] + vimage = np.reshape(im.vvec, (im.ydim, im.xdim))[::-1, :] header['STOKES'] = 'V' hduv = fits.ImageHDU(vimage, name='V', header=header) hdulist.append(hduv) From 337c5bb3378d806a3201524610908e7698692dd4 Mon Sep 17 00:00:00 2001 From: dkloving Date: Mon, 6 Mar 2023 23:46:55 -0600 Subject: [PATCH 23/52] remove deprecated numpy dtype import --- ehtim/io/oifits.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ehtim/io/oifits.py b/ehtim/io/oifits.py index 8471a13c..4583dc63 100644 --- a/ehtim/io/oifits.py +++ b/ehtim/io/oifits.py @@ -68,7 +68,7 @@ from builtins import object import numpy as np -from numpy import double, bool, ma +from numpy import double, ma from astropy.io import fits as pyfits import datetime import copy From 64170fc87cbfb1bfad05b1886909ca4c68aac88b Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 22 Mar 2023 12:52:16 -0400 Subject: [PATCH 24/52] added fix to load_im_fits to read BHAC fits files with extra fields --- ehtim/io/load.py | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/ehtim/io/load.py b/ehtim/io/load.py index 64e47061..82f6d23d 100644 --- a/ehtim/io/load.py +++ b/ehtim/io/load.py @@ -296,11 +296,20 @@ def load_im_fits(filename, aipscc=False, pulse=ehc.PULSE_DEFAULT, # Check for multiple stokes in top hdu stokes_in_hdu0 = False if len(data.shape) == 4: - print("reading stokes images from top HDU -- assuming IQUV") - stokesdata = data + print("reading all stokes images from top HDU -- assuming IQUV order") + stokesdata = data[:4,:,:,:] # ignore fields after the first 4 data = stokesdata[0, 0] stokes_in_hdu0 = True + elif len(data.shape) == 3: + # ANDREW added this for BHAC models 3/22/23 + print("reading all stokes images from top HDU -- assuming IQUV order") + stokesdata = data[:4,:,:] # ignore fields after the first 4 + stokesdata = stokesdata.reshape(4,-1,stokesdata.shape[-2],stokesdata.shape[-1]) + data = stokesdata[0, 0] + stokes_in_hdu0 = True + + #data = data.reshape((data.shape[-2], data.shape[-1])) data = data.reshape((data.shape[-2], data.shape[-1])) # Update the image using the AIPS CC table From e5a68025a7201fa4bf747c3999c5669fd1274a37 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 22 Mar 2023 12:55:03 -0400 Subject: [PATCH 25/52] added survey example --- .gitignore | 7 +++++ examples/example_survey.py | 57 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 64 insertions(+) create mode 100644 examples/example_survey.py diff --git a/.gitignore b/.gitignore index a47b2989..f84543fa 100755 --- a/.gitignore +++ b/.gitignore @@ -20,6 +20,13 @@ build/* data/3C279JUN16.UVP data/OJ287AUG10B.UVP +examples/*.log +examples/*.mp4 +examples/old_examples/* +examples/.ipynb_checkpoints/* + +arrays/old_arrays/* + # Unit tests should be included !ehtim/tests/ !ehtim/tests/test_*.py diff --git a/examples/example_survey.py b/examples/example_survey.py new file mode 100644 index 00000000..e56ec395 --- /dev/null +++ b/examples/example_survey.py @@ -0,0 +1,57 @@ +import ehtim as eh +import multiprocessing +from multiprocessing import set_start_method +from multiprocessing import Pool + +#try: +# set_start_method("spawn") +#except RuntimeError: +# print("context already set") +def run_pset(pset, params_fixed): + ps = eh.survey.ParameterSet(pset, params_fixed) + ps.run() + +if __name__ == '__main__': + + + # Load in example image and array + im = eh.image.load_txt('../models/avery_sgra_eofn.txt') + eht = eh.array.load_txt('../arrays/EHT2017.txt') + + # create example observation uvfits file + tint_sec = 5 + tadv_sec = 600 + tstart_hr = 0 + tstop_hr = 24 + bw_hz = 4e9 + obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz, + sgrscat=False, ampcal=True, phasecal=False) + obs.save_uvfits('../../example_survey_obs.uvfits') + + sites = list(obs.tkey.keys()) + SEFD_errs = {} + for site in sites: + SEFD_errs[site] = 0.1 + + print(SEFD_errs) + + # create a dict of non-varying imaging parameters, such as filenames + # see a full list of fixed parameters in the docs + params_fixed = eh.survey.create_params_fixed(infile='../../example_survey_obs.uvfits', + outfile_base='example_survey', + outpath='../../example_survey_output/', + nproc=-1, # use all available cores, can be changed + overwrite=True, + niter_static=1, + SEFD_error_budget=SEFD_errs) + + psets = eh.survey.create_survey_psets(zbl=[0.6, 0.7], sys_noise=[0.01], prior_fwhm=[50]) + args = [] + print(len(psets)) + + for i in range(2): + args.append([dict(psets.iloc[i]), params_fixed]) + + with multiprocessing.get_context('spawn').Pool() as pool: +# with Pool() as pool: + res = pool.starmap(run_pset, args) From d51eeead58cc9501d7b24fdeff3bffad993f32c5 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 5 Apr 2023 18:38:35 -0400 Subject: [PATCH 26/52] made replacing obs.tarr automatically update obs.tkey --- ehtim/obsdata.py | 9 +++++++++ ehtim/observing/obs_simulate.py | 1 + 2 files changed, 10 insertions(+) diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 831e90ea..5cd4e81e 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -194,6 +194,15 @@ def __init__(self, ra, dec, rf, bw, datatable, tarr, scantable=None, self.logcamp = None self.logcamp_diag = None + @property + def tarr(self): + return self._tarr + + @tarr.setter + def tarr(self, tarr): + self._tarr = tarr + self.tkey = {tarr[i]['site']: i for i in range(len(tarr))} + def obsdata_args(self): """"Copy arguments for making a new Obsdata into a list and dictonary """ diff --git a/ehtim/observing/obs_simulate.py b/ehtim/observing/obs_simulate.py index 5f317eea..afe71f67 100644 --- a/ehtim/observing/obs_simulate.py +++ b/ehtim/observing/obs_simulate.py @@ -106,6 +106,7 @@ def make_uvpoints(array, ra, dec, rf, bw, tint, tadv, tstart, tstop, site2 = array.tarr[i2]['site'] coord1 = ((array.tarr[i1]['x'], array.tarr[i1]['y'], array.tarr[i1]['z'])) coord2 = ((array.tarr[i2]['x'], array.tarr[i2]['y'], array.tarr[i2]['z'])) + # Optical Depth if type(tau) == dict: try: From 179fece9b1175660666ee3f2b810e22a96013c27 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Tue, 18 Apr 2023 20:16:22 -0400 Subject: [PATCH 27/52] added plot dterms to array, minor update to ephem loading --- ehtim/array.py | 38 +++++++++++++++++++++++++++++++++++- ehtim/calibrating/pol_cal.py | 3 ++- ehtim/caltable.py | 24 +++++++++++++++++++++++ ehtim/io/load.py | 15 ++++++++++++-- 4 files changed, 76 insertions(+), 4 deletions(-) diff --git a/ehtim/array.py b/ehtim/array.py index 85dd3478..6bd1bed0 100644 --- a/ehtim/array.py +++ b/ehtim/array.py @@ -29,6 +29,7 @@ import ehtim.io.save import ehtim.io.load import ehtim.const_def as ehc +from ehtim.caltable import plot_tarr_dterms ################################################################################################### # Array object @@ -150,6 +151,41 @@ def save_txt(self, fname): ehtim.io.save.save_array_txt(self, fname) return + def plot_dterms(self, sites='all', label=None, legend=True, clist=ehc.SCOLORS, + rangex=False, rangey=False, markersize=2 * ehc.MARKERSIZE, + show=True, grid=True, export_pdf=""): + """Make a plot of the D-terms. + + Args: + sites (list) : list of sites to plot + label (str) : title for plot + legend (bool) : add telescope legend or not + clist (list) : list of colors for different stations + rangex (list) : lower and upper x-axis limits + rangey (list) : lower and upper y-axis limits + markersize (float) : marker size + show (bool) : display the plot or not + grid (bool) : add a grid to the plot or not + export_pdf (str) : save a pdf file to this path + + Returns: + matplotlib.axes + """ + # sites + if sites in ['all' or 'All'] or sites == []: + sites = list(self.tkey.keys()) + + if not isinstance(sites, list): + sites = [sites] + + keys = [self.tkey[site] for site in sites] + + axes = plot_tarr_dterms(self.tarr, keys=keys, label=label, legend=legend, clist=clist, + rangex=rangex, rangey=rangey, markersize=markersize, + show=show, grid=grid, export_pdf=export_pdf) + + return axes + ########################################################################## # Array creation functions ########################################################################## @@ -161,7 +197,7 @@ def load_txt(fname, ephemdir='ephemeris'): Args: fname (str) : path to input array file - ephemdir (str) : path to directory with 2TLE ephemerides for spacecraft + ephemdir (str) : path to directory with TLE ephemerides for spacecraft Returns: Array: an Array object loaded from file """ diff --git a/ehtim/calibrating/pol_cal.py b/ehtim/calibrating/pol_cal.py index 4080cfa9..46f1f145 100644 --- a/ehtim/calibrating/pol_cal.py +++ b/ehtim/calibrating/pol_cal.py @@ -235,7 +235,8 @@ def errfunc(Dpar): Dpar_guess = np.zeros((len(sites) + const_fpol*2)*2, dtype=np.complex128).view(dtype=np.float64) print("Minimizing...") res = opt.minimize(errfunc, Dpar_guess, method=minimizer_method, options=optdict) - + print(errfunc(Dpar_guess),errfunc(res.x)) + # get solution D_fit = res.x.astype(np.float64).view(dtype=np.complex128) # all the D-terms (complex) diff --git a/ehtim/caltable.py b/ehtim/caltable.py index a9b564c4..ed47e617 100644 --- a/ehtim/caltable.py +++ b/ehtim/caltable.py @@ -115,7 +115,23 @@ def copy(self): def plot_dterms(self, sites='all', label=None, legend=True, clist=ehc.SCOLORS, rangex=False, rangey=False, markersize=2 * ehc.MARKERSIZE, show=True, grid=True, export_pdf=""): + """Make a plot of the D-terms. + Args: + sites (list) : list of sites to plot + label (str) : title for plot + legend (bool) : add telescope legend or not + clist (list) : list of colors for different stations + rangex (list) : lower and upper x-axis limits + rangey (list) : lower and upper y-axis limits + markersize (float) : marker size + show (bool) : display the plot or not + grid (bool) : add a grid to the plot or not + export_pdf (str) : save a pdf file to this path + + Returns: + matplotlib.axes + """ # sites if sites in ['all' or 'All'] or sites == []: sites = list(self.data.keys()) @@ -606,7 +622,15 @@ def save_txt(self, obs, datadir='.', sqrt_gains=False): return save_caltable(self, obs, datadir=datadir, sqrt_gains=sqrt_gains) def scan_avg(self, obs, incoherent=True): + """average the gains across scans. + Args: + obs (ehtim.Obsdata) : input observation + incoherent (bool) : True to average gain amps, False to average amps+phase + + Returns: + (Caltable): the averaged Caltable object + """ sites = self.data.keys() ntele = len(sites) diff --git a/ehtim/io/load.py b/ehtim/io/load.py index 82f6d23d..ffd1ca6b 100644 --- a/ehtim/io/load.py +++ b/ehtim/io/load.py @@ -833,14 +833,25 @@ def load_array_txt(filename, ephemdir='ephemeris'): float(x[6]), float(x[7]), float(x[8])), dtype=ehc.DTARR) for x in tdata] + # load spacecraft tdataout = np.array(tdataout) edata = {} for line in tdataout: if np.all(np.array([line['x'], line['y'], line['z']]) == (0., 0., 0.)): sitename = str(line['site']) - # TODO ephempath shouldn't always start with path - ephempath = path + '/' + ephemdir + '/' + sitename + + # TODO ephempath shouldn't always start with array file path + + try: + ephempath = path + '/' + ephemdir + '/' + sitename + '.tle' + edata[sitename] = np.loadtxt(ephempath, dtype=bytes, + comments='#', delimiter='/').astype(str) + print('loaded spacecraft ephemeris %s' % ephempath) + except IOError: + pass + try: + ephempath = path + '/' + ephemdir + '/' + sitename edata[sitename] = np.loadtxt(ephempath, dtype=bytes, comments='#', delimiter='/').astype(str) print('loaded spacecraft ephemeris %s' % ephempath) From da567155927d4ff95cf4a820a0bf3b0732c09b85 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Apr 2023 17:37:51 -0400 Subject: [PATCH 28/52] upgraded space vlbi features, replaced pyephem with skyfield --- arrays/ephemeris/ISS | 4 +- ehtim/array.py | 186 ++++++++++++++++++++++++++++++++- ehtim/observing/obs_helpers.py | 143 ++++++++++++++++++++++++- 3 files changed, 324 insertions(+), 9 deletions(-) diff --git a/arrays/ephemeris/ISS b/arrays/ephemeris/ISS index f324dbdb..615a04f5 100644 --- a/arrays/ephemeris/ISS +++ b/arrays/ephemeris/ISS @@ -1,4 +1,4 @@ ISS -1 25544U 98067A 22125.65004684 .00007804 00000-0 14483-3 0 9997 -2 25544 51.6425 187.2553 0006711 69.7320 66.5837 15.49943763338581 +1 25544U 98067A 23109.53559294 .00019257 00000-0 34454-3 0 9994 +2 25544 51.6389 259.1975 0006157 210.6524 231.6170 15.49989360392694 diff --git a/ehtim/array.py b/ehtim/array.py index 6bd1bed0..f64d4316 100644 --- a/ehtim/array.py +++ b/ehtim/array.py @@ -24,13 +24,18 @@ from builtins import object import numpy as np - +import copy +from astropy.time import Time +import matplotlib.pyplot as plt +import matplotlib import ehtim.observing.obs_simulate as simobs +import ehtim.observing.obs_helpers as obsh import ehtim.io.save import ehtim.io.load import ehtim.const_def as ehc from ehtim.caltable import plot_tarr_dterms + ################################################################################################### # Array object ################################################################################################### @@ -60,12 +65,33 @@ def __init__(self, tarr, ephem={}): except NameError: raise Exception('no ephemeris for site %s !' % sitename) if elen != 3: - raise Exception('wrong ephemeris format for site %s !' % sitename) # Dictionary of array indices for site names self.tkey = {self.tarr[i]['site']: i for i in range(len(self.tarr))} + @property + def tarr(self): + return self._tarr + + @tarr.setter + def tarr(self, tarr): + self._tarr = tarr + self.tkey = {tarr[i]['site']: i for i in range(len(tarr))} + + def copy(self): + """Copy the array object. + + Args: + + Returns: + (Array): a copy of the Array object. + """ + + newarr = copy.deepcopy(self) + return newarr + + def listbls(self): """List all baselines. @@ -185,7 +211,163 @@ def plot_dterms(self, sites='all', label=None, legend=True, clist=ehc.SCOLORS, show=show, grid=grid, export_pdf=export_pdf) return axes + + def add_site(self, site, coords, sefd=10000, + fr_par=0, fr_elev=0, fr_off=0, + dr=0.+0.j, dl=0.+0.j): + + """Add a ground station to the array + + """ + tarr_old = self.tarr.copy() + ephem_old = self.ephem.copy() + + tarr_newline = np.array((str(site), float(coords[0]), float(coords[1]), float(coords[2]), + float(sefd), float(sefd), + dr, dl, + float(fr_par), float(fr_elev), float(fr_off)), dtype=ehc.DTARR) + tarr_new = np.append(tarr_old, tarr_newline) + + arr_out = Array(tarr_new, ephem_old) + return arr_out + + def remove_site(self, site): + """Remove a site from the array + + """ + tarr_old = self.tarr.copy() + ephem_old = self.ephem.copy() + ephem_new = ephem_old.copy() + + try: + tarr_new = np.delete(tarr_old.copy(), self.tkey[site]) + if site in ephem_old.keys(): + ephem_new.pop(site) + except: + raise Exception("could not find site %s to delete from Array!"%site) + + arr_out = Array(tarr_new, ephem_new) + return arr_out + + def add_satellite_tle(self, tlelist, sefd=10000): + + """Add an earth-orbiting satellite to the array from a TLE + + Args: + tlearr (str) : 3 element list with [name, tle line 1, tle line 2] as strings + sefd (float) : assumed sefd for the array file (assumes sefdl = sefdr) + """ + satname = tlearr[0] + tarr_new = self.tarr.copy() + ephem_new = self.ephem.copy() + + tarr_newline = np.array((str(satname), 0., 0., 0., + float(sefd), float(sefd), + 0., 0., 0., 0., 0.), dtype=ehc.DTARR) + tarr_new = np.append(tarr_new, tarr_newline) + ephem_new[satname] = tlearr + arr_out = Array(tarr_new, ephem_new) + + return arr_out + + def add_satellite_elements(self, satname, + perigee_mjd=Time.now().mjd, + period_days=1., eccentricity=0., + inclination=0., arg_perigee=0., long_ascending=0., + sefd=10000): + """Add an earth-orbiting satellite to the array from simple keplerian elements + perfect keplerian orbit is assumed, no derivatives + + Args: + perigee time given in mjd + period given in days + inclination, arg_perigee, long_ascending given in degrees + """ + + tarr_new = self.tarr.copy() + ephem_new = self.ephem.copy() + + tarr_newline = np.array((str(satname), 0., 0., 0., + float(sefd), float(sefd), + 0., 0., 0., 0., 0.), dtype=ehc.DTARR) + tarr_new = np.append(tarr_new, tarr_newline) + + ephem_new[satname] = [perigee_mjd, period_days, eccentricity, inclination, arg_perigee, long_ascending] + arr_out = Array(tarr_new, ephem_new) + + return arr_out + + def plot_satellite_orbits(self, tstart_mjd=Time.now().mjd, tstop_mjd=Time.now().mjd+1, npoints=1000): + earth_radius_polar = 6357. #km + earth_radius_eq = 6378. + + fig = plt.figure(figsize=(18,6)) + gs = matplotlib.gridspec.GridSpec(1,3,width_ratios=[1,1,1]) + + satellites = self.ephem.keys() + for i,satellite in enumerate(satellites): + + if i==0: color='k' + else: color=ehc.SCOLORS[i-1] + + # get skyfield satelllite object + if len(self.ephem[satellite])==3: # TLE + line1 = self.ephem[satellite][1] + line2 = self.ephem[satellite][2] + sat = obsh.sat_skyfield_from_tle(satellite, line1, line2) + elif len(self.ephem[satellite])==6: #keplerian elements + elements = self.ephem[satellite] + sat = obsh.sat_skyfield_from_elements(satellite, tstart_mjd, + elements[0],elements[1],elements[2],elements[3],elements[4],elements[5]) + else: + raise Exception("ephemeris format not recognized for %s"%satellite) + + # get GCRS positions + fracmjds = np.linspace(tstart_mjd, tstop_mjd, npoints) + positions = obsh.orbit_skyfield(sat, fracmjds, whichout='gcrs') + positions *= 1.e-3 # convert to km + distances = np.sqrt(positions[0]**2 + positions[1]**2 + positions[2]**2) + maxdist = np.max(distances) + + ax1 = fig.add_subplot(gs[0]) + ax1.set_aspect(1) + plt.plot(positions[0], positions[1], color=color, marker='.',ls='None') + circle1 = matplotlib.patches.Circle((0, 0), earth_radius_eq, color='b') + plt.gca().add_patch(circle1) + plt.xlabel('x (km)') + plt.ylabel('y (km)') + plt.xlim(-1.1*maxdist, 1.1*maxdist) + plt.ylim(-1.1*maxdist, 1.1*maxdist) + plt.grid() + + ax2 = fig.add_subplot(gs[1]) + ax2.set_aspect(1) + plt.plot(positions[1], positions[2], color=color, marker='.',ls='None') + circle1 = matplotlib.patches.Ellipse((0, 0), 2*earth_radius_eq, 2*earth_radius_polar, color='b') + plt.gca().add_patch(circle1) + plt.xlabel('y (km)') + plt.ylabel('z (km)') + plt.xlim(-1.1*maxdist, 1.1*maxdist) + plt.ylim(-1.1*maxdist, 1.1*maxdist) + plt.grid() + + ax3 = fig.add_subplot(gs[2]) + ax3.set_aspect(1) + plt.plot(positions[0], positions[2], color=color, marker='.',ls='None', label=satellite) + circle1 = matplotlib.patches.Ellipse((0, 0), 2*earth_radius_eq, 2*earth_radius_polar, color='b') + plt.gca().add_patch(circle1) + plt.xlabel('x (km)') + plt.ylabel('z (km)') + plt.xlim(-1.1*maxdist, 1.1*maxdist) + plt.ylim(-1.1*maxdist, 1.1*maxdist) + plt.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5)) + plt.grid() + + plt.subplots_adjust(wspace=1) + ehc.show_noblock() + return + ########################################################################## # Array creation functions ########################################################################## diff --git a/ehtim/observing/obs_helpers.py b/ehtim/observing/obs_helpers.py index 4e1e312e..84cb0c39 100644 --- a/ehtim/observing/obs_helpers.py +++ b/ehtim/observing/obs_helpers.py @@ -41,6 +41,9 @@ import copy import sys +from sgp4.api import Satrec, WGS72 +import skyfield.api + import ehtim.const_def as ehc import warnings @@ -101,17 +104,39 @@ def compute_uv_coordinates(array, site1, site2, time, mjd, ra, dec, rf, timetype coord1 = np.vstack((array.tarr[i1]['x'], array.tarr[i1]['y'], array.tarr[i1]['z'])).T coord2 = np.vstack((array.tarr[i2]['x'], array.tarr[i2]['y'], array.tarr[i2]['z'])).T - # TODO speed up? - # use spacecraft ephemeris to get position of site 1 + # Satellites: new method spacemask1 = [np.all(coord == (0., 0., 0.)) for coord in coord1] + spacemask2 = [np.all(coord == (0., 0., 0.)) for coord in coord2] + + satnames = array.ephem.keys() + satdict = {satname: sat_skyfield_from_ephementry(satname, array.ephem, mjd) for satname in satnames} + for satname in satnames: + sat = satdict[satname] + + mask1 = (site1==satname) + c1 = orbit_skyfield(sat, fracmjd[mask1], whichout='itrs') + coord1[mask1] = c1.T + + mask2 = (site2==satname) + c2 = orbit_skyfield(sat, fracmjd[mask2], whichout='itrs') + coord2[mask2] = c2.T + + # Satellites: old method + """ if np.any(spacemask1): if timetype == 'GMST': raise Exception("Spacecraft ephemeris only work with UTC!") site1space_list = site1[spacemask1] + site1space_fracmjdlist = fracmjd[spacemask1] site1space_dtolist = dto[spacemask1] coord1space = [] + for k in range(len(site1space_list)): + + + # old method with pyephem + site1space = site1space_list[k] dto_now = site1space_dtolist[k] sat = ephem.readtle(array.ephem[site1space][0], @@ -124,6 +149,7 @@ def compute_uv_coordinates(array, site1, site2, time, mjd, ra, dec, rf, timetype c1 = coords.EarthLocation.from_geodetic(lon, lat, elev, ellipsoid=None) c1 = np.array((c1.x.value, c1.y.value, c1.z.value)) coord1space.append(c1) + coord1space = np.array(coord1space) coord1[spacemask1] = coord1space @@ -134,13 +160,15 @@ def compute_uv_coordinates(array, site1, site2, time, mjd, ra, dec, rf, timetype raise Exception("Spacecraft ephemeris only work with UTC!") site2space_list = site2[spacemask2] + site2space_fracmjdlist = fracmjd[spacemask2] site2space_dtolist = dto[spacemask2] coord2space = [] for k in range(len(site2space_list)): + site2space = site2space_list[k] dto_now = site2space_dtolist[k] sat = ephem.readtle(array.ephem[site2space][0], - array.ephem[site2space][1], + array.ephem[site2space][1], array.ephem[site2space][2]) sat.compute(dto_now) # often complains if ephemeris out of date! elev = sat.elevation @@ -149,10 +177,12 @@ def compute_uv_coordinates(array, site1, site2, time, mjd, ra, dec, rf, timetype # pyephem doesn't use an ellipsoid earth model! c2 = coords.EarthLocation.from_geodetic(lon, lat, elev, ellipsoid=None) c2 = np.array((c2.x.value, c2.y.value, c2.z.value)) - coord2space.append(c2) + coord2space.append(c2) + coord2space = np.array(coord2space) coord2[spacemask2] = coord2space - + """ + # rotate the station coordinates with the earth coord1 = earthrot(coord1, theta) coord2 = earthrot(coord2, theta) @@ -1642,3 +1672,106 @@ def prog_msg(nscan, totscans, msgtype='bar', nscan_last=0): printstr = "\rScan %0"+ndigit+"i/%i : %i%% done . . ." sys.stdout.write(printstr % barparams) sys.stdout.flush() + +def sat_skyfield_from_elements(satname, epoch_mjd, perigee_mjd, + period_days, eccentricity, + inclination, arg_perigee, long_ascending): + + """skyfield EarthSatellite object from keplerian orbital elements + perfect keplerian orbit is assumed, no derivatives + epoch, pericenter given in mjd + period given in days + inclination, arg_perigee, long_ascending given in degrees + """ + + if not(0<=eccentricity<1): + raise Exception("eccentricity must be between 0 and 1") + if not(0<=inclination<=180): + raise Exception("inclination must be between 0 and 180") + if not(0<=arg_perigee<=180): + raise Exception("arg_perigee must be between 0 and 180") + if not(0<=long_ascending<=360): + raise Exception("arg_perigee must be between 0 and 360") + + satrec = Satrec() + ts = skyfield.api.load.timescale() + ref_mjd = 33281. # mjd 1949 December 31 00:00 UT + epoch_wrt_ref = epoch_mjd - ref_mjd + + inclination_rad = inclination*ehc.DEGREE + arg_perigee_rad = arg_perigee*ehc.DEGREE + long_ascending_rad = long_ascending*ehc.DEGREE + + mean_motion = 2*np.pi/(period_days*24.*60.) # radians/minute + + mean_anomaly = mean_motion*(epoch_mjd - perigee_mjd) + mean_anomaly = np.mod(mean_anomaly, 2*np.pi) + + satrec.sgp4init( + WGS72, # gravity model + 'i', # 'a' = old AFSPC mode, 'i' = improved mode + 1, # satnum: Satellite number + epoch_wrt_ref, # epoch: days since 1949 December 31 00:00 UT + 0.0, # bstar: drag coefficient (/earth radii) + 0.0, # ndot: ballistic coefficient (revs/day) + 0.0, # nddot: second derivative of mean motion (revs/day^3) + eccentricity, # ecco: eccentricity + arg_perigee_rad, # argpo: argument of perigee (radians) + inclination_rad, # inclo: inclination (radians) + mean_anomaly, # mo: mean anomaly (radians) + mean_motion, # no_kozai: mean motion (radians/minute) + long_ascending_rad, # nodeo: right ascension of ascending node (radians) + ) + sat_skyfield = skyfield.api.EarthSatellite.from_satrec(satrec, ts) + + return sat_skyfield + +def sat_skyfield_from_tle(satname, line1, line2): + ts = skyfield.api.load.timescale() + sat_skyfield = skyfield.api.EarthSatellite(line1, line2, satname, ts) + return sat_skyfield + +def sat_skyfield_from_ephementry(satname, ephem, epoch_mjd): + if len(ephem[satname])==3: # TLE + line1 = ephem[satname][1] + line2 = ephem[satname][2] + sat = sat_skyfield_from_tle(satname, line1, line2) + elif len(ephem[satname])==6: #keplerian elements + elements = ephem[satname] + sat = sat_skyfield_from_elements(satname, epoch_mjd, + elements[0],elements[1],elements[2],elements[3],elements[4],elements[5]) + else: + raise Exception("ephemeris format not recognized for %s"%satellite) + + return sat + +def orbit_skyfield(sat, fracmjds, whichout='itrs'): + + """uses skyfield to propagate a earth satellite orbit and return x,y,z coordinates in co-rotating earth frame + sat is a skyfield.sgp4lib.EarthSatellite object + times is a list of fractional mjds + whichout is 'itrs' (co-rotating) or 'gcrs' (fixed x-axis to equinox) + """ + + #fractional days of orbit in jd + mjd_to_jd = 2400000.5 + ts = skyfield.api.load.timescale() + t = ts.ut1_jd(mjd_to_jd+fracmjds) + + # propagate orbit + time_data = sat.at(t) + + if whichout=='gcrs': + # GCRS coordinates in km + positions = time_data.xyz.m + + elif whichout=='itrs': + # get coordinates in earth frame (WGS84 ellipsiod) + geographic_position = skyfield.api.wgs84.geographic_position_of(time_data) + positions = geographic_position.itrs_xyz.m + + else: + raise Excption("orbit_skyfield whichout must be 'itrs' or 'gcrs'") + + return positions + From ea6843781c4b989d4a5ff75d016eec1ae7c57bdd Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Apr 2023 17:40:45 -0400 Subject: [PATCH 29/52] replaced ephem with skyfield --- ehtim/observing/obs_helpers.py | 9 ++++----- requirements.txt | 4 +--- setup.py | 2 +- 3 files changed, 6 insertions(+), 9 deletions(-) diff --git a/ehtim/observing/obs_helpers.py b/ehtim/observing/obs_helpers.py index 84cb0c39..0cb97dbc 100644 --- a/ehtim/observing/obs_helpers.py +++ b/ehtim/observing/obs_helpers.py @@ -24,9 +24,11 @@ from builtins import object try: - import ephem + from sgp4.api import Satrec, WGS72 + import skyfield.api except ImportError: - print("Warning: ephem not installed: cannot simulate space VLBI") + print("Warning: skyfield not installed: cannot simulate space VLBI") + try: from pynfft.nfft import NFFT except ImportError: @@ -41,9 +43,6 @@ import copy import sys -from sgp4.api import Satrec, WGS72 -import skyfield.api - import ehtim.const_def as ehc import warnings diff --git a/requirements.txt b/requirements.txt index 465b8cd6..5e9067d2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ astropy -ephem +skyfield future h5py html; python_version < '3.1' @@ -13,8 +13,6 @@ requests scipy scikit-image -# pyfits is now included in astropy. -#pyfits # pynfft requires external dependency; install with Conda. #pynfft diff --git a/setup.py b/setup.py index 3d7f553e..92841d52 100755 --- a/setup.py +++ b/setup.py @@ -41,7 +41,7 @@ def read(fname): "scipy", "astropy", "matplotlib", - "ephem", + "skyfield", "h5py", "pandas", "paramsurvey", From 388f9e62a3492dc28977341f28b503fff533d445 Mon Sep 17 00:00:00 2001 From: wolfy Date: Wed, 26 Apr 2023 18:35:28 -0600 Subject: [PATCH 30/52] Update README.rst --- README.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.rst b/README.rst index 0621103e..c3689f72 100644 --- a/README.rst +++ b/README.rst @@ -37,7 +37,7 @@ Alternatively, first install NFFT manually following the instructions on the `re Documentation ------------- -Documentation is `here `_ . +Documentation is `here `_. A full tutorial is in progress, but here are some ways to learn to use the code: From 334810669530df0c51c282733d0e695ca7d12221 Mon Sep 17 00:00:00 2001 From: wolfy Date: Wed, 26 Apr 2023 18:59:54 -0600 Subject: [PATCH 31/52] Update README.rst --- README.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.rst b/README.rst index c3689f72..65762f15 100644 --- a/README.rst +++ b/README.rst @@ -122,7 +122,7 @@ Let us know if you use ehtim in your publication and we'll list it here! - Unravelling the Innermost Jet Structure of OJ 287 with the First GMVA+ALMA Observations, `Zhao et al. 2022 `_ -Documentation +oifits Documentation ---------------- The oifits_new.py file used for reading/writing .oifits files is a slightly modified version of Paul Boley's package `oifits `_. From 9c4a0b6f3c3a017373e2cd8b43c333509c53cfb2 Mon Sep 17 00:00:00 2001 From: wolfy Date: Wed, 26 Apr 2023 21:32:56 -0600 Subject: [PATCH 32/52] fix for apparent bug --- ehtim/imager.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 8d8f4fe2..ef139696 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -467,7 +467,7 @@ def check_params(self): """ if ((self.prior_next.psize != self.init_next.psize) or (self.prior_next.xdim != self.init_next.xdim) or - (self.prior_next.ydim != self.prior_next.ydim)): + (self.prior_next.ydim != self.init_next.ydim)): raise Exception("Initial image does not match dimensions of the prior image!") if ((self.prior_next.rf != self.init_next.rf)): From 3882ee81489896041f3c5d302779478dd2e74ace Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Tue, 9 May 2023 20:15:01 -0400 Subject: [PATCH 33/52] added logtv and logtv2 regularizers --- ehtim/imager.py | 2 +- ehtim/imaging/imager_utils.py | 36 ++++++++++++++++++++++++++--------- 2 files changed, 28 insertions(+), 10 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 8d8f4fe2..5f1f0680 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -42,7 +42,7 @@ EPS = 1e-8 DATATERMS = ['vis', 'bs', 'amp', 'cphase', 'cphase_diag', 'camp', 'logcamp', 'logcamp_diag'] -REGULARIZERS = ['gs', 'tv', 'tvlog','tv2', 'l1', 'l1w', 'lA', 'patch', +REGULARIZERS = ['gs', 'tv', 'tvlog','tv2', 'tv2log', 'l1', 'l1w', 'lA', 'patch', 'flux', 'cm', 'simple', 'compact', 'compact2', 'rgauss', 'hw'] REGULARIZERS_SPECIND = ['l2_alpha', 'tv_alpha'] REGULARIZERS_CURV = ['l2_beta', 'tv_beta'] diff --git a/ehtim/imaging/imager_utils.py b/ehtim/imaging/imager_utils.py index 69e91642..5f565c07 100644 --- a/ehtim/imaging/imager_utils.py +++ b/ehtim/imaging/imager_utils.py @@ -47,7 +47,7 @@ DATATERMS = ['vis', 'bs', 'amp', 'cphase', 'cphase_diag', 'camp', 'logcamp', 'logcamp_diag', 'logamp'] -REGULARIZERS = ['gs', 'tv', 'tv2', 'l1w', 'lA', 'patch', 'simple', 'compact', 'compact2', 'rgauss'] +REGULARIZERS = ['gs', 'tv', 'tvlog','tv2', 'tv2log','l1w', 'lA', 'patch', 'simple', 'compact', 'compact2', 'rgauss'] nit = 0 # global variable to track the iteration number in the plotting callback @@ -570,17 +570,25 @@ def regularizer(imvec, nprior, mask, flux, xdim, ydim, psize, stype, **kwargs): elif stype == "tv": if np.any(np.invert(mask)): imvec = embed(imvec, mask, randomfloor=True) - s = -stv(imvec, xdim, ydim, psize, flux, norm_reg=norm_reg, - beam_size=beam_size, epsilon=epsilon) - elif stype == "tvlog": # TODO ANDREW + s = -stv(imvec, xdim, ydim, psize, flux, norm_reg=norm_reg,beam_size=beam_size, epsilon=epsilon) + elif stype == "tvlog": if np.any(np.invert(mask)): imvec = embed(imvec, mask, clipfloor=epsilon, randomfloor=True) - s = -stv(np.log(imvec), xdim, ydim, psize, flux, norm_reg=norm_reg, - beam_size=beam_size, epsilon=epsilon) + npix = xdim*ydim + logvec = np.log(imvec) + logflux = npix*np.abs(np.log(flux/npix)) + s = -stv(logvec, xdim, ydim, psize, logflux, norm_reg=norm_reg,beam_size=beam_size, epsilon=epsilon) elif stype == "tv2": if np.any(np.invert(mask)): imvec = embed(imvec, mask, randomfloor=True) s = -stv2(imvec, xdim, ydim, psize, flux, norm_reg=norm_reg, beam_size=beam_size) + elif stype == "tv2log": + if np.any(np.invert(mask)): + imvec = embed(imvec, mask, randomfloor=True) + npix = xdim*ydim + logvec = np.log(imvec) + logflux = npix*np.abs(np.log(flux/npix)) + s = -stv2(logvec, xdim, ydim, psize, logflux, norm_reg=norm_reg, beam_size=beam_size) elif stype == "compact": if np.any(np.invert(mask)): imvec = embed(imvec, mask, randomfloor=True) @@ -638,8 +646,10 @@ def regularizergrad(imvec, nprior, mask, flux, xdim, ydim, psize, stype, **kwarg elif stype == "tvlog": if np.any(np.invert(mask)): imvec = embed(imvec, mask, clipfloor=epsilon, randomfloor=True) - s = -stvgrad(np.log(imvec), xdim, ydim, psize, flux, norm_reg=norm_reg, - beam_size=beam_size, epsilon=epsilon) + npix = xdim*ydim + logvec = np.log(imvec) + logflux = npix*np.abs(np.log(flux/npix)) + s = -stvgrad(logvec, xdim, ydim, psize, logflux, norm_reg=norm_reg,beam_size=beam_size, epsilon=epsilon) s = s / imvec s = s[mask] elif stype == "tv2": @@ -647,6 +657,15 @@ def regularizergrad(imvec, nprior, mask, flux, xdim, ydim, psize, stype, **kwarg imvec = embed(imvec, mask, randomfloor=True) s = -stv2grad(imvec, xdim, ydim, psize, flux, norm_reg=norm_reg, beam_size=beam_size) s = s[mask] + elif stype == "tv2log": + if np.any(np.invert(mask)): + imvec = embed(imvec, mask, randomfloor=True) + npix = xdim*ydim + logvec = np.log(imvec) + logflux = npix*np.abs(np.log(flux/npix)) + s = -stv2grad(logvec, xdim, ydim, psize, logflux, norm_reg=norm_reg, beam_size=beam_size) + s = s / imvec + s = s[mask] elif stype == "compact": if np.any(np.invert(mask)): imvec = embed(imvec, mask, randomfloor=True) @@ -2584,7 +2603,6 @@ def stv(imvec, nx, ny, psize, flux, norm_reg=NORM_REGULARIZER, beam_size=None, e impad = np.pad(im, 1, mode='constant', constant_values=0) im_l1 = np.roll(impad, -1, axis=0)[1:ny+1, 1:nx+1] im_l2 = np.roll(impad, -1, axis=1)[1:ny+1, 1:nx+1] - #out = -np.sum(np.sqrt(np.abs(im_l1 - im)**2 + np.abs(im_l2 - im)**2) + epsilon) out = -np.sum(np.sqrt(np.abs(im_l1 - im)**2 + np.abs(im_l2 - im)**2 + epsilon)) return out/norm From 82ef04bf7c4ff8973605170492903db4a0795969 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 19 May 2023 16:36:40 -0400 Subject: [PATCH 34/52] added 'verbose' flags to prints in observe() --- ehtim/image.py | 6 +++--- ehtim/movie.py | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/ehtim/image.py b/ehtim/image.py index fbdb97a5..c43b0d45 100644 --- a/ehtim/image.py +++ b/ehtim/image.py @@ -2343,8 +2343,8 @@ def observe_same_nonoise(self, obs, sgrscat=False, ttype="nfft", if (np.abs(self.rf - obs.rf) / obs.rf > tolerance): raise Exception("Image frequency is not the same as observation frequency!") - if ttype == 'direct' or ttype == 'fast' or ttype == 'nfft': - print("Producing clean visibilities from image with " + ttype + " FT . . . ") + if (ttype == 'direct' or ttype == 'fast' or ttype == 'nfft'): + if verbose: print("Producing clean visibilities from image with " + ttype + " FT . . . ") else: raise Exception("ttype=%s, options for ttype are 'direct', 'fast', 'nfft'" % ttype) @@ -2618,7 +2618,7 @@ def observe(self, array, tint, tadv, tstart, tstop, bw, """ # Generate empty observation - print("Generating empty observation file . . . ") + if verbose: print("Generating empty observation file . . . ") if mjd is None: mjd = self.mjd diff --git a/ehtim/movie.py b/ehtim/movie.py index 393be354..bd8f8ffb 100644 --- a/ehtim/movie.py +++ b/ehtim/movie.py @@ -1008,7 +1008,7 @@ def observe_same_nonoise(self, obs, repeat=False, sgrscat=False, raise Exception("Movie frequency is not the same as observation frequency!") if ttype == 'direct' or ttype == 'fast' or ttype == 'nfft': - print("Producing clean visibilities from movie with " + ttype + " FT . . . ") + if verbose: print("Producing clean visibilities from movie with " + ttype + " FT . . . ") else: raise Exception("ttype=%s, options for ttype are 'direct', 'fast', 'nfft'" % ttype) @@ -1312,7 +1312,7 @@ def observe(self, array, tint, tadv, tstart, tstop, bw, repeat=False, """ # Generate empty observation - print("Generating empty observation file . . . ") + if verbose: print("Generating empty observation file . . . ") if mjd is None: mjd = self.mjd if polrep_obs is None: From c285695243864ecdc784fc8c2e675f0707b86a41 Mon Sep 17 00:00:00 2001 From: Paul Tiede Date: Fri, 9 Jun 2023 17:57:33 -0400 Subject: [PATCH 35/52] Prevent pandas 2 from being installed --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 5e9067d2..59dd8855 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,7 +7,7 @@ ipython matplotlib networkx numpy -pandas +pandas < '2' paramsurvey[ray] requests scipy From 42c4f7f47f7f2644b9b63c592b0fa756ec40d800 Mon Sep 17 00:00:00 2001 From: Rohan Dahale Date: Mon, 12 Jun 2023 11:39:30 +0200 Subject: [PATCH 36/52] Update README.rst with pynfft for M1 Mac --- README.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.rst b/README.rst index 0621103e..588c1692 100644 --- a/README.rst +++ b/README.rst @@ -33,6 +33,8 @@ Installing with pip will update most of the required libraries automatically (`n Alternatively, first install NFFT manually following the instructions on the `readme `_, making sure to use the ``--enable-openmp`` flag in compilation. Then install `pynfft `_, with pip, following the readme instructions to link the installation to where you installed NFFT. Finally, reinstall ehtim. +For M1 Macs (OS >= v12.0), install the M1 Mac version of `pynfft `_ and follow the instructions on the `readme `_. It has the instructions to install `fftw `_, `nfft `_ and then `pynfft `_. + **Certain eht-imaging functions require other external packages that are not automatically installed.** In addition to pynfft, these include `networkx `_ (for image comparison functions), `requests `_ (for dynamical imaging), and `scikit-image `_ (for a few image analysis functions). However, the vast majority of the code will work without these dependencies. Documentation From 1522b091295ebaf7bf804eaf9a4f978aa354ee64 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:30:31 -0400 Subject: [PATCH 37/52] added tutorials --- .gitignore | 2 + .../eht-imaging_tutorial-checkpoint.ipynb | 1044 + .../space_vlbi_tutorial-checkpoint.ipynb | 554 + tutorials/ehtim_tutorial.ipynb | 1044 + tutorials/space_vlbi_tutorial.ipynb | 554 + tutorials/tutorial1_data.uvfits | 107322 +++++++++++++++ 6 files changed, 110520 insertions(+) create mode 100644 tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb create mode 100644 tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb create mode 100644 tutorials/ehtim_tutorial.ipynb create mode 100644 tutorials/space_vlbi_tutorial.ipynb create mode 100644 tutorials/tutorial1_data.uvfits diff --git a/.gitignore b/.gitignore index f84543fa..36d01ca0 100755 --- a/.gitignore +++ b/.gitignore @@ -27,6 +27,8 @@ examples/.ipynb_checkpoints/* arrays/old_arrays/* +tutorials/tutorial_results/* + # Unit tests should be included !ehtim/tests/ !ehtim/tests/test_*.py diff --git a/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb b/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb new file mode 100644 index 00000000..df5fb8c6 --- /dev/null +++ b/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb @@ -0,0 +1,1044 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# *eht-imaging* Tutorial\n", + "\n", + "---\n", + "\n", + "`eht-imaging` is a Python software for radio interferometric simulation, calibration, analysis, and imaging. Code and documentation can be found on [GitHub](https://github.com/achael/eht-imaging)\n", + "\n", + "This notebook is a simplified version of the imaging process employed by the `eht-imaging` script from the *First M87 EHT Results: Imaging Pipelines* public repository that can be found on [GitHub](https://github.com/eventhorizontelescope/2019-D01-02).\n", + "\n", + "This notebook was originally developed by Antonio Fuentes for the ngEHT Winter 2021 meeting.\n", + "\n", + "[These slides](https://docs.google.com/presentation/d/1A0y9omYI2ueSUa6_t5reylBhw6eiLwjqDzw-HUOk8Ac/edit?usp=sharing) walk through the main steps of the tutorial\n", + "\n", + "## Prerequisites\n", + "Running this notebook requires that `eht-imaging` and its dependencies are installed (see README on [GitHub](https://github.com/achael/eht-imaging)). If you do not have `nfft` installed, you can set `ttype=fast` in the following." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import necessary modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.5 \n", + "\n" + ] + } + ], + "source": [ + "import os\n", + "import ehtim as eh\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define paths" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "inpath = './'\n", + "outpath = './tutorial_results/tutorial'\n", + "inobs = os.path.join(inpath, 'tutorial1_data.uvfits')\n", + "\n", + "# Make output directories\n", + "if not os.path.exists(os.path.dirname(outpath)):\n", + " os.makedirs(os.path.dirname(outpath))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imaging parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "prior_fwhm = 100.*eh.RADPERUAS # Gaussian prior FWHM (radians)\n", + "sys_noise = 0.01 # fractional systematic noise\n", + " # added to complex visibilities\n", + "\n", + "reg_term = {'simple' : 0, # Maximum-Entropy\n", + " 'tv' : 1, # Total Variation\n", + " 'tv2' : 0, # Total Squared Variation\n", + " 'l1' : 1., # L1 sparsity prior\n", + " 'flux' : 0.} # compact flux constraint\n", + "\n", + "data_term = {'amp' : 1., # visibility amplitudes\n", + " 'cphase' : 1., # closure phases\n", + " 'logcamp': 1.} # log closure amplitudes\n", + "\n", + "ttype = 'nfft' # Type of Fourier transform ('direct', 'nfft', or 'fast')\n", + "npix = 100 # Number of pixels across the reconstructed image\n", + "fov = 700*eh.RADPERUAS # Field of view of the reconstructed image\n", + "maxit = 350 # Maximum number of convergence iterations for imaging\n", + "niter = 4 # Number of imaging iterations\n", + "stop = 1e-6 # Imager stopping criterion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper function" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Repeat imaging with blurring to assure good convergence\n", + "def converge(imgr, major=niter, blur_frac=1.0):\n", + " for repeat in range(major):\n", + " init = imgr.out_last().blur_circ(blur_frac*res)\n", + " imgr.init_next = init\n", + " imgr.make_image_I(show_updates=False)\n", + " imgr.out_last().display(scale='log')\n", + " return imgr" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading uvfits: ./tutorial1_data.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "No NX table in uvfits!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 212584 of \"dubious year (Note 5)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + } + ], + "source": [ + "# Load the uvfits file\n", + "obs = eh.obsdata.load_uvfits(inobs)\n", + "\n", + "# Scan-average the data\n", + "# Identify the scans (times of continous observation) in the data\n", + "obs.add_scans()\n", + "\n", + "# Coherently average the scans, which can be averaged due to ad-hoc phasing\n", + "obs = obs.avg_coherent(0., scan_avg=True)\n", + "\n", + "# Estimate the total flux density from the ALMA(AA) -- APEX(AP) zero baseline\n", + "zbl = np.median(obs.unpack_bl('AA','AP','amp')['amp'])\n", + "\n", + "# Flag out sites in the obs.tarr table with no measurements\n", + "allsites = set(obs.unpack(['t1'])['t1'])|set(obs.unpack(['t2'])['t2'])\n", + "obs.tarr = obs.tarr[[o in allsites for o in obs.tarr['site']]]\n", + "obs = eh.obsdata.Obsdata(obs.ra, obs.dec, obs.rf, obs.bw, obs.data, obs.tarr,\n", + " source=obs.source, mjd=obs.mjd,\n", + " ampcal=obs.ampcal, phasecal=obs.phasecal)\n", + "\n", + "obs_orig = obs.copy() # save obs before any further modifications\n", + "\n", + "# Order the stations by SNR.\n", + "# This will create a minimal set of closure quantities\n", + "# with the highest snr and smallest covariance.\n", + "obs.reorder_tarr_snr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data inspection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot uv-coverage\n", + "obs.plotall('u', 'v', conj=True, export_pdf=outpath+'uv.pdf')\n", + "\n", + "# Plot visibility amplitudes, phases, etc. as a function of uv distance\n", + "obs.plotall('uvdist', 'amp', export_pdf=outpath+'amps.pdf')\n", + "\n", + "# Plot baselines\n", + "#obs.plot_bl('AA', 'SM', 'phase', rangex=[4., 10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define prior/init and noise budget" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "prior total flux: 0.76 Jy\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "obs_sc = obs.copy() # From here on out, don't change obs. Use obs_sc to track gain changes\n", + "res = obs.res() # The nominal array resolution: 1/(longest baseline)\n", + "\n", + "# Make a Gaussian prior image for maximum entropy regularization\n", + "# This Gaussian is also the initial image\n", + "gaussprior = eh.image.make_square(obs_sc, npix, fov)\n", + "gaussprior = gaussprior.add_gauss(zbl, (prior_fwhm, prior_fwhm, 0.,\n", + " 170*eh.RADPERUAS, -170*eh.RADPERUAS))\n", + "\n", + "# Add a large disk to capture extended emission\n", + "gaussprior = gaussprior.add_tophat(zbl*0.1, fov/2).blur_circ(res)\n", + "\n", + "# To avoid gradient singularities in the first step, add an additional small Gaussian\n", + "gaussprior = gaussprior.add_gauss(zbl*1e-3, (prior_fwhm, prior_fwhm, 0, 0, 0))\n", + "\n", + "# Rescale the prior flux so it matches the measured zbl flux\n", + "gaussprior.imvec *= zbl / gaussprior.total_flux()\n", + "\n", + "print('prior total flux: {:.2f} Jy'.format(gaussprior.total_flux()))\n", + "gaussprior.display(scale='log')\n", + "\n", + "# Add non-closing systematic noise to the observation\n", + "obs_sc = obs_sc.add_fractional_noise(sys_noise)\n", + "\n", + "# Make a copy of the initial data (before any self-calibration but after the taper)\n", + "obs_sc_init = obs_sc.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Image reconstruction" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Round 1: Imaging with complex visibilities amplitudes and closure quantities...\n", + "Initializing imager data products . . .\n", + "==============================\n", + "Imager run 1 \n", + "Imaging . . .\n", + "time: 11.280204 s\n", + "J: 5.413529\n", + "chi2_amp : 1.53 chi2_cphase : 2.03 chi2_logcamp : 0.93 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Using Multiprocessing with 16 Processes\n", + "Scan 67/67 : [------------------------------]100%\n", + "self_cal time: 6.717185 s\n" + ] + } + ], + "source": [ + "# First Round of Imaging\n", + "# ·······················\n", + "print(\"Round 1: Imaging with complex visibilities amplitudes and closure quantities...\")\n", + "\n", + "# Initialize imaging with a Gaussian image\n", + "imgr = eh.imager.Imager(obs_sc, gaussprior, prior_im=gaussprior,\n", + " flux=zbl, data_term=data_term, maxit=maxit,\n", + " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", + " stop=stop)\n", + "\n", + "# Imaging\n", + "imgr.make_image_I(show_updates=False)\n", + "imgr.out_last().display(scale='log')\n", + "imgr = converge(imgr)\n", + "\n", + "# Self-calibrate to the previous model\n", + "obs_sc = eh.selfcal(obs_sc_init, imgr.out_last(), method='both', ttype=ttype,\n", + " solution_interval=0.0, processes=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Round 2: Imaging with visibilities and closure quantities...\n", + "Initializing imager data products . . .\n", + "==============================\n", + "Imager run 1 \n", + "Imaging . . .\n", + "time: 8.678368 s\n", + "J: 2.129186\n", + "chi2_cphase : 1.38 chi2_logcamp : 0.40 chi2_vis : 1.01 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Imaging . . .\n", + "time: 9.298967 s\n", + "J: 0.820288\n", + "chi2_cphase : 1.31 chi2_logcamp : 0.38 chi2_vis : 0.97 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Using Multiprocessing with 16 Processes\n", + "Scan 67/67 : [------------------------------]100%\n", + "self_cal time: 7.483548 s\n" + ] + } + ], + "source": [ + "# Second Round of Imaging\n", + "# ························\n", + "print(\"Round 2: Imaging with visibilities and closure quantities...\")\n", + "\n", + "# Blur the previous reconstruction to the intrinsic resolution of ~25 uas\n", + "init = imgr.out_last().blur_circ(res)\n", + "\n", + "# Increase the weights on the data terms and reinitialize imaging\n", + "data_term_intermediate = {'vis':imgr.dat_terms_last()['amp']*10,\n", + " 'cphase':imgr.dat_terms_last()['cphase']*10,\n", + " 'logcamp':imgr.dat_terms_last()['logcamp']*10}\n", + "\n", + "\n", + "imgr2 = eh.imager.Imager(obs_sc, init, prior_im=gaussprior, flux=zbl,\n", + " data_term=data_term_intermediate, maxit=maxit, \n", + " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", + " stop=stop)\n", + "\n", + "# Imaging\n", + "imgr2.make_image_I(show_updates=False)\n", + "imgr2 = converge(imgr2)\n", + "\n", + "# Self-calibrate to the previous model starting from scratch\n", + "obs_sc = eh.selfcal(obs_sc_init, imgr2.out_last(), method='both', ttype=ttype,\n", + " solution_interval=0.0, processes=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Output the results" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 1 of \"dubious year (Note 5)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building NX table\n", + "No NX table in saved uvfits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 1 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 1 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Save the reconstructed image\n", + "im_out = imgr2.out_last().copy()\n", + "obs_sc_final = obs_sc.copy()\n", + "\n", + "# Save the final image\n", + "im_out.save_fits(outpath+'.fits')\n", + "obs_sc_final.save_uvfits(outpath+'.uvfits')\n", + "\n", + "# Save a png of the final image\n", + "im_out.display(cbar_unit=['Tb'], label_type='scale', export_pdf=outpath+'.png')\n", + "im_out.display(cbar_unit=['Tb'], label_type='scale', scale='log', export_pdf=outpath+'_logscale.png')\n", + "\n", + "# Generate a summary of the final image and associated data consistency metrics (might take a while)\n", + "#eh.imgsum(im_out, obs_sc_final, obs_orig, outpath+'_imgsum.pdf', gainplots=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check image fit to data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning!: in add_noise, some SEFDs are <= 0!\n", + "NOT recomputing sigmas, which may result in double systematic noise\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning!: in add_noise, some SEFDs are <= 0!\n", + "NOT recomputing sigmas, which may result in double systematic noise\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot self-calibrated visibility amplitudes and image model\n", + "eh.plotall_obs_im_compare(obs_sc_final, im_out, 'uvdist', 'amp')\n", + "\n", + "# Plot closure phases and image model\n", + "eh.plot_cphase_obs_im_compare(obs_sc_final, im_out, 'AA', 'SM', 'LM')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'./tutorial_results/'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outpath" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb b/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb new file mode 100644 index 00000000..526b742b --- /dev/null +++ b/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb @@ -0,0 +1,554 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "80df3aa1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n" + ] + } + ], + "source": [ + "import ehtim as eh\n", + "from astropy.time import Time\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "061e425a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60083.827770977245\n" + ] + } + ], + "source": [ + "mjd_now = Time.now().mjd\n", + "print(mjd_now)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c1f03554", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading text image: ./models/jason_mad_eofn.txt\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89.0\n" + ] + } + ], + "source": [ + "# load an image\n", + "im = eh.image.load_txt('../models/jason_mad_eofn.txt')\n", + "im.mjd = mjd_now\n", + "im.display(has_title=False,cbar_unit=['Tb'],label_type='scale');\n", + "im.ra = 89.\n", + "print(im.ra)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e6e07306", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loaded spacecraft ephemeris ./arrays/ephemeris/TESS\n" + ] + } + ], + "source": [ + "# load an array\n", + "arr = eh.array.load_txt('../arrays/EHT2025wTESS.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "820b2774", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['PDB', 'PV', 'SMT', 'SMA', 'LMT', 'ALMA', 'SPT', 'APEX', 'JCMT',\n", + " 'CARMA', 'KP', 'GLT', 'TESS'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the orbit over a 1 day period\n", + "arr.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+50, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6be62fca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + } + ], + "source": [ + "# generate a synthetic observation with no noise\n", + "tstart = 0 # hr relative to im.mjd\n", + "tstop = 24*50 # hr relative to im.mjd\n", + "tadv = 1200 # s\n", + "tint = 1200\n", + "bw = 4.e9\n", + "obs = im.observe(arr,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d5b7bfde", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot uv coverage and visamps\n", + "obs.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", + "obs.plotall('uvdist','amp');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e1283deb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'GEO': [60053.91684552315, 1, 0, 0, 0, 0]}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# replace TESS with a geosynchronous orbiter\n", + "arr2 = arr.remove_site('TESS')\n", + "arr2 = arr2.add_satellite_elements('GEO', \n", + " perigee_mjd=mjd_now,\n", + " period_days=1,\n", + " eccentricity=0,\n", + " inclination=0,\n", + " arg_perigee=0,\n", + " long_ascending=0,\n", + " sefd=10000)\n", + "arr2.ephem" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d4fed862", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot orbit\n", + "arr2.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d7d5e30f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + } + ], + "source": [ + "# generate observation and plot\n", + "obs2 = im.observe(arr2,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "aee5190a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot uv coverage and visamps\n", + "obs2.plotall('u','v',conj=True, rangex=[5.e10,-5.e10],rangey=[-5.e10,5.e10]);\n", + "obs2.plotall('uvdist','amp');" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c2d36a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# replace with a random elliptical orbiter\n", + "arr3 = arr2.remove_site('GEO')\n", + "arr3 = arr3.add_satellite_elements('RANDOM', \n", + " perigee_mjd=mjd_now-2,\n", + " period_days=10.2,\n", + " eccentricity=0.5,\n", + " inclination=20.,\n", + " arg_perigee=44.,\n", + " long_ascending=172.,\n", + " sefd=10000)\n", + "# plot orbit\n", + "arr3.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3c351462", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# generate observation and plot\n", + "obs3 = im.observe(arr3,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)\n", + "obs3.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", + "obs3.plotall('uvdist','amp');" + ] + } + ], + "metadata": { + "kernelspec": { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tutorials/ehtim_tutorial.ipynb b/tutorials/ehtim_tutorial.ipynb new file mode 100644 index 00000000..df5fb8c6 --- /dev/null +++ b/tutorials/ehtim_tutorial.ipynb @@ -0,0 +1,1044 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# *eht-imaging* Tutorial\n", + "\n", + "---\n", + "\n", + "`eht-imaging` is a Python software for radio interferometric simulation, calibration, analysis, and imaging. Code and documentation can be found on [GitHub](https://github.com/achael/eht-imaging)\n", + "\n", + "This notebook is a simplified version of the imaging process employed by the `eht-imaging` script from the *First M87 EHT Results: Imaging Pipelines* public repository that can be found on [GitHub](https://github.com/eventhorizontelescope/2019-D01-02).\n", + "\n", + "This notebook was originally developed by Antonio Fuentes for the ngEHT Winter 2021 meeting.\n", + "\n", + "[These slides](https://docs.google.com/presentation/d/1A0y9omYI2ueSUa6_t5reylBhw6eiLwjqDzw-HUOk8Ac/edit?usp=sharing) walk through the main steps of the tutorial\n", + "\n", + "## Prerequisites\n", + "Running this notebook requires that `eht-imaging` and its dependencies are installed (see README on [GitHub](https://github.com/achael/eht-imaging)). If you do not have `nfft` installed, you can set `ttype=fast` in the following." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import necessary modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.5 \n", + "\n" + ] + } + ], + "source": [ + "import os\n", + "import ehtim as eh\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define paths" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "inpath = './'\n", + "outpath = './tutorial_results/tutorial'\n", + "inobs = os.path.join(inpath, 'tutorial1_data.uvfits')\n", + "\n", + "# Make output directories\n", + "if not os.path.exists(os.path.dirname(outpath)):\n", + " os.makedirs(os.path.dirname(outpath))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imaging parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "prior_fwhm = 100.*eh.RADPERUAS # Gaussian prior FWHM (radians)\n", + "sys_noise = 0.01 # fractional systematic noise\n", + " # added to complex visibilities\n", + "\n", + "reg_term = {'simple' : 0, # Maximum-Entropy\n", + " 'tv' : 1, # Total Variation\n", + " 'tv2' : 0, # Total Squared Variation\n", + " 'l1' : 1., # L1 sparsity prior\n", + " 'flux' : 0.} # compact flux constraint\n", + "\n", + "data_term = {'amp' : 1., # visibility amplitudes\n", + " 'cphase' : 1., # closure phases\n", + " 'logcamp': 1.} # log closure amplitudes\n", + "\n", + "ttype = 'nfft' # Type of Fourier transform ('direct', 'nfft', or 'fast')\n", + "npix = 100 # Number of pixels across the reconstructed image\n", + "fov = 700*eh.RADPERUAS # Field of view of the reconstructed image\n", + "maxit = 350 # Maximum number of convergence iterations for imaging\n", + "niter = 4 # Number of imaging iterations\n", + "stop = 1e-6 # Imager stopping criterion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper function" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Repeat imaging with blurring to assure good convergence\n", + "def converge(imgr, major=niter, blur_frac=1.0):\n", + " for repeat in range(major):\n", + " init = imgr.out_last().blur_circ(blur_frac*res)\n", + " imgr.init_next = init\n", + " imgr.make_image_I(show_updates=False)\n", + " imgr.out_last().display(scale='log')\n", + " return imgr" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading uvfits: ./tutorial1_data.uvfits\n", + "no IF in uvfits header!\n", + "POLREP_UVFITS: circ\n", + "Number of uvfits Correlation Products: 4\n", + "No NX table in uvfits!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 212584 of \"dubious year (Note 5)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + } + ], + "source": [ + "# Load the uvfits file\n", + "obs = eh.obsdata.load_uvfits(inobs)\n", + "\n", + "# Scan-average the data\n", + "# Identify the scans (times of continous observation) in the data\n", + "obs.add_scans()\n", + "\n", + "# Coherently average the scans, which can be averaged due to ad-hoc phasing\n", + "obs = obs.avg_coherent(0., scan_avg=True)\n", + "\n", + "# Estimate the total flux density from the ALMA(AA) -- APEX(AP) zero baseline\n", + "zbl = np.median(obs.unpack_bl('AA','AP','amp')['amp'])\n", + "\n", + "# Flag out sites in the obs.tarr table with no measurements\n", + "allsites = set(obs.unpack(['t1'])['t1'])|set(obs.unpack(['t2'])['t2'])\n", + "obs.tarr = obs.tarr[[o in allsites for o in obs.tarr['site']]]\n", + "obs = eh.obsdata.Obsdata(obs.ra, obs.dec, obs.rf, obs.bw, obs.data, obs.tarr,\n", + " source=obs.source, mjd=obs.mjd,\n", + " ampcal=obs.ampcal, phasecal=obs.phasecal)\n", + "\n", + "obs_orig = obs.copy() # save obs before any further modifications\n", + "\n", + "# Order the stations by SNR.\n", + "# This will create a minimal set of closure quantities\n", + "# with the highest snr and smallest covariance.\n", + "obs.reorder_tarr_snr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data inspection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot uv-coverage\n", + "obs.plotall('u', 'v', conj=True, export_pdf=outpath+'uv.pdf')\n", + "\n", + "# Plot visibility amplitudes, phases, etc. as a function of uv distance\n", + "obs.plotall('uvdist', 'amp', export_pdf=outpath+'amps.pdf')\n", + "\n", + "# Plot baselines\n", + "#obs.plot_bl('AA', 'SM', 'phase', rangex=[4., 10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define prior/init and noise budget" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "prior total flux: 0.76 Jy\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "obs_sc = obs.copy() # From here on out, don't change obs. Use obs_sc to track gain changes\n", + "res = obs.res() # The nominal array resolution: 1/(longest baseline)\n", + "\n", + "# Make a Gaussian prior image for maximum entropy regularization\n", + "# This Gaussian is also the initial image\n", + "gaussprior = eh.image.make_square(obs_sc, npix, fov)\n", + "gaussprior = gaussprior.add_gauss(zbl, (prior_fwhm, prior_fwhm, 0.,\n", + " 170*eh.RADPERUAS, -170*eh.RADPERUAS))\n", + "\n", + "# Add a large disk to capture extended emission\n", + "gaussprior = gaussprior.add_tophat(zbl*0.1, fov/2).blur_circ(res)\n", + "\n", + "# To avoid gradient singularities in the first step, add an additional small Gaussian\n", + "gaussprior = gaussprior.add_gauss(zbl*1e-3, (prior_fwhm, prior_fwhm, 0, 0, 0))\n", + "\n", + "# Rescale the prior flux so it matches the measured zbl flux\n", + "gaussprior.imvec *= zbl / gaussprior.total_flux()\n", + "\n", + "print('prior total flux: {:.2f} Jy'.format(gaussprior.total_flux()))\n", + "gaussprior.display(scale='log')\n", + "\n", + "# Add non-closing systematic noise to the observation\n", + "obs_sc = obs_sc.add_fractional_noise(sys_noise)\n", + "\n", + "# Make a copy of the initial data (before any self-calibration but after the taper)\n", + "obs_sc_init = obs_sc.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Image reconstruction" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Round 1: Imaging with complex visibilities amplitudes and closure quantities...\n", + "Initializing imager data products . . .\n", + "==============================\n", + "Imager run 1 \n", + "Imaging . . .\n", + "time: 11.280204 s\n", + "J: 5.413529\n", + "chi2_amp : 1.53 chi2_cphase : 2.03 chi2_logcamp : 0.93 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Using Multiprocessing with 16 Processes\n", + "Scan 67/67 : [------------------------------]100%\n", + "self_cal time: 6.717185 s\n" + ] + } + ], + "source": [ + "# First Round of Imaging\n", + "# ·······················\n", + "print(\"Round 1: Imaging with complex visibilities amplitudes and closure quantities...\")\n", + "\n", + "# Initialize imaging with a Gaussian image\n", + "imgr = eh.imager.Imager(obs_sc, gaussprior, prior_im=gaussprior,\n", + " flux=zbl, data_term=data_term, maxit=maxit,\n", + " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", + " stop=stop)\n", + "\n", + "# Imaging\n", + "imgr.make_image_I(show_updates=False)\n", + "imgr.out_last().display(scale='log')\n", + "imgr = converge(imgr)\n", + "\n", + "# Self-calibrate to the previous model\n", + "obs_sc = eh.selfcal(obs_sc_init, imgr.out_last(), method='both', ttype=ttype,\n", + " solution_interval=0.0, processes=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Round 2: Imaging with visibilities and closure quantities...\n", + "Initializing imager data products . . .\n", + "==============================\n", + "Imager run 1 \n", + "Imaging . . .\n", + "time: 8.678368 s\n", + "J: 2.129186\n", + "chi2_cphase : 1.38 chi2_logcamp : 0.40 chi2_vis : 1.01 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n", + "==============================\n", + "Imager run 2 \n", + "Imaging . . .\n", + "time: 9.298967 s\n", + "J: 0.820288\n", + "chi2_cphase : 1.31 chi2_logcamp : 0.38 chi2_vis : 0.97 \n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", + "==============================\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No stations specified in self cal: defaulting to calibrating all stations!\n", + "Computing the Model Visibilities with nfft Fourier Transform...\n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Using Multiprocessing with 16 Processes\n", + "Scan 67/67 : [------------------------------]100%\n", + "self_cal time: 7.483548 s\n" + ] + } + ], + "source": [ + "# Second Round of Imaging\n", + "# ························\n", + "print(\"Round 2: Imaging with visibilities and closure quantities...\")\n", + "\n", + "# Blur the previous reconstruction to the intrinsic resolution of ~25 uas\n", + "init = imgr.out_last().blur_circ(res)\n", + "\n", + "# Increase the weights on the data terms and reinitialize imaging\n", + "data_term_intermediate = {'vis':imgr.dat_terms_last()['amp']*10,\n", + " 'cphase':imgr.dat_terms_last()['cphase']*10,\n", + " 'logcamp':imgr.dat_terms_last()['logcamp']*10}\n", + "\n", + "\n", + "imgr2 = eh.imager.Imager(obs_sc, init, prior_im=gaussprior, flux=zbl,\n", + " data_term=data_term_intermediate, maxit=maxit, \n", + " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", + " stop=stop)\n", + "\n", + "# Imaging\n", + "imgr2.make_image_I(show_updates=False)\n", + "imgr2 = converge(imgr2)\n", + "\n", + "# Self-calibrate to the previous model starting from scratch\n", + "obs_sc = eh.selfcal(obs_sc_init, imgr2.out_last(), method='both', ttype=ttype,\n", + " solution_interval=0.0, processes=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Output the results" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 1 of \"dubious year (Note 5)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building NX table\n", + "No NX table in saved uvfits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 1 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 1 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Save the reconstructed image\n", + "im_out = imgr2.out_last().copy()\n", + "obs_sc_final = obs_sc.copy()\n", + "\n", + "# Save the final image\n", + "im_out.save_fits(outpath+'.fits')\n", + "obs_sc_final.save_uvfits(outpath+'.uvfits')\n", + "\n", + "# Save a png of the final image\n", + "im_out.display(cbar_unit=['Tb'], label_type='scale', export_pdf=outpath+'.png')\n", + "im_out.display(cbar_unit=['Tb'], label_type='scale', scale='log', export_pdf=outpath+'_logscale.png')\n", + "\n", + "# Generate a summary of the final image and associated data consistency metrics (might take a while)\n", + "#eh.imgsum(im_out, obs_sc_final, obs_orig, outpath+'_imgsum.pdf', gainplots=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check image fit to data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning!: in add_noise, some SEFDs are <= 0!\n", + "NOT recomputing sigmas, which may result in double systematic noise\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", + "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", + " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning!: in add_noise, some SEFDs are <= 0!\n", + "NOT recomputing sigmas, which may result in double systematic noise\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot self-calibrated visibility amplitudes and image model\n", + "eh.plotall_obs_im_compare(obs_sc_final, im_out, 'uvdist', 'amp')\n", + "\n", + "# Plot closure phases and image model\n", + "eh.plot_cphase_obs_im_compare(obs_sc_final, im_out, 'AA', 'SM', 'LM')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'./tutorial_results/'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outpath" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/space_vlbi_tutorial.ipynb b/tutorials/space_vlbi_tutorial.ipynb new file mode 100644 index 00000000..526b742b --- /dev/null +++ b/tutorials/space_vlbi_tutorial.ipynb @@ -0,0 +1,554 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "80df3aa1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to eht-imaging! v 1.2.4 \n", + "\n" + ] + } + ], + "source": [ + "import ehtim as eh\n", + "from astropy.time import Time\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "061e425a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60083.827770977245\n" + ] + } + ], + "source": [ + "mjd_now = Time.now().mjd\n", + "print(mjd_now)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c1f03554", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading text image: ./models/jason_mad_eofn.txt\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89.0\n" + ] + } + ], + "source": [ + "# load an image\n", + "im = eh.image.load_txt('../models/jason_mad_eofn.txt')\n", + "im.mjd = mjd_now\n", + "im.display(has_title=False,cbar_unit=['Tb'],label_type='scale');\n", + "im.ra = 89.\n", + "print(im.ra)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e6e07306", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loaded spacecraft ephemeris ./arrays/ephemeris/TESS\n" + ] + } + ], + "source": [ + "# load an array\n", + "arr = eh.array.load_txt('../arrays/EHT2025wTESS.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "820b2774", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['PDB', 'PV', 'SMT', 'SMA', 'LMT', 'ALMA', 'SPT', 'APEX', 'JCMT',\n", + " 'CARMA', 'KP', 'GLT', 'TESS'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot the orbit over a 1 day period\n", + "arr.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+50, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6be62fca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + } + ], + "source": [ + "# generate a synthetic observation with no noise\n", + "tstart = 0 # hr relative to im.mjd\n", + "tstop = 24*50 # hr relative to im.mjd\n", + "tadv = 1200 # s\n", + "tint = 1200\n", + "bw = 4.e9\n", + "obs = im.observe(arr,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d5b7bfde", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot uv coverage and visamps\n", + "obs.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", + "obs.plotall('uvdist','amp');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e1283deb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'GEO': [60053.91684552315, 1, 0, 0, 0, 0]}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# replace TESS with a geosynchronous orbiter\n", + "arr2 = arr.remove_site('TESS')\n", + "arr2 = arr2.add_satellite_elements('GEO', \n", + " perigee_mjd=mjd_now,\n", + " period_days=1,\n", + " eccentricity=0,\n", + " inclination=0,\n", + " arg_perigee=0,\n", + " long_ascending=0,\n", + " sefd=10000)\n", + "arr2.ephem" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d4fed862", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot orbit\n", + "arr2.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d7d5e30f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + } + ], + "source": [ + "# generate observation and plot\n", + "obs2 = im.observe(arr2,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "aee5190a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot uv coverage and visamps\n", + "obs2.plotall('u','v',conj=True, rangex=[5.e10,-5.e10],rangey=[-5.e10,5.e10]);\n", + "obs2.plotall('uvdist','amp');" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c2d36a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# replace with a random elliptical orbiter\n", + "arr3 = arr2.remove_site('GEO')\n", + "arr3 = arr3.add_satellite_elements('RANDOM', \n", + " perigee_mjd=mjd_now-2,\n", + " period_days=10.2,\n", + " eccentricity=0.5,\n", + " inclination=20.,\n", + " arg_perigee=44.,\n", + " long_ascending=172.,\n", + " sefd=10000)\n", + "# plot orbit\n", + "arr3.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3c351462", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating empty observation file . . . \n", + "Producing clean visibilities from image with nfft FT . . . \n", + "Adding gain + phase errors to data and applying a priori calibration . . . \n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# generate observation and plot\n", + "obs3 = im.observe(arr3,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", + " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)\n", + "obs3.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", + "obs3.plotall('uvdist','amp');" + ] + } + ], + "metadata": { + "kernelspec": { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tutorials/tutorial1_data.uvfits b/tutorials/tutorial1_data.uvfits new file mode 100644 index 00000000..62c5a84a --- /dev/null +++ b/tutorials/tutorial1_data.uvfits @@ -0,0 +1,107322 @@ +SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 7 / number of array dimensions NAXIS1 = 0 NAXIS2 = 3 NAXIS3 = 4 NAXIS4 = 1 NAXIS5 = 1 NAXIS6 = 1 NAXIS7 = 1 EXTEND = T GROUPS = T / has groups PCOUNT = 9 / number of parameters GCOUNT = 212584 / number of groups OBSRA = 187.705930833 OBSDEC = 12.391123306 OBJECT = 'M87 ' MJD = 0.0 DATE-OBS= '1858-11-17' BSCALE = 1.0 BZERO = 0.0 BUNIT = 'JY ' VELREF = 3 EQUINOX = 'J2000 ' ALTRPIX = 1.0 ALTRVAL = 0.0 TELESCOP= 'VLBA ' INSTRUME= 'VLBA ' OBSERVER= 'EHT ' CTYPE2 = 'COMPLEX ' CRVAL2 = 1.0 CDELT2 = 1.0 CRPIX2 = 1.0 CROTA2 = 0.0 CTYPE3 = 'STOKES ' CRVAL3 = -1.0 CDELT3 = -1.0 CRPIX3 = 1.0 CROTA3 = 0.0 CTYPE4 = 'FREQ ' CRVAL4 = 230000000000.0 CDELT4 = 8000000000.0 CRPIX4 = 1.0 CROTA4 = 0.0 CTYPE6 = 'RA ' CRVAL6 = 187.705930833 CDELT6 = 1.0 CRPIX6 = 1.0 CROTA6 = 0.0 CTYPE7 = 'DEC ' CRVAL7 = 12.391123306 CDELT7 = 1.0 CRPIX7 = 1.0 CROTA7 = 0.0 PTYPE1 = 'UU---SIN' PSCAL1 = 4.34782608695652E-12 PZERO1 = 0.0 PTYPE2 = 'VV---SIN' PSCAL2 = 4.34782608695652E-12 PZERO2 = 0.0 PTYPE3 = 'WW---SIN' PSCAL3 = 4.34782608695652E-12 PZERO3 = 0.0 PTYPE4 = 'BASELINE' PSCAL4 = 1.0 PZERO4 = 0.0 PTYPE5 = 'DATE ' PSCAL5 = 1.0 PZERO5 = 0.0 PTYPE6 = 'DATE ' PSCAL6 = 1.0 PZERO6 = 0.0 PTYPE7 = 'INTTIM ' PSCAL7 = 1.0 PZERO7 = 0.0 PTYPE8 = 'TAU1 ' PSCAL8 = 1.0 PZERO8 = 0.0 PTYPE9 = 'TAU2 ' PSCAL9 = 1.0 PZERO9 = 0.0 HISTORY AIPS SORT ORDER='TB' END IUaCJ|8r==?BI1L=?BTӻVI1L=:32I1L=|[;$I1L=- [9^CJ|8r=> +=NLH=κ fHH麥8v:HϣNpkCJ|8r=?\);<ɫHŽFDH+;C]H;Y;` H7@CJ|8r=== I?[=H2թI?[::ʍI?[B9I?[7kϛCJ|8r=?ǮzxNI<3A~ *I<3D:I<3:mI<3ψ=ϐCJ|8r=? +=q SJ>VKJ>V5#J>V9m9\J>Vn`FCJ|8r=>ͼ4=Jϼ%~=J89sJϺ 9nJ͐LN6KCJ|8r=>u +=򂼑&E{C=<*('E{C =E{CA ͼCW=lGenP= Genpֻ&iIGenGen͐ +ND@J|8r=>u=JGV +E# +?ǮGyFcq3^Fc;Тo<]Fc: ;FcOݐOcyD J|8r> +>utDpvKtDpv<݌T'Dpv<ܚN +VbݽfDl'D}Y;KuDRDOoڎDJ|8r?\)=nٽHFOFO;v:K*,FOo*;]tFOOϫDJ|8r?\)?Ǯr='uF.8u=F;* F;FN[SϠDJ|8r?\)? +=q==G,=B=G,;#A:+G,;;w'(G,OL.D J|8r?\)>u +=֜HE>gEP&;}E[mGEO ,bNWMDJ|8r=?Ǯm;G7սҽG7:ȳhG7ջGi;^G7δNI DJ|8r=? +=qVK=?H"Zb=1#H"39D%'H";:LuH"O%nOD J|8r=>uu==QF"=c=F" +Gcwf:vGc;Gc;lhu< =IG ;l=(*G j;FG ;AG NN4DAJ|8r>> +_|FJ"^xFJ";5伓{FJ"E> FJ"βO\DAJ|8r>?\)==F-FI=Z=n'FI ;J/FIć)FIN^Y;%DA@J|8r>=<,Gw: /\ Gw7n:VGwQGwO@`=DBJ|8r>?Ǯ=IH Q彚=2SH QFf:H Q廌H Q fZDAJ|8r>? +=q=^sl>6H=_<&>QHͺ2 H:hQ+HO\OjDB@J|8r>>ud<\nF[<6F[9y\i'F[F[IUW\CJ|96==?A UI1L=?BnEvI1L=:i9I1L=>I1L=.[@GCJ|96=> +=ͼ+C%H=iܥH9 =P9H鹥w:OHϤ [NVPZTJ>VMNJ>Va-˸iJ>VnŌPCJ|96=>ͼ=VJϼ6=bOJ:V;9PJ::bدJ͐0N3kCJ|96=>u<ހY,H)<0ǿ bKH)\KgH)/6sH). 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+=q<¾3H>uX;NF[kuX;F[{$^ǂF[@ɺ;8,F[͊CMEJ|=+`>u?zw?OD9hѽ?D9hѽN0D9h=7=\xD9hNφ!EJ|=+`>u>\6=hoFա>}=wFա;< Fա<aFաIM%3vCJ|=+== ]`}0I1L=xZI1L=9ʠI1L=9>6:}.I1L=KkeCJ|=+=> +=?=&H= =%1Hfz:;H^9lHDNCJ|=+=?z<>܋GڛG;b 9҅G;?+9+GϱcMU}CJ|=+=?\)k=tߋH=j5HU HUHLJ CJ|=+==<I?[<Q?I?[w:^JI?[:d:0HI?[YϜCJ|=+=?Ǯ=P=v.I<3=½=x1_I<38:SeII<39Y~9t} I<3N}qeuCJ|=+=>\ Zj=pJsнA=IVJs9n9 +v8JsиVU:)_JsϐϘCJ|=+=? +=q< }=@\J>V<Q=GJ>V9k8mJ>VJ>Vσi\φCJ|=+=>ͽ<sJϽ9w;J8: 9Jϸ<GJI`yNCJ|=+=>u?[H)?᩽YH)+X;3; H)1]CH)KxeDJ|=+=> +@M=k=E{C;E{C<E{C-<\tE{C靖NGDJ|=+=?zᾙ.xEAZyHqEAZj3EAZvT<|NEAZϱjPMViDJ|=+=?\)cET3q)lET3\pGrmȽ,Gr;F:[ØGr;8CVGrϐϘDJ|=+=? +=q9W&H=Iٽ3H=:Ѳ:WH=#%H=σoφDJ|=+=>= +lGen=A rGen(;GenHIGenJ-N'D@J|=+=>uB>E#_ϓE#heK;:E#O-+O5rD@J|=+> +?z==D+'V=ID+'Ap!/D+'RߐD+'O'ՉΧDJ|=+> +?Ǯ==Fc>=k@Fc{?;ZFc;5:5EFcOnSJuD`J|=+> +>\<}`<:Fόd;dOH|D J|=+> +>u=WFDpv> ýDpv%=DpvO9;DpvNϓE J|=+?z>\=|=F=m=YF; N><(FF;H{]FO\s1DJ|=+?\)> +=G=[-:D<^=x Dލ;Dj׽ +K1DOoNTD@J|=+?\)?z5<&@D6=<\{?GH꼫8GH:;i3GH까:")ZGHNeKϟHJDJ|=+?\)? +=q\I=$G,+ٟ=mG,=ߚ:G"G,;? 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+=q>\=uBIyof=smDIyofNF:Iyofgߺ2IyofOCOGD J|=,Sp? +=q>u:ܽUG ;罪;G ]:_G P"u:kaG NmnNJ0DAJ|=,Sp>> +Ʀf߄FJ"j+FJ":NB<FJ"/ UFJ"Oh`O+DBJ|=,Sp>?z<=½znFHm?\);<ݵFIｺA= DFI:0ĺTFI; P<MOFINQ"DA@J|=,Sp>=}=sGw=FGw:jGw:䂻wGwOcO|0ADBJ|=,Sp>?ǮZ6UH QqOMH QUٻ`H Q4:v]H QO2N #DBJ|=,Sp>>\T*PfH/`_LϋH5WHCXHa=DAJ|=,Sp>? +=q>u,;}F[O;6EF[; ;^F[ou?z]%?WD9hѽȻ?D9h<;9D9h=u>\ =6Fաc=_IFա<:Fա;THFաIMn|CJ|=,==Wa-I1L=ϜI1L=:9ɫ:#WI1L=WsI1L=KeCJ|=,=> +=a=*H=З2=8gH#;8H; S: MHdNCJ|=,=?z<>BlG<>>>ۀG8Bñ:L"G;D IAGϱn?MSD3CJ|=,=?\)ৄ=nuH݂=jlHj:He;0HCJ|=,===aI?[=m"I?[b:I?[9 :I?[Ϝ/CJ|=,=?Ǯ=ɠ=w I<3==u4I<39óI<3:aŜI<3N~|WepCJ|=,=>\ =rJsн =eJsйg87Js:-`39>JsϐϘCJ|=,=? +=q<A=KJ>V< "=J>V9繩YJ>V9Q2J>VσtφKCJ|=,=>ͽN;))JϽ~;fJϺI.9Jϸ"JHٟNCJ|=,=>u?@u9H)?q\H);s_DH)CH)Ke?DJ|=,=> +<ĭE{C~\gD#Grfh3jGr;ʾ:8Gr6 +HGrϐ2ϘUDJ|=,=? +=qp]6H=H=:H=̯:iTH=σz~φDJ|=,=>=i>Gen={YGenL;GenVLGenIN#D@J|=,=>u~>E#أI>y +E#<ű@nNE# +?z +?Ǯ=m=>Fc==LFcd:-}Fc 4&FcO}KvD`J|=,> +>\;JOPD J|=,> +>u=n+Dpv>+VPCDpv }3ODpv=3<|DpvNEϓE J|=,?z>\==#F=ou=_|F +=c=J}D=6?=\b9GH꼐bLoGH;3ӻGHy;ÞGHN}ϟEDJ|=,?\)? 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+=q|cH={p&H=:77^H=O;#OH=σuφڪDJ|=0P=>=DGen=Gen;MP:zjGen8jjX;OGenG͌ND@J|=0P=>u"C>OE#d>TE# +?z=>4:D+'==D+']=mF~D+';uܼo +?Ǯ=t=G0Fc= =ZoFc;R!FcҼN?QFcOKK]hD`J|=0P> +>\ +>u=ӽuDpv=ֽ;Dpv=&<ߠDpv~pODpvNʊϓE J|=0P?z>\=}[=F=b=FлH!;F;βFFO'rDJ|=0P?\)> +=`=]8D=n?=6.D;Fm;D\q^SGH꼿sAGH:C;GH;OGHN)ϟ<DJ|=0P?\)? +=qG =cG,83=TG,4S;︥G,9;DG,OYMD J|=0P?\)>u=4ZD=/fD='/MCDA)7=-#DF,O8 1DJ|=0P=> += +=ԅE=Y=)|E,G7ս v>"G7ջո:G7;;\Ϸ=G4Ɗ=G4:/G49iڻK +G4NFDJ|=0P=? +=q~>H"H>UHH":r#jH"iH"OOzD J|=0P=>u=~=0E=6r=\E⨽'<|LE<;E`ELݖOvEJ|=0P?Ǯ?z=&}>GE=]+=Ē)E:5ԼE鄼㝻cENcN|EJ|=0P?Ǯ>\w>A'H^>EZH%8 ;H6kHMdO-EJ|=0P?Ǯ>u=ƫѽߒF"==齱EF"釼DYBF"釼H5<(MF"N|NcDJ|=0P? +=q> +>(]ŰGc>j,Gc3ԺsGc(;G:GcOʏOD@J|=0P? +=q?z=<FͲ>=<>/FͲ>:;&FͲ>";FFͲ>O}2DJ|=0P? +=q?Ǯ<6}/cMH<'~H:Pc\HӺǺHO2ND`J|=0P? +=q>\=uWؽTiIyof=x.M]Iyof9"Y jIyof G IyofOdO)@D J|=0P? +=q>u<ýYKG B:'aG 99ix^G ;G NlNDAJ|=0P>> +en<FJ"o6{FJ";#; +pFJ" <XFJ"OirO'9DBJ|=0P>?z<69FHm=Z0FHm<q<8FHm<"ڼcFHmηOPDAJ|=0P>?\)= LFIp<FIﻴ9)FI==9Gw=PGwJ;Gw;2+;,GwOc/DBJ|=0P>?ǮML@KH QͽBH Q:e;CH Q幅u:ǾH QO[N!DBJ|=0P>>\.{ͽVIH'8KH5T93ޗH ,S*ZH=g_ DAJ|=0P>? +=q<٬H<؏H9d#9%H:^QHOzO=\DB@J|=0P>>u;ak5F[:BF[u?z?!D9hѽP'?D9hѽ8=J]D9hu>\=YKFաb=JFա;Fա:"#^LFաIL0MCJ|=0==پ4 I1L=Ͼ@lI1L=:BI1L=:E:i5~I1L=L 2f2pCJ|=0=> +=f=L$H=ڔ=? H黇;H;;%EGHN CJ|=0=?z G<)>@G: +b9̭G;esGϱML6 +CJ|=0=?\)m;=x1H6m=jRHO:H'|H](VCJ|=0==<I?[=㽽~I?[:h]oI?[ho,I?[ ϜCJ|=0=?Ǯ==pwI<3=0=pI<39 +]9#?I<39:`I<3NEe\kCJ|=0=>\%w=PJsн =JsйlzϺAJsк atJsϐϘقCJ|=0=? +=q< ?=ą]J>V<s=cJ>Vv:]J>V9:9RJ>VσEφCJ|=0=>ͽ⡑;JϽ;w J:UܸJϺvJF NCJ|=0=>u?VH)?rH)g;4H);H)LfDJ|=0=> +t<m'E{Cൔ=0%E{C;!EHE{C2̼0bE{CO.N/DJ|=0=?zᾔEAZEAZ<}EAZ"<7NG*:o<%G*:o;hG*:oNeBDJ|=0=>\ksJmGrÂ4Gr;~:sGr;N;UJGrϐ;ϘNDJ|=0=? +=qf/oH=~*۽H=t H=:6$H=σφDJ|=0=>=T;Gen=Gen:pJ;D+Gen;:FGenGND@J|=0=>u>>E#)>9E#:d E#Հa<`E#O.nOWD@J|=0> +?z1JD+'= =QD+'R29 ڑD+'<3_=}bhD+'O(ΦYDJ|=0> +?Ǯ>=WbFc==TrFc;cT"pFcȼrSFcO1jKVuD`J|=0> +>\ +>u>+=Dpv>7?Dpv=)e=F=Dpv7<]DpvNzϓE J|=0?z>\=y=C2F==! FлM8:sFм>`\FO"rDJ|=0?\)> +=M=D=CH=kD;. \qƽCrvGH%RL[GH@GH< u:ȑGHNHϟ;3DJ|=0?\)? +=q<o= G,V=0G,V<(G,;HлvG,O`M8D J|=0?\)>uFLD<ХTxDM"jD=y{{DF+O8:DJ|=0=> +=?= E=q9=ǮEDJ|=0=?Ǯk>+G7ս> G7;R(G7ջ:G7OZO8@D`J|=0=>\$=$?G4d=6-G4G(; aG49SۺZG4N;KDJ|=0=? +=qІ=]H"d>NH":q!;dJH"]:H"O O}D J|=0=>u= +$=;E=WH=yE⨺Y=]]E⨼Ʒ<ELŝOEJ|=0?Ǯ?z=(=~E=_QI=ƌ!E鄻<&E鄼));x8EN5NdEJ|=0?Ǯ>\T>DѦH>C.H_BHຍ~;HMO. EJ|=0?Ǯ>u=q罂F"=kF"<,e 0F"; <bcF"NdN+DJ|=0? +=q> +>]sGc>ҾeXGc㻉Gc<,:K=GcOHOFD@J|=0? +=q?z==;lϫFͲ>:k;XebFͲ>O}cDJ|=0? +=q?Ǯ;HpH<&7AXH:d:PTHӺ%#HOʦN5D`J|=0? +=q>\=q +FP%ZIyof=v/ݽFTIyof9\b80IyofֺXIyofOhO.D J|=0? +=q>u;ڙ*aG ;ѽsG ;ƟM1G ӻ IG Nl^NDAJ|=0>> +jFJ"lGFJ"<d;FJ"1C_FJ"OioO+DBJ|=0>?z<H"FHm<嶽FHm:)˼xFHm)g1;VYFHmηONDAJ|=0>?\)/=2FIｻ== Gwz=GwPYGw܇ӹGwOcA/]DBJ|=0>?Ǯ3CQCH Q^ʽKH Q廐y;XVGH Q:,:H QON!'DBJ|=0>>\.OH)=UH::t?vH+,͂H cDDAJ|=0>? +=q>uWBF[f9F[U<F[;4!: F[͉CMޘhEJ|=0>u?zӋ]? KD9hѽm?&D9h<=2HD9hѼE=D9hNφrEJ|=0>u>\=tEFա.=mXFա<&:;AFա:|;YFաIL"ICJ|=1==Z6I1L=aܸI1L=9:I1L=:0ƉI1L=Lf:CJ|=1=> +=ϔ=bH= =/)H黉cH2,:6NHU6G<)>G QSG;UnSGϱMKT)CJ|=1=?\)Q[=qFHP(=`l(H ^H:5:,HE+gCJ|=1===e,I?[< +I?[8%..LI?[8ƺoI?[ ϜقCJ|=1=?Ǯ=WF=rI<3=µ={I<3I<3:W89I<3NTeYCJ|=1=>\ =NJsн B=bJsй&Js8d,:KHJsϐϘBCJ|=1=? +=q< f=8J>V< ~=`J>V7Ւ;J>V-̹OWJ>VσvφUCJ|=1=>ͽ;;JϽޠ;J9Des[JϹt;o8JFyqNCJ|=1=>u?Mj~ɿH)?6O~/H)9HcH):WrNH)L'f "DJ|=1=> +>\'GrgGr,;fGr;WM;"EGrϐ%ϘDJ|=1=? +=qI0H=)JPH=:ٖN. H=:㻲H=σφ!DJ|=1=>=HȽKGen=joGenQw:dGenYO; +GenGFND@J|=1=>u>WE#ߧf>E#]E#<0ۼdzE#O.tO[rD@J|=1> +?z=H[=dD+'==hD+' +?Ǯ=2?=NFc==Fc +>\<"=(fFόd<I<}Fόd-<Fόd,;,RFόdO?dOrCD J|=1> +>u=Ģ@;VDpv=sDpv i6\==F=id=gF;%g?;5?RFйG.FO5rDJ|=1?\)> +=BR8=D='#yD-t<qD;p_oRDONWXD@J|=1?\)?zՆDJ|=1?\)== qj=FO=T-FO9)A;\> fGHSR)MGH꺩GHK;TGHNbϟ9DJ|=1?\)? +=qXK=`G,V}=$G, gG,;y<^OG,OgMϥD J|=1?\)>u< =ý* +DvR8[D=<'D!C; DGT#O8CDJ|=1=> +=m#=YE<Ÿ='UEs;g@jE<6[EN`OiD@J|=1=?z"F<~EQ齞}=wEQ<3c;mJEQ1jEQNNGDJ|=1=?Ǯ8>&{KG7սU>$G7պNLG7ռPNG7OZO8D`J|=1=>\=G41=G4:;G4;; [gG4N0DJ|=1=? +=q[>H"о>vH"Q:MH*H"Q8H"O \OdD J|=1=>u=' +=gGKE=S=7E⨼5 +E鄼oAE;p;ENS=NMEJ|=1?Ǯ>\꯵>CH>?H෮R]#mH::y]HMO.EJ|=1?Ǯ>u=!-F"=%F"釼<,F":x +>iJkmGc>y=JY<FͲ>@ffEFͲ> 8;c:FͲ>O~DJ|=1? +=q?Ǯ;}dH;ZGAHӻ#24LHӻHONPD`J|=1? +=q>\={dJIyof=s`F=Iyof;]FIyof 9ιIyofOlO4?D J|=1? +=q>u;Q:G > +\1FJ"1\cFJ";ȁ$6۩FJ"Chm?z:ɽ8FHm<'8FHm;*C%FHm;FHmηOLDAJ|=1>?\)[= [xFI =]FI;6#q,FI;׿:эNFINr$DA@J|=1>= =jGw=^GwWtOGw{0; +GwOd /9dDBJ|=1>?Ǯb(P H Qٽ<H Q;l:VH Q; úoH QON"+7DBJ|=1>>\'@jSBVHMܽMCH:ݺkHt9ЖHԠggDAJ|=1>? +=q<ٸo6H<$!xHܻ+AH7C:HOzUOGSDB@J|=1>>uTIӥF[q;m]#F[;:u?z W??D9hѽOu?)@cD9hu>\I=8:Fա=[Fա?xFա::FաIL ECJ|=1p== ܮI1L=I1L=}m:OI1L=7z:|I1L=L*fBCJ|=1p=> +=h^=!BH=֡=(KH89LQH;Ac@KHoNUCJ|=1p=?zڷ7G<>؎'G$G:!;;,pGϱMJr@CJ|=1p=?\)]$$=p6H#:=r""H9* 6:눉H2*:H-.xCJ|=1p==<񕽸]I?[<]I?[; o8I?[:oNI?[ ʁϜ5CJ|=1p=?Ǯ=]=|jI<3=F;=v\ =nJsнÿ=JsиQ9Js9n:Q4JsϐϘCJ|=1p=? +=q<= J>V< p7=rEJ>V:ȹC2J>VVσφCJ|=1p=>ͽJ;AJϽ;-JϷ{JϺ3w9rJF5NCJ|=1p=>u?zH)?i<2H):n1xH)pH)L7f(?DJ|=1p=> +4J<5]LE{Cr\NHGr#ߌGr&߻{Gr6#i;tGrϐ +ϘDJ|=1p=? +=qw罜YH=o%OqH=+f;|H= څ H=σφ\DJ|=1p=>=\nGen=Gen6';4(Gen`[GenG]ND@J|=1p=>uԿ>cE#ة>UE#}u<.E#;laE#O.O^D@J|=1p> +?z=(޺=*D+'9=ZD+'2h=5/D+'=t'D+'O(ΦDJ|=1p> +?Ǯ>=Fc=t=FclFc;V޼"59FcOX7KkZ3D`J|=1p> +>\ +>u=,dDpv=tͽDpv;OTR9Dpv= hS:_DpvN'Fϓ<E J|=1p?z>\=Y7=a F=gB =TF9f_;F;U>aFOIrDJ|=1p?\)> +=v=+D=dP=D<=7܈D<%DOىNWPD@J|=1p?\)?z=P \FB6G(GHEZGH;v:xGH;F6뻥.GHNvϟ8DJ|=1p?\)? +=qGn=Ɓ+G,Pf^=":G,9DG,;fBG,OnMD J|=1p?\)>ur HD:O1D] |Dp;Z]DGO8HDJ|=1p=> +=}E=E= =ЅE=@f;,1EܺEN@ OlD@J|=1p=?zάW&;VsEQ齝B,=EQUuG7ս.@>(!3G7ջR<@G7;SռG7OZO9D`J|=1p=>\,=pG4IO=G4:6:igG46=G4RN%DJ|=1p=? +=qy>H">=-H"?H")<H"O ʞO5D J|=1p=>u<=ИE=f=$9E;6M=AE⨼D;9lELOEJ|=1p?Ǯ?z==t:=QE=|A=:E鄼gE<ݼk)ENpN8EJ|=1p?Ǯ>\6>CHb>@THຽRpSH;,WCNHMz%O.EJ|=1p?Ǯ>u=½F"=LSF";s<;F"釺sh;F"N5NDJ|=1p? +=q> +>3iGc>zkGc;}ѻ4yGc;De&]GcO۬O"D@J|=1p? +=q?z=f;אFͲ>=<FͲ>; (FͲ>;:oFͲ>O~LDJ|=1p? +=q?Ǯ<+[мSH<꫙Hӹ(H:HO~NlD`J|=1p? +=q>\=t,EQcIyof=v0sItIyof;XbIyof9 :JIyofOpO9D J|=1p? +=q>u<.cG ;}`%RG <'໤UG wb9DZG NlNDAJ|=1p>> +loFJ"p#FJ";eIHFJ" +FJ"OiSO5&DBJ|=1p>?z?\)w=ٚ=Gw79=Gw~;=.bGwY;k~GwOd/$DBJ|=1p>?Ǯc8 H QWAH QdT:ᴡH Q廌7H QOzN"_MDBJ|=1p>>\$R\OH%OHϺ H; F HϠ1kDAJ|=1p>? +=q<˜]H<뎠HJ;$Hi:1HOzOLNDB@J|=1p>>uZN-F[DF[_;F[;ˠ=<1\F[͉TMލwEJ|=1p>u?zm1?D9hѾ"\?[D9hѻʥSlD9hD9hNφeEJ|=1p>u>\w=t}Fա@=j@[Fա<8:5Fա;7XXFաILACJ|=2==1I1L=۟ۧI1L='7kI1L=:,oI1L=L:zfJCJ|=2=> +=xW=;]GH=D=0H9":@H麐8(H2NCJ|=2=?zG<>zYG!H;=Ga=GϱhMIQCJ|=2=?\)c=s%Hz=fhH:l";,H9K0j9H1CJ|=2=== I?[<20EI?[::7I?[; ֺޯI?[ ,ϜCJ|=2=?Ǯ=]=sxI<3=i=z=I<3:j(;I<39UI<3N9deTCJ|=2=>\ +C=Jsн|=Jsк;&dJs: H9:JsϐϘCJ|=2=? +=q<=J>V<#=8J>V#l7J>V7"rJ>VσφCJ|=2=>ͽh;kJϽ;'JϹ[w9qRJϺo:JENCJ|=2=>u?ZipH)?6/H):&:2H)-2JH)LGCf0\DJ|=2=> +ha=0O6E{C'<E{C<멼;UE{C`nZgE{C@N(DJ|=2=?zᾂEAZ{xUEAZ>ͅ<"EAZ:D`EAZϱMK6DJ|=2=?\).ET35zlptET3Dž;6NET3*E0ET3"$UD@J|=2==\HvGr|Gr:G(`aGr;KGrϐϘݍDJ|=2=? +=qѯgH=. H=ܺ=`Gen=h5zDGen4M-:΄Gen<:2GGenFN D@J|=2=>uוc>E#д>ɷE#<7`2E#fr<RE#O.ObaD@J|=2> +?z=To>lD+'=c>5 +D+' +?Ǯ=^l=Fc= [=Fc;f̺FcGhhFcOkKvD`J|=2> +>\<ܡ<ǃFόd +>u=DdwpDpv=KkDpv;\=ll=pF=lA=$Fй,F += +=pD=if=SDD3\ǵVeGH꼮Be=GH&;/GH<GHNϟ7DDJ|=2?\)? +=qXʎ=uG,+z!=ǬG,;po;eG,:9qOG,OuMD J|=2?\)>uVLVD<ԳXRD;KDpФ*d DHO8MDJ|=2=> +=k=4$E< =E=U[E: I8EN6OnD@J|=2=?zR{=>EQr}=;EQ:X(%3EQ;y:3EQN^NZDJ|=2=?Ǯ@>VG7ս1>#bG7;;RG7;ҍ;=G7OZO9TD`J|=2=>\Y}=?G4?=SXG4~JyfGG4x)G43NDJ|=2=? +=qX>H"ˠO=H" +vȽH"OT)H"O OD J|=2=>u=n= E=5=k8E⨼`$E⨼a:rkEL}OEJ|=2?Ǯ?z=7@h=E==KE鄼E鄻 \g>>*HG>?Hຉܶ;V@H:}4%.HMYXO/fEJ|=2?Ǯ>u=ڙpF"=8F"釼|;qF"<.F"N&N|DJ|=2? +=q> +>w]Gc>;`Gc黖Gc;ZqGcOWO'D@J|=2? +=q?z==;+X<(FͲ>;⹂YtFͲ>O~ DJ|=2? +=q?Ǯ<>&(H<h4HӺL4mH7vhKHOND`J|=2? +=q>\=uޏD@Iyof=v̟IIyof:`Iyof:W0#IyofOtO?@D J|=2? +=q>u> +VaFJ"kFJ"<FJ"޻³ FJ"Oi7O9DBJ|=2>?z="ܣFHm<FHm~;ZFHm;%1cFHmηvOINDAJ|=2>?\)ي= \FFI˥9=3eFIcuWFI:~:8 +FINڋ7izDA@J|=2>==bGwZ= +HGw?ǮA@VH QP>H Q:e&xԠH Q=H QO$N"hDBJ|=2>>\ӽR04H#PSHHb`:HaO9OHkoDAJ|=2>? +=q<'^lH<FH2ҹ|NH]8HOzvOQKDB@J|=2>>u컋F[ ;F[s7RF[IQ뻹F[͉9MވEJ|=2>u?z +Eu>\t=zFաt =UmFաxcߣHFա<3E,FաIL=CJ|=2} ==׾@I1L=2O[I1L=8ܺ]I1L=9z]I1L=LJ.fRCJ|=2} => +=m='H=Ԋ="fH ޺fsH黆l7ʚHCNCJ|=2} =?z<>͎G<>cG+_ϺG;|w^JBGϱGMH\CJ|=2} =?\)'=m4$HP=tPHE:nHKQ:\?H4CJ|=2} ===PqI?[I<3NgfeR,CJ|=2} =>\ sP=V< j=J>V9d:iJ>V9\8 J>VσχCJ|=2} =>ͽ;1JϽᠨ;8%J:8HGJ9Ak:/JE9NCJ|=2} =>u?$wH)?Ls.H):Y ,)H)9^ӺH)LVf8yDJ|=2} => +OB< E{Cg'E{C9>EAZ;ɛ\;4hGrv5dGr:^iGr4ۺGrϐϘMDJ|=2} =? +=qyhҽ8H=u aH=L:6_H=;NnH=σRφDJ|=2} =>=KRGen=ͽ1Gen;<Gen;qGenFzN D@J|=2} =>uL>E#ڧ>w9E#<DZ +?z=Ы=Ģ8D+'}D+'7 +?Ǯ==K"Fc==zFc2 +>\ +>u>?gDpv=镢W=DpvS}Dpv<ݨ\=dV=VF=={F;j:[DFйa~FO +`rDJ|=2} ?\)> +=kN=D=F1=y.6D6 DּPD'DONWD@J|=2} ?\)?z= |=, D6=LxJ;D6\z%=GH꼐DnGH;go,?GH9KMGHNϟ5DJ|=2} ?\)? +=qX,=;G,C=8G,:c<^G,0ѨG,O|MD J|=2} ?\)>uą 5DM*xD(.DՑY}=DI0O8PDJ|=2} => +<>=ҁE"G7ս.B>sG7ռ#4aG7պ%<,G7OZO9D`J|=2} =>\^=TG4W=G4$C+G4:,G4NNaDJ|=2} =? +=qd>H"K>9H"2f9OWH"!j9fmH"O OD J|=2} =>u=U"=E<=p$E⨼#\΁>@pH>?+(Hຬǐ:MDH;/9HM8O/EJ|=2} ?Ǯ>u=ϹF"=%QF"釼<[F"<6F"N,N@DJ|=2} ? +=q> +>`zGc>SghOGcKͻDGc[4GcOO,D@J|=2} ? +=q?z=1=FͲ>==2FͲ>3${FͲ><ꇺ +FͲ>O~*wDJ|=2} ? +=q?Ǯ< m鞤H;HӺA9q/HӹC93HO\=yyKkIyof=p!NIyof5y:iIyof9;SliIyofOxODD J|=2} ? +=q>u;JG ;*cG k;BG fG NlnNĴDAJ|=2} >> +t FJ"붾YFJ"9|<5FJ" =z.FJ"OiO>oDBJ|=2} >?z?\)=7=lGw:=Gw:䷻ Gw;.GwOdC.̚DBJ|=2} >?Ǯ X=u]H Q\x"3H Q::bH Q<.TH QO N"ljDBJ|=2} >>\#`!G?H+QHBKH:YH7>sDAJ|=2} >? +=q>u=)F[ӳ_<>ʜF[:E9F[<n:0F[͉&MނEJ|=2} >u?zx?:D9hѽ!?D9h=xr;-BD9hѽ?7JD9hN.υVEJ|=2} >u>\k=lkFա=Q`Fա;X:̮Fա;$LFաIL9CJ|=2==k2I1L=I1L=:&P"I}I1L=:8<0I1L=LYfZCJ|=2=> +==5m>H=؟U=8pH݊z;TH9> H빌NHCJ|=2=?z< %>qGXEG; +e;:'-G9bԿ9OgGϱMGaCJ|=2=?\)::=j.Hx=f:Htg; H{jH7CJ|=2===X,I?[=5I?[09&I?[:}I?[ fsϜMCJ|=2=?Ǯ=1+=xI<3=G=|{I<3DI<39^[9m)I<3NceOCJ|=2=>\ +=Q`Jsнc =' Js9`:_mJs:_:7=Jsϐ9Ϙ@CJ|=2=? +=q<=ߦJ>V<t=zJ>V9Z}:9[J>V92rAJ>Vσ χCCJ|=2=>ͽʿ;jJϽ;DJϺTFJϹ5t JEjoNCJ|=2=>u?=)0:H)?нpH);6cH):7 +:CsuH)Lff@DJ|=2=> +(/ E{C=E{C\VOGrbӽFGr';}Gr;B:EGrϐϘ DJ|=2=? +=q~?H=}H= H=:݂H=σqφDJ|=2=>=jWGen=뽃cGen4qGen<(o^GenF6N D@J|=2=>u6>0E#ϛ>?E#=9;qE#;&-E#O.OiQD@J|=2> +?z{>eD+'=r>D+'<=D+'؟=%zD+'O)@?Φ5DJ|=2> +?Ǯ=r=5wFc=v&=UmFcccdWiFcI8;KVFcOFKpD`J|=2> +>\ +>u>/{Dpv=S<sDpvƵ?Dpv.(=DpvNϓE J|=2?z>\=aA=DF=A=Fл/p>AFм=ۼ8FOcrDJ|=2?\)> +=!˿=c'D:ˡ=8D\|1H&GHprCb@GHց9#GH껰e<GHNϟ4DJ|=2?\)? +=qJr=G,L(=G,;}X;ęG,;?jG,OMYD J|=2?\)>uR`<0$D +=g=EEQ~>G7ս_>5oG7ջ8@:G7ջqWdG7OZO9D`J|=2=>\=IG4=G4%;FnG4;;ȼG4jNDJ|=2=? +=qu>זH">lxH":' +:H"+(օH"O EO⋩D J|=2=>u= =ME=8=E:\>?H>AkH;rH:ʓ?HMO0MEJ|=2?Ǯ>u=`uF"=rHF"釻TyF"KF"N,N#DJ|=2? +=q> +>"FξX Gc>"A5eGcHl:gGc;GcOO2D@J|=2? +=q?z=4==g.FͲ>j;FͲ>~]LFͲ>O~64DJ|=2? +=q?Ǯ;񤩼,H;zHӻmh:,HӹI.9$HO N9D`J|=2? +=q>\=yuG.Iyof=xNJnwIyof:8:GIyof=:SIyofO|OJAD J|=2? +=q>u;d߽2G ;oqG ;O` +G > +탾^OFJ"fj|FJ"?z?\)¸<ڨFIY=JFIQh[;FI83G-FIN]`DA@J|=2>==opGw=åGwcGw:pGwOdV~.PDBJ|=2>?ǮߗTFH QhMH Q;p;#!H Q庭^MH QOfN"DBJ|=2>>\'-lNglH0FDH58ҁHv_HwDAJ|=2>? +=q<@ +H<ߟH:\O=H:v~IHO{sO[DDB@J|=2>>u:;yWkF[:YRF[;ԛF GF[<٦F[͉TM}EJ|=2>u?z#+?'@D9hѽ=?$FD9h;~q=_D9h<4=aD9hNBυEJ|=2>u>\=uFա=oz.Fա:ӻjGFա +=٫=9/H===2H*׽Hz{fH|NCJ|=3o=?z<r>G<|>ܤG:vYEN@G;s;RcGϱMF`CJ|=3o=?\)]%=s8Hj =r&;H;;<*H:9u!H:CJ|=3o===yI?[<佾,I?[9O7,I?[1gI?[ EϜCJ|=3o=?Ǯ=<=s1I<3==tI<3;ϺsI<39v:I<3N\eMCJ|=3o=>\ +=<8Jsн +`=Js9d'Jsй@A8ӇJsϐ +ϘCJ|=3o=? +=q<=ϻJ>V< i=q0J>V949 9NWIJ>V:3?8ʐJ>Vσ(χ CJ|=3o=>ͽ);wJϽ;JϺL߹eJϺ6 JE&NCJ|=3o=>u?0H)?bNxMH)5a;tPH):u;[H)LvIfHDJ|=3o=> +1=E{Cʩ,\bGr CGr:Yl:b,Gr6=GrϐnϘDJ|=3o=? +=qv-H=Ni H=:?ԺH=;l;)H=σÌφLDJ|=3o=>=@"Gen=mڽ1Gen:č;TuoGen#;;GenEND@J|=3o=>u;>uE#R>E#!aE#}E#O.OlD@J|=3o> +?z =ޛD+'=t8=VD+'<ι{hD+'w<4LiD+'O)X>ΦDJ|=3o> +?Ǯ=K=HFc= = #Fc +>\;nf<~-Fόd;W=iFόd;;oFόds\FόdO@OQD J|=3o> +>u=TCDpv=UcDpv<*<Dpv\=3=OF=l1=2F;#*F8YFOarDJ|=3o?\)> +=w'=UD=T=D<<kDrFO;'FOh\#Oҽ\TGHX46GH;%;G+GH꺴2vGHN'ϟ3RDJ|=3o?\)? +=q?L=ьG,E=ydG, /G,;,nyG,OMD J|=3o?\)>u<$NPD<х(vDj<D<^=kDJnO8QDJ|=3o=> +<͚=aE=-=0E<[):<EzGqENOuD@J|=3o=?zὡM<\EQ齍C==|EQ黒NvEQ<=t;EQNy2NvDJ|=3o=?ǮL>(.G7ս2=>#G7ջ;G7ջG7OZO9(hD`J|=3o=>\w=uG4M=G4:C<G4;:\FG48NDJ|=3o=? +=qɚ>H"ݬC>SH"Y8BH"9&j7H"O {sOyD J|=3o=>u=Zm=fiE==D;E<\>BQH$>CH9=;(:H;ݍ8"HMO0EJ|=3o?Ǯ>u=m' +>lYGc>GdGc9"K;d)Gc<yJGcO>O7;D@J|=3o? +=q?z==p==FͲ>.-FͲ>;-FͲ>O~B?DJ|=3o? +=q?Ǯ<  ;{H;ĸHӹ;4QH;;{HONUD`J|=3o? +=q>\=xNJIyof=zUOIyof9h:԰oIyofW9i8vfIyofOOOD J|=3o? +=q>uHG ;b$G hJ;:o1G ;*TEG NlC6NׁDAJ|=3o>> +@i[EFJ"tVFJ"^],FJ"<"%FJ"Oj +OGDBJ|=3o>?z<_LFHm<77FHmp޻j;;FHm<wu?\)= xFI\==Gw㶠=qGwvgGw;Bļ;GwOdi .DBJ|=3o>?Ǯ:/H Q5R%H Q;4;z9H QZܹH QO-N#/DBJ|=3o>>\"XJHOaH::a'H:Y;|9$H.|DAJ|=3o>? +=q<LH<(NHb{uH$&}HO{'O`ADB@J|=3o>>ugOlYF[άӻ4F[%{F[; +SF[͈|MwEJ|=3o>u?zὂ?D9hѽpK?BD9h=Y=aCD9hѻz=D9hNh/υEEJ|=3o>u>\=\kFաf=[Fա;Fա;#EJFաILj81dCJ|=3@==%ݙcI1L=-GI1L=9:I1L=߻-!1I1L=Ly fk=CJ|=3@=> +=[Q=2H=P=/H;Kԋ:^"H8 +9H@NCJ|=3@=?z/G<>WhG:%;GG$;GϱMFYCJ|=3@=?\)#=g ]H|.=jH:Pf 7HVC:iH=CJ|=3@==<7jI?[<̽EI?[8@кI?[1I?[ #ϜݲCJ|=3@=?Ǯ=Et=wcI<3=I=vtI<3: +I<3: &9 I<3NOeJtCJ|=3@=>\n=0Jsн c=LZJsкN9lJs:W?0JsϐϙCJ|=3@=? +=q<t<= J>V<@=J>VbU9@J>V89QJ>Vσ=χCJ|=3@=>ͽj-;JϽj;JϺP)9J:: JDNCJ|=3@=>u?P +L<ņ)E{C*<)#E{CX}9E{C< = E{C8NcDJ|=3@=?zᾍ&EAZhEAZ6;\퍽mGr3 GrVF:6Gr;2:jGrϐ:ϘDJ|=3@=? +=qKOH=nݑ8mH=:oC;NlH= a H=σȡχDJ|=3@=>=xGen=z1Gen;D_0Genp8GenE/ND@J|=3@=>u>fE#T>E#::9E#9:MJE#O/!OpDD@J|=3@> +?z=3r=D+'W>D+'<W;vD+'tVe>D+'O)p7ΦMDJ|=3@> +?Ǯ==.NFc==vQFc;ݼeFc;a!H7FcOKdD`J|=3@> +>\ +>u>>ݽזDpv>޽DpvF~DDpv< DpvNPϓE J|=3@?z>\=)'=ɛF=Yf=jF;[ƹFм.8[RlFOZrDJ|=3@?\)> +;́==D<Е= D +<3DMd;QDONXSD@J|=3@?\)?z=-ļ2!D6=; 1OD6[oZD6ofEdD6OInDJ|=3@?\)==W'FO=vFO<c"<\ۢC6GH꼌EGH;+E;ZGGH F8^GHN3ϟ2DJ|=3@?\)? +=q/AI=G,Lq}=qG,S:G,+ߚYQG,OM4D J|=3@?\)>u[eD<]֟rD<9&"D<6Qj9DK cO8PDJ|=3@=> +=5=xE<$=RNE<% 4E8;sENOxlD@J|=3@=?zὦd<4EQ齔I<рEQ;k(:,G7սaW>G7;aG7ջ2r +G7OZpO91D`J|=3@=>\:=G4=G4VY[&"G4cP9G4NDJ|=3@=? +=qӰ>aH"}=aH"5툸 "H"H"O gOHD J|=3@=>u<8=E==oE⨼(\k>=\IHl>@l8H9Hr:tHMO14EJ|=3@?Ǯ>u=>F"=?׽F"釼 ~4F"釻[U8$4F"NN0DJ|=3@? +=q> +>kGc>?`oGc;Gc9Y; +GcOO=4<#FͲ>;..fFͲ>:(c;kFͲ>O~NDJ|=3@? +=q?Ǯ;|H<B븠H; td˜H;7cHO(+NrD`J|=3@? +=q>\=sNIyof=w>O"Iyofm:^Iyof8/uEIyofOOUBD J|=3@? +=q>u; нcG ;G <?G ;;>2wG Nl-gNDAJ|=3@>> +匾xRFJ"ecSFJ"<x:FJ"o :W9FJ"OjyOLaDBJ|=3@>?z<ՕFHm<)FHm t@FHm?\){=wFIｼ=?\VFI<?IFI< j;v%\FIN۝dXDA@J|=3@>==Gw=GwҼ)W^GwytGwOd{._DBJ|=3@>?Ǯ O_IWH QiսEW@H Q9:qH Q0Y*?H QO>N#d DBJ|=3@>>\#u~IHߏQ H::H:g1:HΙ&DAJ|=3@>? +=q<8H>u];^^F[&F[p=F[NhF[͈ΠMr,EJ|=3@>u?z?M D9hѽ5H?RD9hѼտ=j D9h<3j6(D9hNυEJ|=3@>u>\W=b"EFա"=NFա<[׼$Fա:C^L:FաIL^-SCJ|=4b===kI1L= 0 .I1L=NUI1L=::ɽI1L=Lfs[CJ|=4b=> +=Ny=9KH=8='gH;; fH黿T H1N@CJ|=4b=?z<|t>dG<>3G8`L:LG :GϱME&KCJ|=4b=?\){a=l7HD=uh1HUv:.'H:pF:֗H@CJ|=4b==< WI?[=佹I?[d &I?[:% ;I_I?[ 7ϜdCJ|=4b=?Ǯ==yOI<3=[=xoI<3QLI<3:g9%bI<3N?eGCJ|=4b=>\ + = JsнyU=[Js9:fLJs99JsϐϙCJ|=4b=? +=q<#=0J>V< a=J>V>9ݲJ>Vtv9UJ>VσOχCJ|=4b=>ͽqm<$JϽ幟<_J:າA{J9N9MJDN!CJ|=4b=>u?H)?IH)Lp:WH)9KH)L~fXDJ|=4b=> +[;,E{C=;E{Cv<E{C~B_E{CiaN DJ|=4b=?z~YҹEAZxʾmvEAZ < EAZ=F{PCF{Po:F{P 5OϜ1DJ|=4b=?Ǯ9;&G*:o&<G*:o4YRG*:o0 G*:oNe-zDJ|=4b=>\{sGr?Gr;t Gr: GrϐϘMDJ|=4b=? +=qi)Ia1H=H=;;ҥH=;8#bH=σͲχ DJ|=4b=>=Gen=pgtGen;,:!Gen:ކ";GenEkDND@J|=4b=>u߁>~E#>,E#;/ +?z=H=D+'==?D+'=n=@D+'/<D+'O)+ΦDJ|=4b> +?Ǯ=7=cFc==bFcF;9Fc<<[FcO,KD`J|=4b> +>\OD J|=4b> +>u> +? +Dpv=w׽RDpv¼QDpv[<8DpvN ϓE J|=4b?z>\={=uF=T= FкG;,F;f;yFONrDJ|=4b?\)> +<]=0OD=OT=½!D=]{vD:=DO PNXD@J|=4b?\)?z==/D6=fO=U:D6 <"D6q;D6OIYjDJ|=4b?\)==_UFO=0FO<\:yFO;luûfFOO==ϣDJ|=4b?\)?Ǯ%=F={jFU<; 0F>8 AFOESqDD`J|=4b?\)>\qF"GH|PBLGH9)4D^GH:]~SGHN?ϟ0DJ|=4b?\)? +=qo =G,`+=eG,; +d,{G,i~tG,OMҡD J|=4b?\)>uS+D wD:mBcD;8DK*O8LDJ|=4b=> +=0>XEEQ;=FMEQ<%goPEQN:ANɉDJ|=4b=?Ǯ)<7>]G7ս/6>;G7; ƈG7;Y:MG7OZNO99D`J|=4b=>\6=-G46=^wG4YŪ:G4;G;[G4NSDJ|=4b=? +=q>jH"> H"{H":>;8MH"O SOD J|=4b=>u={=E=j=P E⨼1;jE\箵>AHJ>=qHQQ;1H"C9CJHMO1EJ|=4b?Ǯ>u=037F"={!F"< +m +>"LTlGc>xY_զGc<BGc:e;/GcOlOAD@J|=4b? +=q?z=U<FͲ>=;!C<FͲ>;a(O~ZDJ|=4b? +=q?Ǯ;Ƽ.H;&HӺ~ӹfXHӻ2`HO5oN@D`J|=4b? +=q>\=w vCIyof=wܽI (Iyof@BIyofs[8BIyofOOZD J|=4b? +=q>u;2|/HG > +7haFJ"omFJ"8.,~:IFJ":G;4FJ"Oj.7OQDBJ|=4b>?z<ɉQFHm=ɤFHm ;9 FHm +y2;cFHmηO@*DAJ|=4b>?\)r=/FI=}FIﺹlW<YFI;;׉FINSDA@J|=4b>==mGw=4GwxGw:%VGwOd.;cDBJ|=4b>?Ǯ<H Q?yH Q;}뻀QH Qo;\.}H QOON#?DBJ|=4b>>\@~M(H׽I fHKdiH9oHeADAJ|=4b>? +=q>uF['rlF[:F[9 +{F[͈MlEJ|=4b>u?z3V?D9hѾs?}D9hѽgq Z aD9hu>\vK=jFա?=EFա<1 +5FաGm9FաILS)BCJ|=4==ݧ^I1L= :VzI1L==U:>I1L=G䩺I1L=LJf{{CJ|=4=> +=ӛ=/H=Ζ='#H;aF ; 0H8\HXNCJ|=4=?z<*>GG4G:Xq;!dG9qUGϱCMDD7CJ|=4=?\) +=nHB=sCH`iH./HCCJ|=4==\=JJsн>=XyJs9[9JsйiB9:Jsϐaϙ ?CJ|=4=? +=q<34=ıJ>V<&u=oJ>V]:'8J>V6}g9%J>Vσ[χ4CJ|=4=>ͽ>;ǚJϽ;RJϹߺ2JϹ:?`JDZN,CJ|=4=>u?2!H)?Kx;H):Q:o`H);wWϻLH)LfaDJ|=4=> +=E{C\~-GrUJ%Gr%wGrʬ7*Grϐϙ DJ|=4=? +=qfBJH=y3޽H=:ϺeH=::tH=σҾχDJ|=4=>=!3Gen=_Gen< ; Gen;RI;HGenE'SND@J|=4=>ur>%VE#Q>ŘE#<Ҽ/E#;Y3<E#O/?Ow8D@J|=4> +?z=]A>D+': =oD+' +?Ǯ==MFc==3Fc<3&FcK<~`FcOoKD`J|=4> +>\;[<*Fόd; +a=|'Fόd;WWFόd9x9XFόdO@ROD J|=4> +>u=߃=wDpv=cŌaSDpv;C\=r/8=F=\7=Fл*6Fлg5ZMEFO +=I\ՃH7GH꼰XVGH׺ݶGH;p6GHNKϟ/aDJ|=4?\)? +=qJ)=e^G,Sx=nG,cI<1G,:v*XG,OkM<D J|=4?\)>u<*LxD<2*D +=_\='E=|>UE;0nE80%ENYO}[D@J|=4=?zὪ=[EQ齿;IEQ yG7ս4> T.G7պ7$<UaG7;_;G7OZ%O9BzD`J|=4=>\==G4 =G4i;6G4jzG43NڊDJ|=4=? +=qб=H"NJ>H";{;R=nH"15H"O ?OD J|=4=>u=M=՗E\ㄊ>?H!a>@(H;N&H;"PW:FHM O2EJ|=4?Ǯ>u=`F"=ٽF"釼/7;F"DJ|=4? +=q> +>iGc>^$Gc$Z9Gc;GBL;uGcOOFD@J|=4? +=q?z=5<%FͲ>=*硼FͲ>;z}qqdFͲ>O~fuDJ|=4? +=q?Ǯ;ԴvH;⎼H:˹Q4LHӹyqSHOBNkD`J|=4? +=q>\=v[ӽLMBIyof=z|NmIyof9I:z6Iyof9{49qIyofOO`ED J|=4? +=q>u;fG :?G {՚G ;;upG NlNDAJ|=4>> +Y@9FJ"!tFJ";ʶ+CFJ"?z<3f@DFHm=ѶaFHm c;FHm<{FHmηנO>UDAJ|=4>?\)J6=!Q=ހGw|=?ǮO3?H Qi5H Q:% 9-H Q8 ;B+H QO_N#zDBJ|=4>>\7ZV[\H+Q5NYH9&AIsH9Ӹv]H0`\DAJ|=4>? +=q<H<gHA0H:QHO{SOo9DB@J|=4>>uNFXF[iiF[;*q;?F[:w3F[͈MgJEJ|=4>u?z@?:XD9hѽ?D9hѼxH=#ND9hѹDh=A!D9hN؊υEJ|=4>u>\=8HFա}=GQFա<;C\Fա byFաILHc%2CJ|=5UP==۾+-I1L= (ԾI1L=KXI1L=:R5"QI1L=LfCJ|=5UP=> +=?c=!9H=C=3OH:w;"H;:HwNCJ|=5UP=?z<>JG<>ئG:bG:~x`GϱMCbCJ|=5UP=?\)=p{H-~=pr-H h;*`H;ZwHmjFCJ|=5UP==<~I?[=E-I?[i9*I?[;Dr9eI?[ NϜCJ|=5UP=?Ǯ==v@I<3==tOI<3H:'BI<3:޹.I<3N{eBCJ|=5UP=>\+=QJsн +=Js9 {JsйQB8c!JsϐϙCJ|=5UP=? +=q<Rp=q2J>V<Df=ŅTJ>VD9ajJ>V9/(iJ>Vσcχ!pCJ|=5UP=>ͽV;{vJϽX;J:L9`CJϷ:cJDN8CJ|=5UP=>u?;wôH)?'u>H)b5} +H)v:H)Lfi8DJ|=5UP=> +ɗ#<XE{CøI<=E{C=y_<#E{C<~E{CN\DJ|=5UP=?zᾆm쾨EAZEAZܼvEAZ=ӻuzEAZϱ_MEhDJ|=5UP=?\)pkXET3*KET32yĖET3"0\j +;kGrݖnGrY[:,Gr Z;GrϐϙDJ|=5UP=? +=qeܽvH=c۽{VH=:ǻ~H=uH=σχ>DJ|=5UP=>=ήGen= 彄BGen:K;jGen~0#GenDZND@J|=5UP=>uM>q:E#/>E#QHIpE#<3 +?z< +%=YD+'=9>6kD+' +?Ǯ=r=)~Fc>y=@tFc<1;$Fc;`-:uFcOKuaD`J|=5UP> +>\<< +<Fόd +>u=FDpv=(FbDpv= +=;̼Dpv@= DpvNnϓ=E J|=5UP?z>\=U=KF==FлWa˻X/FкJ]FO&rDJ|=5UP?\)> +=ј<;D<68=&DlX{D<|FOeqxD`J|=5UP?\)>\X/.WGH` QGH0^KGH;JFݸIGHNWyϟ.DJ|=5UP?\)? +=qm=OG,N=RG,g>G,MG,ODM{`D J|=5UP?\)>u<&+^D&[jD3+D<_DLO8 +ADJ|=5UP=> += > HE=p|=?wE<-.EͼEN8wOD@J|=5UP=?z<;EQ麓CrN'EQN.NɜDJ|=5UP=?Ǯ J >#G7ս3> (G79);XG7ջ+ي;G7OZO9K,D`J|=5UP=>\'=FG4i=/G4 hG4;E|G4NϿDJ|=5UP=? +=qͼ~=H"Kl>H";H":f1pH"O +O♶D J|=5UP=>u=L=jE==E⨻EM<E:#\J>>$H>>YH;S!Hta9$HMsO2EJ|=5UP?Ǯ>u=EOF"=RIF":pNB{F"釼k:JF"NtNDDJ|=5UP? +=q> +>Ea:Gc>,(b6Gc@wGc;}PGcOOKD@J|=5UP? +=q?z=<~!FͲ>=<%eFͲ>;9:FͲ>LC;ֆbFͲ>O~ri2DJ|=5UP? +=q?Ǯ\=w`KCIyof=poKJIyofVzޤIyof0CݝIyofOfOeD J|=5UP? +=q>u:kgaG > +M8jRFJ"gFJ"<<.vFJ"<OeFJ"OjQOZUDBJ|=5UP>?z?\)<;"FI=Jx=Gw=Gw#ԺمGw_ʺɔGwOd-DBJ|=5UP>?Ǯ9H Q>\%ҽY/!H*tKHFHj,{HvDAJ|=5UP>? +=q>u[u?zὬt?uD9hѾ*?D9hѼG[D9hѽ( +=D9hNυ EJ|=5UP>u>\=pWFա|=hI8FաLFաPIFաIL= !"CJ|=5ΰ===ܢI1L=I1L=,uI1L=7I1L=LVfCJ|=5ΰ=> +=+@=#`IH=I=3HH˻HHf;# =HLN=CJ|=5ΰ=?z<:>ےGݯ_G:(G;a:Gϱ˰MBCJ|=5ΰ=?\)j)=r{;HS;=hH ]cRXHRٺC)HU@ICJ|=5ΰ==<8I?[=$j.I?[7&;6I?[YdcI?[ ϜyCJ|=5ΰ=?Ǯ=Ā_=zPI<3=g=uApI<3#sI<39Ӏ:I<3Ne@CJ|=5ΰ=>\ G=\Jsн +G=JsйGR-jJsй(a9}wJsϐϙCJ|=5ΰ=? +=q<"=ģJ>V< W=DJ>V^/J>V9vJ>Vσgχ&CJ|=5ΰ=>ͽU;JϽ6';?J995ٚJ8TJJCNCCJ|=5ΰ=>u?j0H)?˛ &H)i:=H):rLH)LfqZDJ|=5ΰ=> +2REAZ<8<EAZVN3<01EAZϱMD&@DJ|=5ΰ=?\)G*:oNke%DJ|=5ΰ=>\DGr}X8Gr:̰r'Gr9:+ +Grϐ9ϙ DJ|=5ΰ=? +=qxAH=| HH=~PZtB H=cA:-mH=σχ{DJ|=5ΰ=>=<}l)Gen=ݽtOGen:g;Gen8BcObGenD[ND@J|=5ΰ=>u Y>BE#.>GE#:6$|]E#;<:kUE#O/mO~.D@J|=5ΰ> +?z<~5>"D+'<#=nD+'<^3 +?Ǯ=dk=l/IFc=2 =-Fc<_*Fc滪+FcOKD`J|=5ΰ> +>\<[ +>u=.f:{Dpv=C,Dpv;f7Dpv"᲻!tDpvN<ϓ\E J|=5ΰ?z>\=G=F=w[=s)Fлуe{F:EtFO rDJ|=5ΰ?\)> += P<)D=tc=^:D{t\UXByGHUA4DGH':lg>GH껊 $GHNccϟ,DJ|=5ΰ?\)? +=qI=#G,;L=pG,;@\G,:PѻwrG,OMD J|=5ΰ?\)>u=_Ls D D +qG7սgM>G7չM};?G7ջDݻGG7OZO9SD`J|=5ΰ=>\<.=~G4D=[,G4:;dG4cJ;AG4mNDJ|=5ΰ=? +=qb=2@H",u= KH":cH"6:CH"O O✃D J|=5ΰ=>u=(=2!E='=E⨼'ϻdE⨼JELWOEJ|=5ΰ?Ǯ?z=yV?>>E=]]=0bE;%l<)>E鄻/#ENwNEJ|=5ΰ?Ǯ>\Ok>BH>@HDӹ*H:.PHMRO3EJ|=5ΰ?Ǯ>u= 2jF"=ɻF"釼S%F";/UF"N\NKDJ|=5ΰ? +=q> +>&cLGc>Wl2Gc=C:Gc0t;KGcOOQD@J|=5ΰ? +=q?z=o=<)sFͲ>;I6<&*FͲ>;!<FͲ>O~~9dDJ|=5ΰ? +=q?Ǯ;ʯiH< ~'H;=ͺHӻb:>@HO]ND`J|=5ΰ? +=q>\=v"LYIyof={34GIyof~:Eh[Iyof86ţIyofO>OkGD J|=5ΰ? +=q>u<2G ;yCG KyXG 5YTG NkNpDAJ|=5ΰ>> +;]FJ"əv.xFJ"g2<#FJ"|4FJ"Ojc;O^DBJ|=5ΰ>?z<JcFHm<ݧFHmPڽFHm:bTFHmη&O:DAJ|=5ΰ>?\)GٻTFINܯFDA@J|=5ΰ>=2=GwM= +Gw?/GwNb;sGwOdY-\DBJ|=5ΰ>?Ǯ >K`H Qѽ7H QR9H Q9W:MH QON$4DBJ|=5ΰ>>\ NH!G"H9ں&H:[p1 H DAJ|=5ΰ>? +=q<EH<kH:3;q[HHO{oOy6DB@J|=5ΰ>>u?;DF[%hF[:;F[ĠΒF[͈bM\kEJ|=5ΰ>u?zn?%,D9hѽ_?D9h;g|W;~D9h=9 +D9hN#VυEJ|=5ΰ>u>\=wFա'=}ZFա$ <"SFաES:ΖFաIL1CJ|=6H==ܺZI1L=LܝI1L=V2I1L=:sE:I1L=LfCJ|=6H=> +=Ϯ=0c:H=Ӿv=#^3H;f1QH$=HNCJ|=6H=?zީG<~>UAG;B6G[ SrGϱ]MACJ|=6H=?\)kS=dHʅ=p_oH-DH9WqJH=MCJ|=6H==\N=^ Jsн h=)}Js8ƩJsж@Gh %JsϐϙCJ|=6H=? +=q< =|J>V<M=ĶJ>V࿢9ϋJ>V9J9:hJ>Vσeχ+CJ|=6H=>ͽ;JϽ;tJϺS:JϺ-:%JC#NPCJ|=6H=>u?hH)?\R H)p<:,H);FC;\H)LӔfy}DJ|=6H=> +ڦ;ӵE{Cؑj=1/E{Cv;y6E{C;E{CuNDJ|=6H=?zᾒs~pEAZоEAZ;SJ<]6 EAZ\"FGrʽGrj/NWGr#5;GrϐϙNDJ|=6H=? +=q^@HcH=r7H=:3yhH=ͺH=σχDJ|=6H=>="ɽbVGen=rgGGen Genz;ޗGenD[UND@J|=6H=>uv>[E#T>E#; ݊E# +?z=5G=3D+' +?Ǯ=B=Fc=Z=vHFcVNFc;V< UQFcOK/D`J|=6H> +>\= ;XFόd :FόdO@O:D J|=6H> +>u=iYDpv=z/Dpvמ;&>Dpv-H| DpvNZϓ{E J|=6H?z>\=M=F=[=%F:AsF;|}LFOrDJ|=6H?\)> +=O=D=j=xD={$=/2 D^<DO/cNYVYD@J|=6H?\)?z= +D6=,yV=d}D6<"= D6<9x\})LqGH꼍DYGHdGH(eBGHNoKϟ+nDJ|=6H?\)? +=qN=ţ`G,,= G,y;ktG,;G,OMUD J|=6H?\)>uʜD + =[E=0=QE;F< E9Aj;>EN=OD@J|=6H=?zO%<>EQ齄BtG7ս ,>лG7:lP軎+G7ջ:ơ4G7OZzO9\D`J|=6H=>\޻=+tG49K=G4:PN 3G4;9^WG4,Nغ#DJ|=6H=? +=q=FH"АH=nH"&V0rH":U9HNH"O  OQD J|=6H=>u<Դ=ߵ_E=A{=E⨼*ߏ\%>AH>A_H::\H9-}:%AHM1O3tEJ|=6H?Ǯ>u=#9F"="iZF"釼DRHbF";8_?F"NDNR<DJ|=6H? +=q> +>kGc>^Gc;Ȃ gVGc}3eGcOOV9D@J|=6H? +=q?z=+#=_<FͲ>;c< wFͲ>cS;FͲ>O~DJ|=6H? +=q?Ǯ; wH<O3HӻЯHӺSNHOj>ND`J|=6H? +=q>\=rgKJIyof=znLKIyof9 IyofЁ:YCIyofOOpD J|=6H? +=q>u;Si G <MG +xCh7G ;F(;1G NkNDAJ|=6H>> +{cFJ"KcFJ"; <&FJ"iĺFJ"OjtOcDBJ|=6H>?z?\)E==Gw=RGw:O5aGw:ZTH%GwOd׶-DBJ|=6H>?Ǯ'>EH QBB*H Qnώ^H Q;QMH QON$iJDBJ|=6H>>\-ͽW*\HQsH;D`:H9`H͒RDAJ|=6H>? +=q<:ЬH>uFZF[SF[<kƸؑF[:hTF[͈H +MVEJ|=6H>u?zὓv?D9hѽQ?D9hѽ74u>\=kZFա[=UƧFա; i?>Fա[;QXFաIL&NCJ|=6p==TS~I1L=BݟI1L=9Qu3{GI1L=;!^:WQI1L=LFfCJ|=6p=> +=Vw= uH==H: F|HͻiHҢNܓCJ|=6p=?z_GYG :?GGϱM@CJ|=6p=?\)!=q݀Hl=dH::*H:"9V:5H$PCJ|=6p===1ʽI?[\=ՊJsн +1}=]Jsй 9ɛEJsйw:Jsϐ9ϙ$?CJ|=6p=? +=q<+=ÚJ>V<.=ūJ>V8f +J>V9 +19J>Vσ`χ1(CJ|=6p=>ͽlW;8JϽLj;4J:+Z|J:xZ*JCK!N]CJ|=6p=>u?Խ~aH)?eH); 診3H)E;JH)LfDJ|=6p=> +&F{PT3\SJGr5ʽ݈GrM*; 5Gr:M;GrϐϙDJ|=6p=? +=qToH=rgTH=$o:k H=:fDH=σχ#DJ|=6p=>=뽅Gen= Gen`Gen;}ҧGenDHND@J|=6p=>u>TE#*>HUE#< +?z=>*%=D+'<=ǁD+'= k<uD+'<׃C>:D+'O)ΦOgDJ|=6p> +?Ǯ=/=kyFc=Ha=Fc<-6FcsB2I$FcO,MK$D`J|=6p> +>\< +>u>{;) Dpv={//Dpv<= +1Dpv.DpvNyPϓԙE J|=6p?z>\=[N=4F=2=xF<$dGF;Y +K;8{FOrDJ|=6p?\)> +=!?=n?D=n+N=lD<{;D<7溳DO7NY:D@J|=6p?\)?z=n=D6=a<3]D6!ټdD6=&#D6OJ+UDJ|=6p?\)==&aFO=,kFO=0`\9׽dEGH꼯I[%(GH<.C=GH9y8gGHN{-ϟ*DJ|=6p?\)? +=qD;=G,, +=N@G,;{h4G,;Ro1_ G,OMD J|=6p?\)>u<悽pD=·CbDcD: DNţO8$DJ|=6p=> +=6G=uE=9L>.E<g#G7սU>%G7ջR: PG7<4> jMG7OZ2O9e>D`J|=6p=>\c=0G4=G4"G4:+J5FoG4GNدQDJ|=6p=? +=q>0H">H";~@;fH"::H"O *OD J|=6p=>u<9'=~E<4=E⨼5\>>hQHA >>THືť;s>CHຢ:HMO3EJ|=6p?Ǯ>u=wF"=r#F"釼h;?cF":YgF"N,WNXDJ|=6p? +=q> +>֯eGc>'adGc9 Gc:֏8GcOO[dD@J|=6p? +=q?z=6=_<݄FͲ>Y-FͲ>;FͲ>O~fDJ|=6p? +=q?Ǯ;ڭb8H<Ԓ HӺ=:JHӻϺOv HOwbN,D`J|=6p? +=q>\=pսK\9Iyof=pJIyofgNIyof(8C|IyofOOvKD J|=6p? +=q>u91DI|G > +^fmFJ"WhFJ";FJ"< < 5FJ"OjjOhLDBJ|=6p>?z?\)<|FIƞ=FI;| FI:%;FIN7=DA@J|=6p>=+=\VGw=GwVÞ: dGw;(eGwOd -DBJ|=6p>?ǮC`H Q CH Q:;kH Q庴H QON$DBJ|=6p>>\)&JAH&!HȺHlʹWH:MڤH]DAJ|=6p>? +=q>u/2F[iG 9F[lpF[;cQ[F[͈-MQEJ|=6p>u?z\?D9hѾf=?fD9h<-hD9h=7ou>\s=ykFա>2=mFաo;-?CFաߩ;O FաILCJ|=7:==ݏpI1L=;SBI1L=k:I1L=9e # I1L=Lf&CJ|=7:=> +=7=@H=O='jH:/Ż QH:M˻'H镟N?CJ|=7:=?zڄG<>G;7G;$c + +Gϱ٤M?zCJ|=7:=?\)^=ncH@=j (HNdW6H;!cbH SCJ|=7:==<򀮽I?[<𽺔BI?[q7bI?[+9I?[ 9?ϜCJ|=7:=?Ǯ=:/=u I<3==ui@I<3<"OPI<3:P@:ĞI<3N2|e8NCJ|=7:=>\ E=Jsн $=4Js8`>Js9`k9Jsϐϙ*CJ|=7:=? +=q<1=$J>V<d=ÁJ>VM:J>V:0J>VσUχ6eCJ|=7:=>ͽz;ҽJϽl; `J9ABIJ:QJCNkCJ|=7:=>u?*hH)?׾H)Ue:ސH):L +-H)LtfDJ|=7:=> +/OE{C=EE{C9:JE{ClE{CNDJ|=7:=?zᾑULEAZEAZ< <0&EAZ;{ļ@(EAZϱMADJ|=7:=?\)EET3\90ET3E> ET3\ֽ=>Gen=ƽKeGen;+-:aGen:ڒIGenC3ND@J|=7:=>u> +E#s{>}E#gE#<<\E#O/OD@J|=7:> +?z=.=D+'= ->nD+'[=2QyD+'= +`#)D+'O*cΦADJ|=7:> +?Ǯ==CFc=J=CFc{s;mpFcbFcO?xKD`J|=7:> +>\ +>u=ϡqDpv>~1vDpv=m4$Dpv ӷ<]§DpvNϓҷE J|=7:?z>\==XF=x>=F<9:;F;VvSFO͖rDJ|=7:?\)> +=<D=1=_D;D_[=DO@KNY D@J|=7:?\)?z=Y|=jED6=4ؼvtD6=DF:[.;K9F7;=FOҦDq5D`J|=7:?\)>\ʋOGHKp+˥GHv3:OGHe GHN +ϟ(DJ|=7:?\)? +=q6D=äG,(Y=ƛG,;qG,c;naG,OlM0D J|=7:?\)>u<׼ݹDBIVD`="HD=4DOd?O8DJ|=7:=> +=y1=E=={E<-<}EE£ENOD@J|=7:=?zὴ=*EQ齍;=3vEQ鼥1WŵEQ#snG7ս> iG7;VU+G7;ǴL;3UG7OZO9mD`J|=7:=>\=sG4F=G4:ȬG4:?uG4c Nؤ|DJ|=7:=? +=q)=rH"a=fH":7:*H"%|H"O 1OD J|=7:=>u=B=E=`=y3iE⨼$Jm;{iE⨼P;\>AH=>:EHท.HMO4ZEJ|=7:?Ǯ>u=>yF"=r|F"<?:YF";=;F"N"N_DJ|=7:? +=q> +>#ݦc^lGc>߉[;hGc0"8{$WGc9F1GcOO`D@J|=7:? +=q?z=4<2g\FͲ>=cR<FͲ>;.xPFͲ><> ɭFͲ>O~t#0DJ|=7:? +=q?Ǯ<¼4H;㗼/HӹT;J'H9ZP:>HON7aD`J|=7:? +=q>\=pēN32Iyof=vʽB)Iyof3 +9MIyofC:IyofOO{D J|=7:? +=q>uyy> +1rFJ"cFJ"F.;ZTFJ"*<FJ"OjOlDBJ|=7:>?z<~4ֽ"FHm<6+FHm; `'FHm!l{FHmη>O51DAJ|=7:>?\) =#= eGw2=^^Gw:);!0GwF@;fGwOdY-a:DBJ|=7:>?Ǯ*:GH Qg69EH Q#H Q9_99{H QON$DBJ|=7:>>\+RBH/1h/HIW:TaH:y^:صH(DAJ|=7:>? +=q<;Q*H<ˉпsUHܹdjH9ͺHO{7O2DB@J|=7:>>uR F[6FF[;Zu?z$R?D9hѾ>D9h=)A>D9hѽ*D9hN_υEJ|=7:>u>\=FƟFաۥ=VcFա<HFա;F9ߨFաILqCJ|=7 ==ľܿI1L=jD%I1L=9׹bnI1L=A;lI1L=LfJCJ|=7 => +=`=(@H=(=v G<>ۇG;'D:vaGwR=7Gϱ?M>CCJ|=7 =?\)~a=pHɎ=|UHѻ*H HdV*CJ|=7 ==CJ|=7 =?Ǯ=՟=tlI<3=G =vmI<39Վv52I<3:Y 6I<3N`Le5CJ|=7 =>\ =)Jsн ׀=Jsи +9fJs9C:KyJsϐϙ/CJ|=7 =? +=q< =}J>V<"z=šmJ>V9gJ>V:?R1)J>VσFχ;CJ|=7 =>ͽbs;JϽ:;UJ:.@:wJ99oPJB NzCJ|=7 =>u?潇ilH)?myW]H)zH):bġH)MfDJ|=7 => +7\^( +Gr*pGr8{ |Gr9hGrϐϙ"DJ|=7 =? +=qr|nPH=~bUH=;Y ɻڬH=%Z?H=σχ.qDJ|=7 =>=ֽ`Gen=fGenl,-Gen;F.;C GenCND@J|=7 =>uڇ> E#+ >@E#<װE#Լ*rE#O/O D@J|=7 > +?z=jP=n%D+'6M=]D+';ܥD+'`aD+'O*/,Φ4`DJ|=7 > +?Ǯ==TFc=%=Fc9<"Fco<2CFcORKKwD`J|=7 > +>\ +>u=HDpv>@ DpvTonDpv<+θF DpvNqϓE J|=7 ?z>\=s7.=F=x=*5F;);(FлsFOerDJ|=7 ?\)> +=<(e^D=X=L/D<{j$D\JGH8KGH;?GH;=:wGHNϟ'zDJ|=7 ?\)? +=qPLc=G,Bh=tsG,;(D;<G,d/;uG,O'M՝SD J|=7 ?\)>u۽ؽD^1 +Dk'PD<FDPO8 DJ|=7 => +=#;=FE$CG7ս w>G77CG7:RG7OZO9vD`J|=7 =>\=LG44=G4;q);G4 NWG4~NؙDJ|=7 =? +=q=nH"md>*iH" : ^H"k:!H"O 3O⧹D J|=7 =>u<@[R=Q9E=)C=/E⨼h:E⨻lU3EL['O9EJ|=7 ?Ǯ?z=X=qE=Pl=9E<;BGE\F>=qH>>H:Fa:HX~HMO4EJ|=7 ?Ǯ>u=F"=wF":XF"釻 ﻮF"NNfkDJ|=7 ? +=q> +>dAGc>)qGc+8lGc;63GcO#OeD@J|=7 ? +=q?z=<+ +FͲ>=1D<=FͲ>.QyFͲ><,; FͲ>O~ WDJ|=7 ? +=q?Ǯ;%Ҽu^H;ݽV>HӺ:'Hӻ Z.:&#HONSD`J|=7 ? +=q>\=o$JeIyof={KIyof:s9oXIyofIyofOnOOD J|=7 ? +=q>u;I~½rG ;8뽹zG s +JG `;0G Nk}N+DAJ|=7 >> +EjweFJ"Z+FJ"=HJFJ"`:OΒFJ"OjxOqDBJ|=7 >?z< LFHm?\)=,BFIƍ<FI:;FI;7޻vFINQ5 DA@J|=7 >=)=Gwf-={Gw*B;4Gw:"2nGwOe-<DBJ|=7 >?Ǯۚ7%H Q-NH Q;\;UrH Q9E"87H QOYN%IDBJ|=7 >>\1`"K%H1NjKH;)9-H}P&HDAJ|=7 >? +=q<[-H<|HII;0H;:Ŕ/HO{[O2DB@J|=7 >>u5:lF[6wHF[:sy<F[<u?zὖ>bD9hѾ? tD9hѽo=9AD9hѼPXOD9hNυiEJ|=7 >u>\YT=I#Fա=pFա<+~FաӇbFաIL CJ|=8-==TܷI1L=q>I1L=W?:I1L=9ЮʃI1L=MwfoCJ|=8-=> +=ؖ=,H=i=5tH;3[9bwH; ;HNՙCJ|=8-=?zGG;x)_ӁG:ɹGϱM>CJ|=8-=?\)5e=hHr=uېH:S; H {GHY4CJ|=8-==\q=Jsн\=Jsк$^::JsиaHJsϐ%ϙ5CJ|=8-=? +=q< +=J>V<K=­J>V9,ip+J>Vj=:J>Vσ2χ@CJ|=8-=>ͽK;JϽ!;(J9ӫ8\mJ9JB~NCJ|=8-=>u?pH)?/X/wH)DjYH):H)M7f DJ|=8-=> +UBXET3]_BET3LD@J|=8-==\Gr#-(Gr,p=Gen=-VGen;]sGen9WGenCJND@J|=8-=>u->ɕE#9>nE#(:КE#R<ՔE#O/OD@J|=8-> +?z=Q=閦D+'=j=D+'<ŜD+'_: .D+'O*FΦ&DJ|=8-> +?Ǯ==Fc=C|=Fc;[< dFc<;FcOeKD`J|=8-> +>\ +>u={QٍDpv=Dpv==%DpvJ<'aDpvNϓE J|=8-?z>\=fN=3F==8F<"9<-rF +=^=D6kҼ D6OJIDJ|=8-?\)===FO=ԽFO_<FO;9FOOϢԗDJ|=8-?\)?Ǯ24=;FL= F(<:F'߼!FOYqhD`J|=8-?\)>\O|iwGH꼄gCYxGH8);9GH1#HGHNϟ&(DJ|=8-?\)? +=q\=Ź,G,8%O= +!G,JQG,bDIG,OM +D J|=8-?\)>u;nd8D=E+[kD=TD;^ +; =E=0>cE=1OE;cENq^OD@J|=8-=?zὊC"NEQg=#EQ<ʺsEQ;["a.G7ս>bG7;jw-]HG7ջ;HG7OZ+O9PD`J|=8-=>\^=0G4+=IG4:-;G4;WvG4,N؎DJ|=8-=? +=q2=+H"=H"YVgLH";\H"O 0O⪆D J|=8-=>u=< =KE=W>=ϒE⨼E⨻| UMELBOTEJ|=8-?Ǯ?z=٢=aE=s=E鄼lE鄼.\>A^H >>H`GRHK:HMO5?EJ|=8-?Ǯ>u=<F"=jｚZF"釼 +>s\kGc>CfzGc;2GcC};#GcO)mOjD@J|=8-? +=q?z=#T<=,FͲ>=)<͜FͲ> [WqFͲ>=kFͲ>O~nDJ|=8-? +=q?Ǯ;ۢ3H<vH:ƴ:hHӻl +;fHONoD`J|=8-? +=q>\=w`WJ Iyof=tPObIyof:㹡pLIyofR IyofO-OD J|=8-? +=q>u:|G qὫG ;Oλ'G P<G NkgN5KDAJ|=8->> +Y[ +FJ"hFJ"< \[FJ";: +FJ"OjOvGDBJ|=8->?z<ޜbFHm?\)=FIｺ= J[FI9g:2eFI:e(ODFIN0DA@J|=8->=;L=SGwHW=bGw;(P(;"Gw;̮GwOe -jDBJ|=8->?Ǯ +5ѽH Qٱ+H Q5L=H Q;{:jH QOҸN%:DBJ|=8->>\OkNH*Kݽ@H 6:H;9WaH̿1DAJ|=8->? +=q<$H<8yHħ;HӁЭuHO{uO2DB@J|=8->>uKF[Q;F[;c;?)F[;:I< F[͇MAQEJ|=8->u?z87?C>D9hѾ ?D9hѽY]rD9hѼKlD9hNυEJ|=8->u>\=peFա͂=WpFա< j/>Fա;>FաIKxCJ|=8== I1L=NKI1L=ظ;I1L=9a "jI1L=MfCJ|=8=> +=z=/H=4S==H:bH;QG?HgNGCJ|=8=?z<>SG|G;޻G:Či;RAVGϱaM=2CJ|=8=?\)Jo=m#H =[H:O9 JH:ңSH\>CJ|=8==<i!I?[= @1I?[9vI?[: I?[ +ԁϜCJ|=8=?Ǯ=HS=ur[I<3=Æ=wwI<39V=:^I<39U'ȺI<3Ne0zCJ|=8=>\ Q=r&Jsн +n=͊JsйIy>WJsйݤvJsϐϙ;ACJ|=8=? +=q< k=J>V<=ÀJ>V:%|9.J>V縀JJ>VσχFCJ|=8=>ͽ`;oJϽ$;jJϹ&0:xJ:$wP:9JB:NCJ|=8=>u?H)?BH)7 2;y+H):3oٹAH)M f3DJ|=8=> +ѩ=E{CŅ=lE{ChE{CmzDJ|=8=?\)p[,L[ET3 juiET3NmdET3BGET3ЕO D@J|=8==\IhGryGrQ۴V8GrN :FGrϐ ϙ.DJ|=8=? +=qbgH=zB_H=;p\H=:SH=σzχ8DJ|=8=>=VMhGen= ͽ8`Gen&;, Gen;޺ +)GenCND@J|=8=>uҚ>@E#Ȫ>%E#<:.E#H]<@E#O/OD@J|=8> +?z=L9>D+'=x=D+'¢ +?Ǯ=W=Fc=Q=dOFc9sFc<)H;`FcOxK D`J|=8> +>\<ɒu<}Fόd<u +>u=ϨBDpv=CvDpv=$5'DpvR=e%DpvNwϓE J|=8?z>\==ƒF==rF;T;gFл;@FOrDJ|=8?\)> +=?-E=D==D<_({D{\ؼDOY{NZYD@J|=8?\)?z=t ԕMD6=[\ޭ=`GHP[!8GH껅8<~GH>a;GHNϟ$DJ|=8?\)? +=qJi=А +G,_=аG,d:RG,;:/:G,OՋMwD J|=8?\)>u;AFD;t޽D;/DD +=Ah=E >!G7ս/_>"G7պMCtG7;)L|; 'G7OZO9D`J|=8=>\=G4M=AG4:޻lG4:iϺGdRG4N؃DJ|=8=? +=qt=a1H"{#>لH"8ȲH"8b89@H"O (OPD J|=8=>u\[>=>H>AuHຳHC;|UHMO5EJ|=8?Ǯ>u=nνDF"=ٽ|F"<6';Zg2F"釻$ +>|dyGc>jEGcʿ;Gc:pGcO.OpD@J|=8? +=q?z=A==;*2FͲ>O~_WwDJ|=8? +=q?Ǯ;\=vнK+Iyof=u#K&Iyof9sQIyof9c:VIyofOOTD J|=8? +=q>u;ύ `G <{x𽲟G n-_;OG |G NkQN>DAJ|=8>> +ωqwFFJ"Gn5FJ"ػ\FJ"͹{]hFJ"OjgOzDBJ|=8>?z?\)= /FI#=咲=Gw8m=GwmI@Gw):A:GwOe3,DBJ|=8>?Ǯ`5xH Q +S8G7H Q:*|>!H Q;{>\(_WH+eR"H;5:H*;1!zH̊WDAJ|=8>? +=q< &H<κ'H7ܤ8H:5;HO{ĆO2DB@J|=8>>uؑ;F[养"TF[-F[; F[͇M;EJ|=8>u?zߛC?D9hѽ 7? D9hѽ Ri=L^D9h< +D9hN8υPEJ|=8>u>\=pFաU=_"Fաb8;sRFա=|:{FաIKCJ|=9 @==:I1L=޲ܟI1L=:A::6I1L=:W'I1L=M# fĻCJ|=9 @=> +==,H=K=jH&A;H HX;}-(HENCJ|=9 @=?z<>{G<>-)G8$;iG;.%;]^GϱM\?=Jsн=1JsйP^ Js9XTJsϐUϙACJ|=9 @=? +=q<S=NJ>V<h=NMJ>V:*R9%J>V66 +w.J>VσχK]CJ|=9 @=>ͽZ;ȍJϽ1;wJϸx9JJϺ j8JANCJ|=9 @=>u?qH)?]IH)9EzH) +m{\~(Gr~aGr;;Grg!K9$GrϐĴϙ3DJ|=9 @=? +=qt8їH=eWvH=L;!0H=;Y: H=σ]χ>-DJ|=9 @=>=u>+qE#d>E#Aμs[E# +?z/= D+'=>UTD+'<вaX D+')P:D+'O*vgΦ DJ|=9 @> +?Ǯ=n=m\Fc=/=Fc;Or<]k Fc=;R؃FcOKnD`J|=9 @> +>\<Ք: +>u>BVDpv= tDpv=[=4Dpv<6 oDpvNϓ,E J|=9 @?z>\==.F=D=F:W;1oFлl:(FOrDJ|=9 @?\)> +=$ϻrOD=P;=\@DD<4y$DOaNZD@J|=9 @?\)?z=W<'*D6=k:*D6񫼡D6Q;%D6OK,MADJ|=9 @?\)==ڸFO=أGFOtnIFO<{;FOOϢDJ|=9 @?\)?Ǯ9=F2=FF޻4nF;o;mdPFOQpD`J|=9 @?\)>\XtGHE??GH;ֺx!GHlW;{GHNSϟ#DJ|=9 @?\)? +=qV[=G,Z=sG,1,+G,:y:eG,O3MD J|=9 @?\)>u=5DUqLRfVD +==OE=~=2AE<񻩴-E:ɛMEN.OD@J|=9 @=?zh=TEQ8:<ÜqEQ;GYEQ۲XEQNNDJ|=9 @=?Ǯ-:>$HG7ռ>>VG7ջ*;GG7ջλdG7OZVO9D`J|=9 @=>\ڸ=G4I=_G4:,λ CqG4(#mG4#NyDJ|=9 @=? +=qq=%H"ֻ=H":;5H";a: u=7=E\d>>8(H|>>GH;H;(f:9HMjlO6%EJ|=9 @?Ǯ>u=:sF"=۽F";; +> ZcGc>ƾbU\Gc;:%Gc?oGcO4AOu?D@J|=9 @? 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+=q< 8=J>V<=\OJ>V9<WJ>VsJ>VτDχ\CJ|=@=>ͽ;QJϽ;;JϺ ӹ>^J9UJ=NhCJ|=@=>u?H)?~ғH)8[;lwH);k}$oH)N!g-DJ|=@=> + \k뽫:GrսqGr9gi:\\Grar@: JGrϐRϙDJ|=@=? +=qH=q6 H=L3H=:=`+PH=τKχ0DJ|=@=>=ьHGen=pGen8\8Gen{; +Gen>|NtD@J|=@=>uݜ>fE#r>lE# +?z$G]>D+'D+'UKkD+'R+;TD+'O+Υ2*DJ|=@> +?Ǯ=t=Fc=՗m="FcIFFcSuR˵FcOLbD`J|=@> +>\< +>u=þ^Dpv=+Dpv\=Z=XF=j=FлF;x,;nyFOMr)DJ|=@?\)> += =7TD={z;=cD<ǷuDJ|=@?\)==E/dFO=d@^FO6,hFO<:;FOOMϢaDJ|=@?\)?ǮI=ĿF=iF;xbF<#%iFOoD`J|=@?\)>\mX*4GH꼃q\4GH:-:]GH:r˻G,OCMݻD J|=@?\)>u<:-DyzDTPSD<)9 +=T+=FE!G7ս /> G7<>Z]bG77Z:[G7OZdO:D`J|=@=>\O3=MdG4=G4׸>:^_nG4; ;> G4 +/N$DJ|=@=? +=qЦ=.H"U=H"&?pH";g; H"O HOܜD J|=@=>u=)_={y/E<,=pQE<8v<E<\& +><H AH;H ;\HMTqO=@EJ|=@?Ǯ>u=NF"=ڻ潉F"釻bVF" +> W[!Gc>׾[UGc;;UgGc;(;GcOLOD@J|=@? +=q?z=<*FͲ>=.@<1oFͲ><:oFͲ>OUODJ|=@? +=q?Ǯ;oږH;HӸJ:H: ,HONm?D`J|=@? +=q>\=tOTmLIyof=vz˽MIyof{ QIyof +lIyofOqOD J|=@? +=q>u;۽G > +ynfFJ"TdFJ")`nFJ"<3FJ"Ok#OhDBJ|=@>?z<݇FHm<|}FHm;Lu<<ߒFHm<`ΨFHmηtODAJ|=@>?\)=FIｿ=귏=Gw߃= Gw;cbGw;OF_GwOfc*DBJ|=@>?ǮN'fH QJ*00H Q店Ƽ;fH Q;F`iH QON(DBJ|=@>>\'qGdgH,`pE-H!Ad9H9_wHDAJ|=@>? +=q<|Q-H<H9lH%WHO|pO_DB@J|=@>>uE;EF[|xgF[;BN"+F[;ZĺZF[ͅ_MEJ|=@>u?zȸ?#D9hѽ?wD9hѺu>\N=Fա{=g?Fա9|YFա:2:FաIK$ҿCJ|=A/p== hI1L=.I1L=8`Eߺ`I1L=;I1L=N#3gOCJ|=A/p=> +=ͻ=)&H="=))H6#:ˇHQnVH(NCJ|=A/p=?z<6L>ڽG<6%>G;jGGϲ5:M-F>CJ|=A/p=?\)b=k|H=hfH`: +OH:FH ϒCJ|=A/p===n}UI?[=dI?[#;@I?[Ӏ904I?[tϜCJ|=A/p=?Ǯ=6s=qI<3=$=ywI<39T8 "I<3:E$rI<3NeCJ|=A/p=>\a=}mJsн'f=R|Jsй%ԡ Js9SJsϐ8ϙCJ|=A/p=? +=q;=/J>V<=VB9J>V8ٍ'sJ>VτITχCJ|=A/p=>ͽ&;ʒJϽ;OuJ8n^:1J9@m:nJ=lRNf.CJ|=A/p=>u?*VH)?콁lH);'ӮH)G)}(H)N/g5@DJ|=A/p=> +~<v;E{C og.G*:oh +G*:oNTd}DJ|=A/p=>\Z\;$Grݽ~Gr,v@-Gr; +GGrϐܑϙDJ|=A/p=? +=qt *{H=}a!:,H=:{FAH=τOχrDJ|=A/p=>=Ľ=Gen=fZGen;* Gen:0{.w-Gen>7wNϏD@J|=A/p=>u8>pwE# @>>E#;* <#E#:x][ܘE#O1OGD@J|=A/p> +?z=iX=A[D+'=h> DD+'=e޽٪D+'<.ѽWv$D+'O,Υ$DJ|=A/p> +?Ǯ=A=Z̠Fc=J=XFc;FFcV{ 5FcOLD`J|=A/p> +>\<*=(Fόd<%=BFόdœ˺c:Fόd;:cFόdOBLnOD J|=A/p> +>u= +Dpv=KHFDpvࡽNjDpv;=)qDpvNϓE J|=A/p?z>\=2=sF=E,=n FлͻF<;@FOGBr#DJ|=A/p?\)> +=[=.D<8=aD=DT\Q!GHZHuRGH:VGH ;u EgD;.Ҽ Dy x*D=GJ; D\`iO7՞DJ|=A/p=> +=K~>E=6J>#."EzmSaWwE<YٷENOD@J|=A/p=?zὕ}=EQ齘<8EQ<"'G7ս>%fVG7պߌ;ZG7պit!yG7OZuO:$aD`J|=A/p=>\"E=G4R=jG49KV:/@G4;ZG4 +WN׿"DJ|=A/p=? +=q,=ٮH"=QH"ُVfH":k;H"O 4TOaD J|=A/p=>u=(=UFE=9=ZE<-E⨼7>ELoyOgEJ|=A/p?Ǯ?z=W=E=r=?E;lW3E鄻c:x+EN*NEJ|=A/p?Ǯ>\!>?H)M>?H:uN;"NAHp\ƹOHM2O=EJ|=A/p?Ǯ>u=50F"=\|psOF" +>$b`Gc>$gGc; +AkGc;a;GcOfOMD@J|=A/p? +=q?z=< FͲ>=m;xFͲ><FͲ>; /^2FͲ>ONӆTDJ|=A/p? +=q?Ǯ;A~H;\c/'H9r9BӇHӻ)H:HOfND`J|=A/p? +=q>\=v@NqIyof=xZQ;sIyof6aaIyofT:{IyofOOD J|=A/p? +=q>u;i+ G > +aDFJ"a-sFJ"<;rFJ":>ٻİFJ"OlODBJ|=A/p>?z</+FHm<FHmQtPFHm~4?\)s= OFIȞ=?h=NGw䍀=Gw8ONӻGwH%GwOfu*btDBJ|=A/p>?Ǯ:!H Q$)H Q9ѱ\:SH QS:锧H QON)!DBJ|=A/p>>\)MiH8W +HhYH,|x8zHADAJ|=A/p>? +=q>upF[R2@F[<zFF[# UصF[ͅMKEJ|=A/p>u?z@*I?k D9hѼ?!D9hѼ$K(ĸD9h<;jD9hNCυ1EJ|=A/p>u>\=dOFա=tjTFա`mI:k Fա;;BFաIKһCJ|=A==`DFVI1L=/I1L=FTJ:WwI1L=9a:cfI1L=N2gWCJ|=A=> +={=;H=G=:%H;&KlH9|ƺxٞHOtNCJ|=A=?zOGoG:B\pG;w> 8xGϲ9SM,cCJ|=A=?\)P~=nHgԙ=lH8"jH:::`HjϕCJ|=A==<2=I?[=6I?[9tLI?[:j̺-'I?[RϜCJ|=A=?Ǯ= v=l(I<3==xI<3;Z9+I<3Ɣ8I<3N&d'CJ|=A=>\y=/Jsн=h:Js4s9Jsк`<AnJsϐrϙCJ|=A=? +=q<,= "J>V;*=="J>V=:.J>V9"RWJ>VτMχCJ|=A=>ͽ;BJϽ0;:J:=:J:,/9 J='NdLCJ|=A=>u?6eZH)?,w3H)8h:I H):g=qDJ|=A=> +<㶞E{CV=!+ E{C;~ $E{C<0oE{CNRDJ|=A=?zᾅ!#EAZUucEAZ0=#>EAZœIqEAZϲ?M. DJ|=A=?\)8н)_ET3Y߼,ET3;)GET3YżPMmET3ψpD@J|=A==<؀[==yF{P<֔=ͪF{P;NbU6F{PzF{PUϜmDJ|=A=?ǮAG*:o^`?G*:o~G*:o;;PyG*:oNdDJ|=A=>\LGcGrX<=Gr:c5@kGr;FMyGrϐϙhDJ|=A=? +=ql(H=|`n2H=:bgMAH=9?yH=τT=χDJ|=A=>=۽uzGen=|~%,Gen:n?Genoc9jGen=NͩD@J|=A=>uж>E#ݮ>E#;';"E#<=P<cE#O1OD@J|=A> +?z=)6=VD+'=)=D+';!Ӽ۝D+'=ivD+'O,_ΥDJ|=A> +?Ǯ=|=|ZFc=b=/FcK:2Fc<$>FcOLhgD`J|=A> +>\;ը\ +>u=ȋDpv=߽cCDpv<0]Dpv=Q DpvN2ϓE J|=A?z>\=pF=QF=bp=qF;Z-F<;*FO@rDJ|=A?\)> +<=ED=f=OZD\?69GH꼔h[¦GH; +;/GH깜:QGHNϟ DJ|=A?\)? +=qOw=НG,8m[=AG,4;PG,:ԻGoG,OPMޖD J|=A?\)>u`SuD;8}(D=3ւ<D;6 +=^D\`O7nDJ|=A=> +=)*0=ɈEEQG7ս 3>G7ոK<2G7;* MfG7OZ}O:-D`J|=A=>\[=G4=G4DG4:9G4 +zN״DJ|=A=? +=q=_H"̂=xH"9%;'3H":U; ;H"O O%D J|=A=>u=A=E=h 3=sE⨼{.Y&E⨻;=sELVOEJ|=A?Ǯ?z=?=8E==HE<X7E;eENGmNEJ|=A?Ǯ>\9>?Hy>=H9w{:H89HMBO>#EJ|=A?Ǯ>u=€F"=uGF"釻2l#F";N;*F"NNDJ|=A? +=q> +> hGc> | eGc;-b{Gc;mGcO{O}D@J|=A? +=q?z=<=FͲ>=<FͲ>}; FͲ>o<FͲ>OBAKDJ|=A? +=q?Ǯ;':橑H;wHӺ:":KUHӺϏ;HOND`J|=A? +=q>\=o Q[Iyof=q!TQmIyof9/%mIyof9;غ.?IyofO4OD J|=A? +=q>u;½;G > +lkFJ"nFJ"J[LFJ"9/ȼ3FJ"OlODBJ|=A>?z<{1FHm?\)u<}FIｨ6=ΦFI;#; tFI:ZFINRyDA@J|=A>= =j8Gw3=2Gw携#Gw;@< GwOf%*=DBJ|=A>?Ǯ۽-kH Q᭽.jH Q:v;H Q1ŹCH QOmN)V\DBJ|=A>>\1KiE^IH9,RGH ;-2H7VwhHȘDAJ|=A>? +=q<`-H>uxW%F[<6F[;Û5qF[u?zv?ӏD9hѽP?+D9hѼVu>\=}>FաP=U`Fա";"9Fա;=EQFաIK ҷCJ|=B" == +>eI1L=ҼbI1L=;9B1I1L=Q:&I1L=N@g_CJ|=B" => +=qf=8"H=2=+{H黧:HΠ; |HN^CJ|=B" =?z<>pGܺG$;.ԑG:仩Gϲ=dM+CJ|=B" =?\)C=nHHI=b H +/;͌H:ͭHٶϘCJ|=B" ===ҚI?[=eI?[:(`:I?['fDQI?[0ϜGCJ|=B" =?Ǯ="=nI<3=~=v I<3:f:\0=Jsн=TJs9 ;9`Js:-:l?JsϐاϙVCJ|=B" =? +=q<U=9WJ>V;@W= |J>V#[S9J>VE9+)KJ>VτRpχ!CJ|=B" =>ͽ8;JϽ-\;ޒJϺX}RJϺ&J<NbiCJ|=B" =>u?y(BH)?QH)9' D|H)n;CmH)NM|gEDJ|=B" => +]<ǧE{CH=E{CU*KE{C<@&cE{Cw>N DJ|=B" =?zᾕBMEAZyEAZi<;z~EAZ<ozEAZϲCM-&NDJ|=B" =?\)ՏoDET3ݧYET3;)BET3<7B-BET3gϋpD@J|=B" ==\E=wqGen=K{9GeniCGen{X̖AGen= ND@J|=B" =>uш}>dE#>lE# +?z=>!ND+'=g>D+';b=D+'"=D+'O,4Υ &DJ|=B" > +?Ǯ=q=]Fc=EK=jBFc;TT;nFcS[ +>\<_ +>u=t"3gDpv=M1UDpv+ \=_h=˄F=n=tPF;Fм/9ںaFO9rDJ|=B" ?\)> +=b=FD=`5=UhdD<<&D <%DOIN^jD@J|=B" ?\)?z=uJD6=]FOO7RϢNMDJ|=B" ?\)?Ǯfb=F=yjF;|Ffiq=FOIoD`J|=B" ?\)>\NVzGH꼏:2GH;FGH;ƻ%PGHNϟ +\DJ|=B" ?\)? +=qK +=ZG,C=ԔG,:&`e +G,Y˛;-G,OVKMcD J|=B" ?\)>ueDԽAD,07DJ|=B" => +=l=bE=1#=qE`4DEUDENOD@J|=B" =?zὍ<8EQb[NEQY@ %?G7ս[8>!!G7: <)TG7ջݬ<YG7OZO:5D`J|=B" =>\r='G4CT=G49/yG4>:9G4 +יNשDJ|=B" =? +=q= H"Ҟ=H"D2H"Z;MhH"O OD J|=B" =>u=n6=͟cE=)=EsE⨻N漕E⨼X7<WEL=OEJ|=B" ?Ǯ?z==ƅE==E;9%WE鄼#;&ENcN*EJ|=B" ?Ǯ>\>>oHEl>EJ|=B" ?Ǯ>u=$#F"=F":l!>F"釼())3F"NNcDJ|=B" ? +=q> +>!aGc>" ofGc9w HWGcCO:8GcOO׭D@J|=B" ? +=q?z=><&fFͲ>=+<0 +FͲ>;3FͲ>";Mh FͲ>O)3DJ|=B" ? +=q?Ǯ;MH;nH; o\HӺ 'dHONgD`J|=B" ? +=q>\=r5Pn,Iyof=u4OflIyof:)v Iyof8 9IyofOOD J|=B" ? +=q>u;f0XG > +^"o9tFJ"%|dFJ";;5FJ"<~anFJ"Ol"OyDBJ|=B" >?z?\)q=FI@= FI;[qk;ήFIl;aFINQDA@J|=B" >=l=GGw=gGw;c9&sGwFM9GwOf*,DBJ|=B" >?Ǯ5fH QB1J^H Q庺;IH Q;e?:H QO%TN)(DBJ|=B" >>\)QAH/^H<;P;~H;9cHczDAJ|=B" >? +=q>u\.;=4;F[:L F[;k8߻F[t}F[ͅ/MХEJ|=B" >u?zὼ?D9hѽ? 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+=q<=SJ>V<=HJ>V98T]J>VVJ>Vυpω5CJ|=e7=>ͽc,=VJϽ[=‹gJ9fe9I{yJϺ}:,J(%NnCJ|=e7=>u?H)?H):I;H):3% H)RDiDJ|=e7=> +=*ָE{C=jUE{C ;YE{CG *WaE{CI>N8JDJ|=e7=?zᾅ EAZuEAZ\Y=%Gr]=!I}Gr=3:HGrBͻ =oGen; c=kjGen:k;!#Gen:4:Gen)jNG6D@J|=e7=>u>徫&E#>;nE#`,E#;@V +?zD+'řED+'v;&D+'X|8D+'O27ΡiDJ|=e7> +?Ǯ=Fc=`Fc;:63FcCL;`TFcO)L#D`J|=e7> +>\=ƒFόd[ +>u=NdDpv=9üH?Dpv"'Dpv;la=;DpvNȰϓE J|=e7?z>\=F=mi~F:Fл:IFOp`DJ|=e7?\)> +=d D=7g{D\$֚GH꼝W GH깈yDhEGH;ɿGHN<ϞDJ|=e7?\)? +=q==pq"G,=@+=z0G,:%M9ɒG,;>+[YG,OMSD J|=e7?\)>u<Dqț;mD + E2]žE;hμnEj<&ENOr0D@J|=e7=?z὞D=OEQt?6REQ<` iԾG7:pP;pG7չPCM;KjG7OY[O\===2G4=Q=JG4:G4I;>$G4xNbdDJ|=e7=? +=q=ۼH"=ǷH":>);{H"; 0:C GH"OIOD J|=e7=>uGͽE⨼;XpE⨼H{ \=JK H=P KH94H:1HVHMbO^KEJ|=e7?Ǯ>u=ը=aF"==3uF";PgF"釻g;F"N|NDJ|=e7? +=q> +>؟Gc=ǹ|{Gc;cGcGcOOYD@J|=e7? +=q?z὞aubFͲ> 7kFͲ>A=;jFͲ>FͲ>O5dzDJ|=e7? +=q?Ǯ8rHӼ׻CH:EFHӺ'HO "N D`J|=e7? +=q>\=U=$̃Iyof=C.=(~Iyof9J9ۺrIyofպkIyofOOjD J|=e7? +=q>u;I G )0ZG \b;!EG 7kG NbRN"DAJ|=e7>> +PFJ"D(yFJ"9U޻%/FJ"< JtFJ"OpO6DBJ|=e7>?zὍ=+JFHm=?\)=-꽚FI='ʣFI;\;FI<fFIN^vDA@J|=e7>==k=ŇGweN89Gw;;GwOkVLdPDBJ|=e7>?Ǯ*EKH Qlj:$H Q;S8*>\=_WjH=ܻH:~ H8N : iH͸IDAJ|=e7>? +=q>K|H>?H;~7WH9HO*|OqDB@J|=e7>>uG׽)"F[ue>F[;rF[X켅{F[{MREJ|=e7>u?z=4xD9h<}D9h=u>\! 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+=q= 1H"=xH":{bq;2iH"8: H"O|O㯨D J|=e`=>ur3E⨽P6E⨼>oduE;!ELO#EJ|=e`?Ǯ?z=Jɽ E=b:wE\=> |G8WH=NMH:t:(HCL8oHMO^EJ|=e`?Ǯ>u=Dq=BF"=ǟ=±+F"釼l(f +VF"釼ٙ;91F"Nb8N=DJ|=e`? +=q> +>zGc>#} +~Gc<5{);IuGc:pqGcOO^D@J|=e`? +=q?zὣ@AFͲ>I#@FͲ>}>^FͲ>:t;2DFͲ>O9b_DJ|=e`? +=q?ǮR:zHӼi8dH:5z9H8:WHON)D`J|=e`? +=q>\=/='uIyof=p=%{Iyof:%ĖW Iyof7:HjIyofOOD J|=e`? +=q>u:)G <9n+G <,h9mG ;ɧ<NG Nb4N"DAJ|=e`>> +>9FJ"v}b̏FJ"$4'<5FJ"?zF=:סFHm|<귅FHm;آW?\)=$XFI=~TFIﺫQ-FIﻼFINqDA@J|=e`>=><(Gw=k<Gw;̆RGw;e:ePpGwOke>DBJ|=e`>?Ǯ)O}gH Q?ώa:H Q<-;KH QI;щH QON99*DBJ|=e`>>\=u.H=]$H9dm:H":;H͸ruDAJ|=e`>? +=q>悽H>L-H;8}H ;&HO/OvDB@J|=e`>>uQ5;@F[UFF[<䠺]F[(ĻnF[zʘMMEJ|=e`>u?z>ND9h=QD9h;yu>\ؽ>Fա;޳FաTFա;ʼBFաIG(чCJ|=f)==?(W+>PI1L=?(>Q%I1L=sʹ-I1L=:ӝ:I1L=RQiCJ|=f)=> +=<"H==5gHt96H(û*#HeNCJ|=f)=?z8O%GfUG;(G[;΢Gϳ+LCJ|=f)=?\)wHt +H7:-H{ HINvCJ|=f)==u=ǣI?[g=YI?[:UI?[:5GI?[˯ϝ#CJ|=f)=?Ǯ=tHI<3=q \X?[`JsнOJs6?eJsйĪJsϐϛd"CJ|=f)=? +=q<==J>V<5(=‘J>Vp8R@J>V8G7M0J>Vυwω@CJ|=f)=>ͽ[2(=JϽa=™%J8 $2J9g#:J(:3NCJ|=f)=>u?PԽzH)?ͩwKH)u9H)!H)R^iDJ|=f)=> +> 9iE{C>xmE{CQu2ݔE{Chm0E{C8N4DJ|=f)=?zᾂZEAZN8aEAZ==%μ(BEAZ;ϼN_\EAZϳ1LHDJ|=f)=?\)T\0= GrC=GrdGrͻZZ=LGen;|.?=Gen :ЃGen;;TF>Gen)[NCD@J|=f)=>u>=E#> uE#?mfE#: +?z-)~oD+'$>mD+'<[ԽCD+'<)=hD+'O2)ΠDJ|=f)> +?Ǯ=kFc=8FcS97Fc;:4FcOLLD`J|=f)> +>\v=NFόd'$=Fόd<9iFόdm:FόdOGO%D J|=f)> +>u=2fꝖDpv=lDpvк)Dpv6QL:DpvNϓE J|=f)?z>\=ȽF=KF;ބQFF:K3>gFOpUDJ|=f)?\)> +=W/˼D=׵BD:I3D }VDO?NmD@J|=f)?\)?zk>=FD6K=~D6xZ\gFI GH &GH/;"GH;ḃGHNZϞ-DJ|=f)?\)? +=q=.t=G,=8>=TOG,ŞsG,0;G,OM}D J|=f)?\)>uDZlD; D<;zDΆO7DJ|=f)=> +ʂ\=3=wcG4==DG4;c}9PLG4#G46NKDJ|=f)=? +=q=xƐH"={WH"9 9H"H"OūOLD J|=f)=>u z4WE⨼=S -E\=S-KH=3ZMrH7x"`&ܧH;j{k;HMO_ EJ|=f)?Ǯ>u=oq=ϮF"===/F"釼ђ;lF"釻lI.F"NGNDJ|=f)? +=q> +=%}Gc=zGc{;?GcǺuGcOhOdD@J|=f)? +=q?z὘Cs +FͲ>XFͲ>;0wdFͲ>dך<FͲ>O>_ͤDJ|=f)? +=q?ǮZ4' HӼ,YHӻ9ֺ#lH:u<;7 HONFD`J|=f)? +=q>\=^=' Iyof==IyofҺ}Iyof9œIyofOOD J|=f)? +=q>u<.G ⽬PG ;DG :dBiG NbrN"DAJ|=f)>> +t`e~FJ"X_FJ"NI;tFJ"6<?zύQ=WFHmJdFHmζODAJ|=f)>?\)=dtzFI=C⽟\FIﻇ;`FI;_FINIlDA@J|=f)>=><ߜGw>= VGw;xik;xGw^vGwOktzDBJ|=f)>?ǮB6@EH Q=BRH Q9MH Q廜;J+WH QON9oaDBJ|=f)>>\=dH=B=fH؏:uH:H͸;DAJ|=f)>? +=q>VH>~nOH_b4H:&`AHO5@O{DB@J|=f)>>uldF[nF[n}F[G<8F[zMHEJ|=f)>u?z= VD9h=<tD9hѻsnD9hu>\E08Fաv9Fա:kFա;˻zFաIGуCJ|=f==?(>1jI1L=?(>}I1L=9]I1L=4I1L=R^9iWCJ|=f=> +=H=WH=\CJsн&ӕJsи:.o>Jsк?SƅJsϐsϛiCJ|=f=? +=q<8=uJ>V<"t/=^J>V9e:J>V%#i#<5J>Vυz8ωECJ|=f=>ͽ]=rJϽW(=ðJ9q@gJ93J'NeCJ|=f=>u?qQJH)?.ʽUH):sBU H):\;*kH)Rji%DJ|=f=> +>9]XBE{C> )E{Cк +\=yGrc=GrHV%AGrq#;^Grϑϛ\DJ|=f=? +=q=`/=H==Hm=gH=: :2H=9b&H=υqω8DJ|=f=>9p=KGenF=Gen;Gen::nGen(NB&D@J|=f=>u>þЄE#>wܾ9E#:8E#zk0E#O89OD@J|=f> +?zyq?D+'~D+'=V=(D+'=eD+'O2ΠDJ|=f> +?Ǯ=`Fc=vJL?Fc<΍;-Fc`FcO]L`D`J|=f> +>\L3=Fόd[u +>u=R4Dpv=78Dpv=aߐDpv=.żDpvNyϓE J|=f?z>\=^>{F==CFл&D%F;dFO^pO,DJ|=f?\)> +< D=$KzD!jnD:DOqNn3D@J|=f?\)?zứ=|D6BTR=D6=YSgD6;\?BGH >^GH;:GH껷ͻq GHNaϞDJ|=f?\)? 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+=qM-㓇H Hǭ-cH8,)H*ϢDJ|?G?\)? +=q[=gG,=9BG,x2/G,:1G,LZO_kDAJ|?G>?\)'=FIＴ=-NFIZ:0FI;fDRFIHͲ~DAJ|?G>? +=qH4AH:3H:f',:H‹ϢDJ|?Gt?\)? +=q u=iG,d>=G,ΆpG,;G,LVNO_}DAJ|?Gt>?\)5=wFIR=FFI;);fFIgJ;FI]ͲDAJ|?Gt>? +=qUH(_d2H9:rH::HϢDJ|?G +?\)? +=qr=BG,[=rG,:ȻG,;qhV:.G,LRO_DAJ|?G +>?\)J=kBFII!Q=FI;@RC+zFI;]VkRFIrͲDAJ|?G +>? +=q˾=HվwH:`h3 H9 㺚I6Hc<ϢCDJ|?G?\)? +=q=G,s=LG,;P׺G,?4G,LMO_DAJ|?G>?\)=)FIUT7=FFI0;yFIﻙ[ FIͳ +FDAJ|?G>? +=qHŽH:{HH3ϢDJ|?G5?\)? +=q =b]G,{=/G,9;;G,;8-UG,LImO_DAJ|?G5>?\)=EFI͏=FIﻣY:? +=q䵾HƾHYfH:$vqjHϢDJ|?H?\)? +=q#=G,V=zG,OlG,;WNG,LE"O_DAJ|?H>?\)y=GFI／W=+FI:\ ϚFIﻴpFIͳDAJ|?H>? +=qn7H~GH9+D9H L:)H!ϢqDJ|?H `?\)? +=qa=G,N=H5G,PG,ºG,L@hO_DAJ|?H `>?\)w#=zFI！=FI;9?KFIﻹy;FIƬͳ*DAJ|?H `>? +=q%yHH޺ H9 +'#2HdϢ*DJ|?H?\)? +=qb=kG,m=G,*1G,:A9V"G,L<7O_DAJ|?H>?\)Ã=FIＥ$=תFI%;W6FIﻰWBMFIۡͳ4DAJ|?H>? +=qOYHwDQHH:]?\) +=ɕFI？C=qFI;B)5FIﻄcFIͳ?aDAJ|?H>? +=q@uH(H9%iH:ĥH9"iHDϢDJ|?H""?\)? +=q,n=)G,=(G,;G,9:=G,L3O_DAJ|?H"">?\)=d FI=mFI;J>:pFI;g;%FI}ͳJDAJ|?H"">? +=q5HMH 04KH+98>H ϢTDJ|?H)?\)? +=qf=G,@=G,#Q;::G,^;!gG,L/O` +DAJ|?H)>?\)=`FIＬ@=FIv&׺~FI? +=q2:aHw_#H9Do7 HU=:cH:Ϣ DJ|?H1N?\)? +=q;=G,E=1G,;i};BG, +;G,L+_6O`DAJ|?H1N>?\)0E=ۻFIX=ZFI:7AFI< ɻ'PFI/Fͳ_QDAJ|?H1N>? +=qH36H9q&:7HF*HcϢDJ|?H8?\)? +=qq=G,au=cG,:8;LG,;Vү/G,L'O`%DAJ|?H8>?\)ds=iFI）0=FI;+$Y^8FIﺯ? +=q+HRTfH:';:p{H^HϢ}DJ|?H@z?\)? +=q'=DTG,=G,#B:QG,;kS+RG,L"ȓO`3DAJ|?H@z>?\)b=FI-=FI<I>ΗFIﺓ;ƪnFIXͳtDAJ|?H@z>? +=qɃ HG5EHW:ZH8?9Z/HUϢ5DJ|?HH?\)? +=q=G,=G,<;G,;|K:}fG,L}8O`@DAJ|?HH>?\)u=FI=iFI;+FI<<2lFImͳQDAJ|?HH>? +=qŅH!XH:1WH;a~¹:GH%ϢDJ|?HO?\)? +=q\=A4G,hG=PG,; +:?\)_=JFIn-=ԍFI\+hFI;FIͳDAJ|?HO>? +=qqHՖH]: oHp ; SHϢDJ|?HW;?\)? +=qU=sG,=XG,8 G,;;kJG,LsO`XDAJ|?HW;>?\)=QFIＪ2=͟FIT__FI? +=qH,?He:'[H ;ɁHϢ[DJ|?H^?\)? +=q3=CG,±=4G,Z;%_G,;N:AG,L O`eDAJ|?H^>?\)*=kdFI +=(FI;rFIﻋM;3sFI4ͳ_DAJ|?H^>? +=qGHоdHJK:-H::HϢDJ|?Hff?\)? +=q5=i)G,=9^G,Q ;OG,`qG,L OO`pDAJ|?Hff>?\)=_FI：s=8VFIﻐ:uFI:I (FIͳDAJ|?Hff>? +=qfHoH9)9҈H\8{gHeϢDJ|?Hm?\)? +=q=G,=G,;Ϙ!G,;Æ;N(G,L 'O`{DAJ|?Hm>?\) +,=)FI=FI:*e<FIB<[?FIղͳDAJ|?Hm>? +=qHYj3H::?\)1C=FI +=)FI;')TFI<:? +=q0nbHBHXpH:\acHϢ4DJ|?H}(?\)? +=q/=߹G,=dG,:Q99G,͍\;93G,Lm1O`DAJ|?H}(>?\)_=kVFIb.=FI&9BFI? 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+=q&}=HɽUH;O:~HYdXT%HfϢDJ|?J?\)? +=qp +=G,\=MzG,<3d)G,:%;^G,d_O_VDAJ|?J>?\)ۥ=\:FI<1=lFI:D;FIj97 cFI tNͷYDAJ|?J>? +=qн}H=H:P;0BH;n[ HϢՒDJ|?JP?\)? +=qD{=ZG,,G=ʇG,;)$G,90w G,hZ=O_CDAJ|?JP>?\):L='FI︐~=FI:(ɻK FI.S6;FI mͷdDAJ|?JP>? +=q<~HUؽ|HιImHv:\HkϢ3DJ|?K?\)? +=qfa=뒍G,Q=ߚG,:Zx;G,;ڲG,lO_1DAJ|?K>?\)Ԟ=̜FI9qD=:FI<zDFI;aBFI ͷp$DAJ|?K>? +=qg~H$ٽxH:H:k?wH==ϢDJ|?K |?\)? +=q>iG,=GG,;f-;~G,7:G,pO_DAJ|?K |>?\)FZ= +FIﻺ=тFIﻼFI</YFI ͷ{dDAJ|?K |>? +=q{|}HvdqH:8gS:\-H:pa:THϢuDJ|?K?\)? +=q=ODG,%u=G,E,QG,?\);c ={FI;:=FI:l7{FI;8ĉ;FI ͷDAJ|?K>? +=q½znMHCڽuHn-Ȼ,H:npB޼HvϢDJ|?K?\)? +=qGs=pG,gv=aG,;],}JG,;ĺ!G,yaO^DAJ|?K>?\)K=_DFI; =FI^K:FI:¼2eFI ӸͷDAJ|?K>? +=qrwH[|-H92sH;ȺHyϢطDJ|?K <?\)? +=q5y=sG,B=HG,9":XG,i):tFG,}O^DAJ|?K <>?\);n0=ɴCFI="FI;FI;s9JFI ͷ.DAJ|?K <>? +=qXgHۄ~H7H;bĺ<&H(ϢVDJ|?K'?\)? +=qTt=G,=:4G,ݺϺ G,;;UG,́ _O^DAJ|?K'>?\);=֔FI? +=qڽHKH:Υ:F,HC/>œHLϢDJ|?K/h?\)? +=qo=fG,w=}G,9E^:$G,;yʜG,̃2O^DAJ|?K/h>?\)#=ϬFI-7=s"FIˆQ3YFI\;ZFI ͷDAJ|?K/h>? +=q{wHfҽ;H: :H: [HgϢږDJ|?K6?\)? +=q'=`CG,O=ʀG,;iǻh1G,;谻RG,̅WO^DAJ|?K6>?\); =,FI;}[=FI-;t9FI;M;=FIͷDAJ|?K6>? +=q8ӽsۏH8xf H992H:8 ]HϢ6DJ|?K>?\)? +=q=>CG,aD=G,:?5t0G,:VG,̇}BO^DAJ|?K>>?\)<1=FIﻐW=1FIыZFI:&#qxFI2ͷODAJ|?K>>? +=qwRHWsWH9!9%Hh:tPH"ϢDJ|?KF*?\)? +=q"(i=xG,='G,6LG,:} :G,̉O^{DAJ|?KF*>?\);D='FIﻁ=vFI:oּ2uFI0x9EFIEͷ՛DAJ|?KF*>? +=q{vHH:a4:/xOH::?\);="FI; )=FIﺬ5:IFIﺀ5FIX|ͷDAJ|?KM>? +=q_!}HCvA#H'd;xHBr +H[ϢDJ|?KUV?\)? +=q=\G,ޛ=sG,:®EG,ʺw:laKG,̍O^ODAJ|?KUV>?\)U=GFI:b=gFI:;6FI? +=q^ {(H0EynH<9&EH,$9HϢݱDJ|?K\?\)? +=q='G,=G,;M<XG,_fxؒ(G,̐.O^8DAJ|?K\>?\)=FI;fb=vdFIE:LkFI;<+~FI~>ͷDAJ|?K\>? +=qX(HTɳH:w/:lHD +9LʮHYϢODJ|?Kd?\)? +=q'=bG,=DG,;G,:A9G,̒7\O^"DAJ|?Kd>?\)? +=qr}3H'HP9bwH;&|: oH0ϢDJ|?Kl?\)? +=q~E='G,U=G,;p;s)G,"9\5G,̔\O^ +DAJ|?Kl>?\);י=)JFIﻰw=mFI;Rt;.iFI? +=q>нwH|dfH:/V:H:v:HϢߋDJ|?Ks?\)? +=q= G,V^N=eG,;\]9G,;I(G,̖O]DAJ|?Ks>?\)<"=IFIl=FIKZ5+ןFI<::*FI͸DAJ|?Ks>? +=q{pjHͽ|H8y'WH {Hi]Ϣ)DJ|?K{B?\)? +=q +=G,=?\);^=eFI5[=IFItj?;4^FIﺇlÉFIɇ͸$DAJ|?K{B>? +=qHH ,gH9k;%ZHWbN`IHϢDJ|?K?\)? +=qm=]G,i=u G,߬>G,;Mz QG,̚O]DAJ|?K>?\) 5M=qFI8i=IFI;2;!FI +=FIN͸02DAJ|?K>? +=q\{UHt1H;RxH0|:aiHϢbDJ|?Kn?\)? +=qo=JG,lm=hG,;2GG,; +;3G,̜O]DAJ|?Kn>?\)[qFI;GFI͸;DAJ|?Kn>? +=q()GHYNfH9.w!{H;'L:H>ϢDJ|?K?\)? +=q>^G,<=MG,:뢷xG, ;G,̟O]DAJ|?K>?\);=ҲFIﻂ=eFI;!;Q߻FI:=߻KFI͸FDAJ|?K>? +=q +Ͻ}XHsO Hy_FH9`p;p\H@ϢDJ|?K?\)? +=q%=eG,>=hG,;`vVG,8!{RtG,̡; O]wDAJ|?K>?\)= +FI;9b1=(FI<3YFI+#FI͸RCDAJ|?K>? +=qǽ~_H:t LHa7;%H::%HvbϢ8DJ|?K0?\)? +=q0>ůG,5=WG,;FHG,L G,̣`O]^DAJ|?K0>?\)5=FI=òFI? +=qEwTHiHT:H;UÂ;NH~ϢDJ|?K?\)? +=q^LF=G,T=vG,UO $G,zP<[G,̥ O]DDAJ|?K>?\)6v=јhFI: = FI9;FI: +? +=qK(H2$|яH=HԌ3HϢpDJ|?K[?\)? +=qG=G,H=rG,;ݧfG,;*|NJG,̧O])DAJ|?K[>?\);c)=FI<,n=(FI<߻$FI;LNFIL͸tbDAJ|?K[>? +=q4xUHtH::.gHoO9oHJϢ DJ|?K?\)? +=qA=;)G,ɨ=G,udZG,F:7WG,̩O]DAJ|?K>?\)<=GFIA1= FIﺨexG FI< |:_$FI_+͸DAJ|?K>? +=q\{H9toH:69dH:3 HϢDJ|?K?\)? +=qo={G,=-kG,@ֻ5iG,:5O8;jG,̫O\DAJ|?K>?\):08O= FIﺁ\P=bsFI;lFI; W<FIq͸(DAJ|?K>? +=q!UmdH5yHn:H9/ۓHϢADJ|?K?\)? +=qtu=7?G,=G,8G<RG,:*@G,̮O\DAJ|?K>?\)׻=*ZFI=2FI,;FI<j,ȕFIb͸DAJ|?K>? +=qw,HK(HܺHtHϢDJ|?Kβ?\)? +=qp=NG,P=HG,:O#G,&9؂G,̰=O\DAJ|?Kβ>?\)=0@FI8d=NFI:uFI:ɼC9FI͸DAJ|?Kβ>? +=qXtHtH9f:dH;'mHjϢwDJ|?KH?\)? +=q=dG,_:=pG,JG,<:VG,̲b}O\DAJ|?KH>?\)k=FIＥX=˴FI;mǻ(-#FI:2ŻV,FI͸]DAJ|?KH>? +=q{JHӟzH9tLH::oHVJϢDJ|?K?\)? +=qh=G,M=L/G,HzG,;;9G,̴OO\DAJ|?K>?\)ϋ=ʈ[FI:}=FI！*? +=q8=HpPH:B:!H9(+:*XH!ϢDJ|?Kt?\)? +=qk=E}G,Q=4G,HG,;fwG,̶O\hDAJ|?Kt>?\)X[="FI;I=ƗUFIEp:mFI:zVFIΔ͸3DAJ|?Kt>? +=qܽ,HI}PH;bό6NH 9HϢEDJ|?K +?\)? +=q=0G,y=RG,;ݑU`G,KG,̸O\KDAJ|?K +>?\)=>FI"= FILFI{D:?FI͸ϟDAJ|?K +>? +=qP{{H0wH:x%:{H)޺nH)ϢDJ|?K?\)? +=q=G,N>= =G,U;~TG,W;W G,̺O\-DAJ|?K>?\)ű=FI?=8 FIﻐ69_˥FI<[ +FI͸DAJ|?K>? +=qi{H*dHHH:񯺷xHtϢxDJ|?K5?\)? +=q =_G,{A=G,b):DG,;S;P,G,̽YO\DAJ|?K5>?\);$=&FIge=ӐFI;H:UFI:b/FI͸~DAJ|?K5>? +=q}Hy H:O;N<HmHa*ϢDJ|?L?\)? +=q=@=G,Ó=f;G,:;oG,:p;JFG,̿? O[DAJ|?L>?\);=wFIZ=aFI;1FI<xj=>FIu͸DAJ|?L>? +=q޽1H H: D H:s;PHϢDJ|?L `?\)? +=qs =G, =鞈G,R58NG,:[ _G,cO[DAJ|?L `>?\)'=nFI;K=NFIdbaFI<m%FI*͸bDAJ|?L `>? +=qEzaHɽy,H*V7H:CHzϢADJ|?L?\)? +=q]=G,aW1=IG,;v.G,:?vbG,È[O[DAJ|?L>?\)=FI=ϷFI:;IFI;yYYsFI=I͹DAJ|?L>? +=q߽xHW%~H\:HHLw:H4ϢDJ|?L?\)? +=q@[[=>&G,/A=QG,ܻG,;6;3G,ŬO[DAJ|?L>?\)K=PFId=%FI;+һiFIﻔBMRFIO͹LDAJ|?L>? +=qpVvHB{H:=mHQ` yqHϫϢrDJ|?L""?\)? +=qXh=ꆯG,l1=G,;[90kG,n:}G,яO[uDAJ|?L"">?\)ۯ=IFI;o=Y$FI%<IFI;b;sFIb͹DAJ|?L"">? +=q!|0H uHVD:H6MV:Hk6Ϣ DJ|?L)?\)? +=q@'=G,Q=[G,kG, 3NG,O[VDAJ|?L)>?\); =TFI6!7=̥>FI<? +=qh}@HlqH9# H9k76HϢDJ|?L1N?\)? +=q$= !G,*=G,(+?A +G,;<; G,O[6DAJ|?L1N>?\)&j=FIѕ=GFI:҉;AFI:a;FI͹6DAJ|?L1N>? +=qNwlRHf}$H9 +9)H*G>4H5Ϣ8DJ|?L8?\)? +=qR x=G,Ò=G,;wMG, ;GG,?(O[DAJ|?L8>?\)n;=JFI;L=[-FI9ϱL<0FIA +q;'FI͹B1DAJ|?L8>? +=qքHP{H;9/X?H;+7tH=ϢDJ|?L@z?\)? +=qg=E;G,b=G,F&?;6G,n:g&G,cOZDAJ|?L@z>?\)i=LFI }=!FI9u;SFI;'лFFIH͹MDAJ|?L@z>? +=qᓽߢHHrX9liHY+:eHϢfDJ|?LH?\)? +=q=&G,e=G,;;?G,:;G,҈OZDAJ|?LH>?\)< =܅FI;=ę.FI;eFFI#:z3FI͹Y,DAJ|?LH>? +=q!z8HuzuHwa:H:FCzHttϢDJ|?LO?\)? +=qH=G,y=G,+xG,;޶;2|G,ԬOZDAJ|?LO>?\)8=DžoFIﻻ=WFIﷷ;6FI>;FI͹dDAJ|?LO>? +=qؽyiH&]6HN»}HUg$HϢDJ|?LW;?\)? +=qE:=\G,=G,o:G,;!OG,OZDAJ|?LW;>?\)c=#bFIﺦ#=ǒFI:OCvFIb.FI͹p.DAJ|?LW;>? +=q-&H%zH::HQ:H Ϣ)DJ|?L^?\)? +=q)=1G,Z=`G,; T>G,0jG,@OZnDAJ|?L^>?\)? +=qyfHzH庝oHB:GHFkϢDJ|?Lff?\)? +=qh2=G,ǟ=HG,;G,L;tG,OZKDAJ|?Lff>?\)=ÃUFI+|=\FI4;$FI? +=q6H ɽH;"}H:!;:SHϢTDJ|?Lm?\)? +=qy=lG,m=R*G,:=DnG,p ;;G,=OZ(DAJ|?Lm>?\);=IFI: >=FIdl:CFI90ݸtFI͹DAJ|?Lm>? +=q/wZeH˽|H9P6^H::HҦϣDJ|?N<?\)? +=q=J*G,=_G,:8G,<9!mG,/OOXDAJ|?N<>?\)y<&FIr? +=qZ>ƠH>:H;+: Hc(;QH?iϣDJ|?NDD?\)? +=q=󽹐G,=}VG,H G,~zj"G,0OO DAJ|?NDD>?\)X? +=qq>H>݃H5(TH9lHϣ#DJ|?NK?\)? +=q=QG,=۽#aG,Vl:TG,;>G,1ONDAJ|?NK>?\)e<6qFIݭ<^FI/;FI67yFIhͼsDAJ|?NK>? +=q=>vH~>޾;H:VH/]8]zHrϣDJ|?NSp?\)? +=q= 8G,=Ia;G,~ ;FҚG,*;{7G,3ONDAJ|?NSp>?\)c? +=q->޽%HJ>OH:6H9- +JH cϣ.DJ|?N[?\)? +=q=;G,=ꬽ҈G,)#;U>G,9GG,4fONvDAJ|?N[>?\)ǼN? +=qg>ޟH>Hqu lHq:hHФϣDJ|?Nb?\)? +=q=G,=DJKG,X;?\)<FIv<'7FI:i<9FIﻥrFIbͼdDAJ|?Nb>? +=q7>nHh>'LH:4:۳HumH=ϣ8DJ|?Nj2?\)? +=q=!xG,=uGGG,Jk黦G,;B)8:PG,65 ONDAJ|?Nj2>?\).? +=q܊>H>?)HV8œ*H:ݻHϣDJ|?Nq?\)? +=q=v~G,=UHG,_HO @G,;C~6:G,7EOMDAJ|?Nq>?\)<FI@<.PFI;<kFI? +=q>޺H>qHIHnOHo6:řHpIϣ@DJ|?Ny]?\)? +=q=>G,=ՆbG,;JkxG,rٻG,8VOMDAJ|?Ny]>?\)^o? +=q>ޱ@H>o}Hn8%UH8:DH pϣDJ|?N?\)? +=q=fWG,=OG,EI:G,;I;G,9gROMTDAJ|?N>?\)ƱR<^FI#? +=qN>H>ޱH::|KH:-9H΢ϣGDJ|?N?\)? +=q=1J5CG,=)cG,лv,G,:eS;hoG,:xOMDAJ|?N>?\)? +=qh>6H$>H9 HӺ.PH;ϣDJ|?N?\)? +=q=G,=⠽ˀG,;3M:3G,;'9f G,;OLDAJ|?N>?\) ? +=qCj>߈iH>@"H:RwH:e):HԻϣMDJ|?N?\)? +=q=]G,=0YG,;G,ֿ;TBG,<^OLDAJ|?N>?\)q? +=q>޶)H3`>޸bH:8H9baHZHmϣDJ|?NJ?\)? +=q={˚G,=dG,;M;8G,:F;G,=OLfDAJ|?NJ>?\)? +=q>_yHj>HbUH'㺞HϣRDJ|?N?\)? +=q=:彨 G,=PiRG,];P%G,[a;މG,>OL)DAJ|?N>?\)? +=qCz> ^HBT>H%\:@'H*H̟ϣDJ|?Nv?\)? +=q= J`jG,=6jG,sCG,;+j7EG,?/OKDAJ|?Nv>?\)[<FIŸj? +=q>H>H;/:7H81pH8ϣWDJ|?N ?\)? +=q=@'G,=ҶG,;e2:<7G,;l@G,@ۼOKDAJ|?N >?\)5? +=qzN>Hw>ZH9z:%ylH903:4HѪϣDJ|?N?\)? +=q=TG,=f潥G,:BF#UG,:ַ +'kG,ACOKsDAJ|?N>?\) FIcͽ&bDAJ|?N>? +=qW>ݮmHq>H:"FuH9 ؜HjϣZDJ|?N7?\)? +=q=KNG,= +4IG,\G,K;pN G,BOK5DAJ|?N7>?\) <HFI;YFIg:8FI<FItyͽ2UDAJ|?N7>? +=qW>KH>Hh :2XH+:@HqϣDJ|?N?\)? +=q=:GiG,=b&"G,;̻PG,;MЗsG,D ?\)<*PFI.<10FI;R<FI;:gFIͽ>IDAJ|?N>? +=qib>!H>vHb: HpQʻHʜKϣ]DJ|?Nb?\)? +=q=JG,=U{G,z; HG,8#;`G,EOJDAJ|?Nb>?\);ݾiFI<FI<}ׁFI;͌<sFIͽJ>DAJ|?Nb>? +=q:>ݸ|H>HG.:vVH:U):|H5ϣDJ|?N?\)? +=q=G,=RG,:tͻG,:'<&mG,F.OJzDAJ|?N>?\)&? +=q>=>ޏH> H/乕H:/kHϣ ]DJ|?N?\)? +=q=G,= +OJ;DAJ|?N>?\)ۋd<_FID!<FI9ǀ¼T!FI<M;FIͽb.DAJ|?N>? +=q>b]H=>ܠH(IH;$`; +[Hfϣ DJ|?N$?\)? +=q=k8G,=۽G,82;!1G,;K;G,HNOIDAJ|?N$>?\)w<2FIЛ[;`wFI8;ŴFIﻧ;FI ͽn(DAJ|?N$>? +=q>ގOH>HJh7Hoga9Hiϣ!^DJ|?N?\)? +=q=8[G,=-G,;AG,;]BG,I_2OIDAJ|?N>?\)<'FI4(FI:XL; FIׁͽz"DAJ|?N>? +=q>ޙH >ިHTn;nAH9N;ɷHȘϣ!DJ|?NP?\)? +=q="G,=rG,9X绢G,4?\)4? +=qM>ޚ3H;h>ނH: :NH:NǏ;|H0ϣ"^DJ|?O?\)? +=q=G+#G,="_6G,:G,;jFG,KOI<DAJ|?O>?\)ՙһslFIYͽDAJ|?O>? +=qRn>ޢHԢ>JHq:IaH9ǿ` Hvϣ"DJ|?O |?\)? +=q=aG,=݂jG,;1G,|]G,L OHDAJ|?O |>?\)<+3FIڱ;&FI<5e-KFIXFIͽDAJ|?O |>? +=q >"H> H:ܺiHl=Hbϣ#[DJ|?O?\)? +=q=V5 G,=PmG,5;R+G,89:G,MFOHDAJ|?O>?\)V? +=qم>HQ5>H}[0H/lFHϣ#DJ|?O?\)? +=q=# _G,=TG,6Y$/G,;s;G,NxOHxDAJ|?O>?\)u;ݟFIУ;(FI<2FI; ;FI)wͽDAJ|?O>? +=qۑ>AFHA>ݔH:יּH:Z* HƓDϣ$YDJ|?O <?\)? +=q=#G,=t˽G,g&;G,GG,OOH7DAJ|?O <>?\)j;!3FI:? +=q>NH>SH:xH.z9(!H+ϣ$DJ|?O'?\)? +=q=j(KG,=EɔG,:e;p{G,nG,POGDAJ|?O'>?\)<mFI߂<? +=q<>kHB>H8vY9KH;n;qHWϣ%TDJ|?O/h?\)? +=q=ҽZG,=e콺^,G,; X;dpG,;1u:r}G,QOGDAJ|?O/h>?\)!<-FIܿ;jFI\W]FI﻾BFIZeͽ)DAJ|?O/h>? +=q=>`-H>>"qH0t:Hnj; +@H\ϣ%DJ|?O6?\)? +=q=#IG,=^@3G,ϻaG,;z8S;!HG,ROGpDAJ|?O6>?\)? +=qM>HN>aH;,H, GcHMϣ&PDJ|?O>?\)? +=q=eG,=T>?\)>? +=q>[HXF>ވH::H78WGHčϣ&DJ|?OF*?\)? +=q=jҽG,=ٽԚG,7 +GG,9];4G,UOFDAJ|?OF*>?\)֡k<FI<6FI;:FIK~"4BFI#ͽADAJ|?OF*>? +=q>ݹHd>bH;{:99H%H&)ϣ'JDJ|?OM?\)? +=q=2H7G,=𽸉G,:oDXG,:G,V!OFDAJ|?OM>?\)"B? +=qn>H>PH;H:`M]Hþϣ'DJ|?OUV?\)? +=q=DJG,=GG,:"QG,;@:jG,W1OF`DAJ|?OUV>?\)N<EFIｽK<$TFI+:^FI;WUɔFI;WDAJ|?OUV>? +=q{m>ލ[H>ݹHg;,ZH9O +YsHVϣ(BDJ|?O\?\)? +=q=BͽTG,=؃G,;G:-cG,:w:ϼG,X@OFDAJ|?O\>?\)ۚL? +=qg>fHc>|H}:H:ϣ(DJ|?Od?\)? +=q=ffG,=9LG,v9rDG,:NcG,YPOEDAJ|?Od>?\)ǃ<%FI:? +=qg>ݞ~H/> H8iq4H:,%9`H‡ϣ);DJ|?Ol?\)? +=q=ӽG,=dG,;.2G,:T-aG,Z`OEDAJ|?Ol>?\)0? +=q>ݜzHX>z +H;ο;&H ;2|Hϣ)DJ|?Os?\)? +=q=h=G,=6ɽ!$G,ٺdL!G,V{ nG,[pOEMDAJ|?Os>?\)M$<MFIZzsbFI;(ӌ{FI +ӻ IFI;FDAJ|?Os>? +=qӓ>4H>޸Hk2H*rù!"Hϣ*2DJ|?O{B?\)? +=q=G5G,=˽^G,;,_ G,ݺIhG,\lOEDAJ|?O{B>?\)K? 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+=q>H>sԥ\Hх: UUH]QHNMχDJ|?dl?\)> +="T?YD=m"D#ufJD{DM\_ϣvDJ|?dl?\)? +=q=$'G,=_;]G,SejG,9G,NN^XDJ|?dl? +=q> +>S:NGc>ZBi/Gca"> +NFJ"rwFJ":;MFJ";FJ"e-O=LDAJ|?dl>?\)=2^FI=zFI;í4;FI.:G9FI.DAJ|?dl>? +=q>D[)H>(ӴVH8t& H6/:¦HNsχ;DJ|?d?\)> +=IjD=$1D<&_D<qDM\ϣvTDJ|?d?\)? +=q=㝿G,=0;tG,;!goG,;10lrG,NN^hDJ|?d? +=q> +>[-+Gc>W&:Gc> +&%~FJ"5FJ"F?\)=DgFI=򅽵CFI:xFIﻂ:0FI.DAJ|?d>? +=q>l[kH>޾ԍH: 9JH9HNpχDJ|?dИ?\)> +<,PD<^'D=rv +>Z-OGc>e0:ߡGc:`Gc:RqGcNkjMAxDAJ|?dИ>> +ҰgNFJ"٭KٙFJ"*%;FJ"#V:;FJ"fxO;DAJ|?dИ>?\)=好LFI=_AFI h; FI*\=FI.B㰷DAJ|?dИ>? +=q>\H>'uӯHۿǢHȗκ_HNYχDJ|?d.?\)> +=ǾϽD=WXD<3;MD׼ۋRDM^ϣuDJ|?d.?\)? +=q=ԩ0; +G,=f;9XG,;ź}G,UbmG,NN^_DJ|?d.? +=q> +>[e_56/Gc:C;NGc:vLGcNk+MT'DAJ|?d.>> +d!HFJ"HE.FJ"ՇFJ"6Z: AFJ"fSO9DAJ|?d.>?\)=ROFI=hLqFI< <}FI=y<&FI.㾙DAJ|?d.>? +=q>H> +AH:(㺀!H:U6˼HN9χLDJ|?d?\)> +<_빟~D +>^{<2 Gc>^4Gc; Gc;7:YGcNkAMfDAJ|?d>> +ݘ+{FJ"V@LFJ"; o<tFJ";xFFJ"fO8DAJ|?d>?\)=Z FI=tnFI0X:hFI;лsQFI.|DAJ|?d>? +=q>%ISH>hH:k89H;B%HN χDJ|?dY?\)> +=gD<9N9D;3De:DM`Kϣu:DJ|?dY?\)? +=q=ŷG,=UNb.G,<;G,S(:ֵoG,NN^DJ|?dY? +=q> +>X6Gc>Už-<$Gc9AcrGct;m40GcNkWMyDAJ|?dY>> +-FJ")FJ"_;4FJ"vy?\)=( +FI=CFI;FIﻁߢ,FI.8^DAJ|?dY>? +=q>松ӱH> KHL:HнzhHN0χDJ|?d?\)> +=yGa~D=K_pD=U ;\4DDJ|?d? +=q> +>S7[Gc>L*i4Gc<S"0GcZGcNknMٌ<DAJ|?d>> +QľYFJ"gT^WFJ"䅻rFJ"k0:FJ"fO6nDAJ|?d>?\)=q2#T? +=q>oӅ#H>ܾH9 ZHx:{HNVχYDJ|?d?\)> +=BD D<ҺQc1D<(D=n=I +>Y.SGc>W<&PGcؼtJGcty#:-PuGcNk*MٞDAJ|?d>> +CTFJ"yFJ"<҉?\)={.FI=JFFI;U;OFI<;n1?FI.h#DAJ|?d>? +=q>FԕH>BԌHGJ:Z,H:+HN|gχDJ|?d?\)> +=D=!j5D; ~D;3rlDMbϣtcDJ|?d?\)? +=q=3G,=ߦ:{WdG,9 Y:UG,_/&1G,N"N^DJ|?d? +=q> +>R4Gc>`&2GcӏTUGc+ ;m~GcNk7MٱDAJ|?d>> +ߨ~BFJ"3[FJ"<9xFJ";ę?\)=o潼vFI=uSFIBijtFI~BNFI.DAJ|?d>? +=q>˾bH>WԳ|H::p^ HX HNχDJ|?e?\)> +=AD=rE̽p4xD$R2D='y +>Z~.#Gc>Ur51g9GcG# +Gc0_GcNk=MaDAJ|?e>> +޷kFJ"IщFJ"<@9)FJ";?\)=&⽱4FI=oM] FIŽ`YFIﺤ鼌yFI.DAJ|?e>? +=q>qH>ak HgH:8$;;&=HNχcDJ|?e F?\)> +=sĽ|XD=#mp;D<7r)~D@ +>Zܦ5-Gc>a&1IGco[躲> +d5FJ"zFJ"׻HFJ"<[FJ"g_O1DAJ|?e F>?\)=qؽHFI=iѽoFI? +=q>sAwH>v0H;)H:#HNtχDJ|?e?\)> +=&臽@D=.D F +D ;@DMeXϣsDJ|?e?\)? +=q=fY:G,=Y:1G,`G,;G;G,NBXN_ DJ|?e? +=q> +>^%W/paGc>O1.Gc;0w4Gc;LeGcNk0MDAJ|?e>> +*WzFJ";acFJ";{+FJ"?\)=}@&FI= iFIﻒ;/FI;V< +9FI.-DAJ|?e>? +=q>N](H>QH:HKH: 8HNχDJ|?er?\)> +=tfD= 5LD;.;;2 D=DMf0Pϣs?DJ|?er?\)? +=q=X`G,=ޘDiG,;$;:!G,; +96G,NMN_DJ|?er? +=q> +>Z:&Gc>Us1UGcqGcO;(pGcNkMDAJ|?er>> +FJ"Vɾހ?\)=PM*FI=z WFI1FFIBGqgFI.;DAJ|?er>? +=q>ϠH>ԍH:qH:5:rHN8χjDJ|?e$?\)> + +>[\(EGc>X_2Gc;qS> +XWkFJ"•H,FJ"3FJ";'.KFJ"hiRO._DAJ|?e$>?\)=W5MVFI=mGFIB;Ƭ%FIﻆf9FI.eIrDAJ|?e$>? +=q>5RH>? +<4ED +>a3Gc>W19Gc;䰻A?Gc:o<+8^LGcNlM"DAJ|?e+>> +FJ"kKFJ"w/ܚFJ"zFJ"hO-8DAJ|?e+>?\)=gNqFI=x`FI;^:FI;]74'FI.WTDAJ|?e+>? +=q>rH>_uԫgH:YX90 H:2>{HNꃿχDJ|?e33?\)> +=5?D<;-D=k_ +>V*Gc>U,VGc!ۅ9EGc;#bGcNl3M4DAJ|?e33>> +j}2FJ":zFJ"h::FJ"?\)=~FI=N& FI:H;¤FI7M컚2FI.5e7DAJ|?e33>? +=q>ҾԩjH>HxC#H:II:EHN<χnDJ|?e:?\)> += +߽FD=zuƲD +>U˚)Gc>Y +-vGcKcrGc> +֭ إ>FJ"žӹFJ"< +r;eFJ";FJ"iO*DAJ|?e:>?\)=y8FI=z 'iFI;$AOQ̈FIFI.sDAJ|?e:>? +=q>`uH>8H:oj;FH:59zHNγχDJ|?eB_?\)> +=K6D=vh DgH<DݏCdDMjdϣqDJ|?eB_?\)? +=q=3G,=9PG,l;.G,: :G,N͂N_mDJ|?eB_? +=q> +>R[)jGc>\^2!GcKGcoD;'@GcNl_AMZgDAJ|?eB_>> +L=ۉFJ"EFJ"K,m#O)DAJ|?eB_>?\)=ޥFI=sFI;J,? +=q>|H>PWH9q;H;7L 9d7HNχDJ|?eI?\)> += K6D=u>(D(; +>Y'ž(';Gc>XH5Gc:O.;Gc'; +GcNltMm/DAJ|?eI>> +:ݹFJ"@/ΗFJ"u;˄FJ"<<56FJ"isDO(DAJ|?eI>?\)=t6ːFI=U[ƥFI; ;OFIﺴX;FI.=DAJ|?eI>? +=q>ԸH>_*eH-XH::HNχmDJ|?eQ?\)> +=sr#,D=uBDh=ۙD<3:='DMlIϣq9DJ|?eQ?\)? +=q=I:V*G,=8;0G,^^:G,;TEu;G,N͗N_]DJ|?eQ? +=q> +>Q 4YFR33Gc;(:T(GceiGcNlMDAJ|?eQ>> +ڏFJ":JFJ"S:t?\)=k2FI=t]FI? +=q>eɾH>w(H:}ZH:OHNkφNDJ|?g <?\)> +%=SiDW={D<* + ѫoGch1Gc;Ď: Gc;CIn<-GcNqyMDAJ|?g <>> +>p$FJ"> mFJ"w RsvFJ"; M;@-FJ"vO޷DAJ|?g <>?\)mFIｘ;|FI;L@OFI;pcBFI.KDAJ|?g <>? +=q^9>yH[q->▮HbF;Hn19HNφDJ|?g'?\)> +9=DR=LD +D;Nǻ\kDMϣ] DJ|?g'?\)? +=q =G,{G,;U~G,:8lG,N&NcDDJ|?g'? +=q> +RjqGcQc;Gc];,DGc;p0PGcNqMDAJ|?g'>> +>l*FJ">ڤsFJ"`?eFJ";׾?\)0FIｘ2lFIﺷ5<7FI;k +FI.IDAJ|?g'>? +=q]>H]l>']H:e6H:UaNHN #φvDJ|?g/h?\)> +=D=D,)YmDu<-.DMa +ϣ\DJ|?g/h?\)? +=qŽ2G,ìG,;ʼnʊG,LS:lG,NNcDJ|?g/h? +=q> +4+dX[Gc;d!Gc:#_cGc!ǻ7GcNqnM,DAJ|?g/h>> +>݀FJ"> FJ"?\)eC:ywFI:;>%FI.GTDAJ|?g/h>? +=q]>/H`3>BHFź H:HN/qφ DJ|?g6?\)> +v=D=tDS]_D(r{DM{ϣ\SDJ|?g6?\)? +=qv~LG,`HG,:t:}G,;n^/G,NNcQDJ|?g6? +=q> +ƣgI(Gc ӾiȚGcF Gc +[;^qGcNq M@$DAJ|?g6>> +>ӽڌFJ">SFJ";97FFJ"<O2FJ"vO DAJ|?g6>?\)[FI｢FIWNhFI!O>:FI.E}DAJ|?g6>? +=q_(>H\[>nH:,L{H9LR:HNRφDJ|?g>?\)> +PN=GD^A=ЊD?\)? +=qa=wG,ߣG,LZJaG,;,Z-\G,N>NcDJ|?g>? +=q> +ѾhGcbGcu9?GcVqGcNqǢMSZDAJ|?g>>> +> FJ">ݚfƂFJ";S?atrFJ"/FJ"vODAJ|?g>>?\)DUFI｡<ܲFIj1>? +=q]y>H[>NeHt𺜯H:]N:sHNuφ.DJ|?gF*?\)> +_j=AD=BD=%aDz(0 DMOϣ[DJ|?gF*?\)? +=q0m_G,)G,;5i:LG, G,N NcaDJ|?gF*? +=q> +FkGc +<վ]Gc7]|<uGc:,;>XGcNq-MfDAJ|?gF*>> +>H͗FJ">T۽?LFJ"E?FJ";FJ"wOؗDAJ|?gF*>?\)̿FI｝ $) FID;LAFIﺪ],xFI.@03DAJ|?gF*>? +=q_{3>{BH^>Z0H~ƺHVHN*φDJ|?gM?\)> +:k=DC=f7Dv\<ǫDDJ|?gM?\)? +=q1@&G,zfFsG,9[wG,)7G,N~NcDJ|?gM? +=q> + ˾fTGcdmGcGc;cF:3K GcNqMyDAJ|?gM>> +>0]FJ">)?FJ";´FJ"b0FJ"wCO]DAJ|?gM>?\)oDdFIｐ/99FI;ܧkQFI<(FI.>J> DAJ|?gM>? +=q_>iH\N>uH,:k?\H:(@HNWφRDJ|?gUV?\)> +=3Dd=D <D<ͺ<DMuϣZDJ|?gUV?\)? +=qdA}G, |ʵG,;:YҨG,< +LWifG,NNcuDJ|?gUV? +=q> +p+mGcYxfGcq9UGcлJGcNr/MߍDAJ|?gUV>> +>RڽjFJ">8wFJ"7?\)<ҽrFI･gDMFIW':cFI~u< +gFI.;KDAJ|?gUV>? +=q]>"H_>TH;H;`jHN|φDJ|?g\?\)> +=D[C=KD<(lF=>D[,ՐDMgϣZDJ|?g\?\)? +=qؽ&G,2G,@Tm~G,);*G,N'NcDJ|?g\? +=q> +Ⱦe0GcFkGc;1TGc:;E&GcNrMߠ>DAJ|?g\>> +>ӜЧFJ">Pˁ5FJ"?\)L(FIｓ6EFI;|3FI;bFI.9YDAJ|?g\>? +=q`$>H^X>GH9h:/H:x4:nHNφuDJ|?gd?\)> +&U=Dn=D0< }D<:e?DMIϣZ&DJ|?gd?\)? 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+=q> +)7>5L:Gc>BUGcNnE;5Gc|uGcO_Bͺ>DJ|?~5? +=q?Ǯ=i^<`H=a<[HӺpl9H9!:+ OHN)NDAJ|?~5>> +MƕFJ"#FJ"<< FJ";<5FJ"αL\O3DAJ|?~5>?\)=ߟ~FI=i{&FIgd;X@FIk]#FINGLRDA@J|?~5>=>'=XGw>#k=x@[Gwq?:@Gw$;"}0GwO?ǮQ=xH QX=39H QG:E'H Q9`[82GH Q CDAJ|?~5>? +=q >iHNb>H:yH:VHXTENSION= 'BINTABLE' / binary table extension BITPIX = 8 / array data type NAXIS = 2 / number of array dimensions NAXIS1 = 90 / length of dimension 1 NAXIS2 = 20 / length of dimension 2 PCOUNT = 0 / number of group parameters GCOUNT = 1 / number of groups TFIELDS = 13 / number of table fields TTYPE1 = 'ANNAME ' TFORM1 = '8A ' TTYPE2 = 'STABXYZ ' TFORM2 = '3D ' TUNIT2 = 'METERS ' TTYPE3 = 'ORBPARM ' TFORM3 = '1E ' TTYPE4 = 'NOSTA ' TFORM4 = '1J ' TTYPE5 = 'MNTSTA ' TFORM5 = '1J ' TTYPE6 = 'STAXOF ' TFORM6 = '1E ' TUNIT6 = 'METERS ' TTYPE7 = 'POLTYA ' TFORM7 = '1A ' TTYPE8 = 'POLAA ' TFORM8 = '1E ' TUNIT8 = 'DEGREES ' TTYPE9 = 'POLCALA ' TFORM9 = '3E ' TTYPE10 = 'POLTYB ' TFORM10 = '1A ' TTYPE11 = 'POLAB ' TFORM11 = '1E ' TUNIT11 = 'DEGREES ' TTYPE12 = 'POLCALB ' TFORM12 = '3E ' TTYPE13 = 'SEFD ' TFORM13 = '1D ' EXTNAME = 'AIPS AN ' / extension name EXTVER = 1 ARRAYX = 0.0 ARRAYY = 0.0 ARRAYZ = 0.0 RDATE = '1858-11-17' GSTIA0 = 55.76566694047116 DEGPDY = 360.9856 UT1UTC = 0.807858 DATUTC = 0.0 TIMESYS = 'UTC ' FREQ = 230000000000.0 POLARX = 0.0 POLARY = 0.0 ARRNAM = 'VLBA ' XYZHAND = 'RIGHT ' FRAME = '???? ' NUMORB = 0 NO_IF = 1 NOPCAL = 0 POLTYPE = 'VLBI ' FREQID = 1 END AAA@h$ xTejBD RLBAPA@5ThDBc +LRLBPVASiIiľRwAM.QmRLBGBAUwA8C+6RLBGLA 5/AW@RLBPBAQAAAQRLBCIATB:RHAGuRLBHAA75hPzAPRLBSGA;@S4J\ RLBCTA7Qd&O +RLBLM'uCV&ěA?{ RLBAZ;3333SG333AJ' RLBKP>nJS7@AIـ RLBGRA7wBȘU^RLBBAAR؊AHRLBBRB<PAMRLBOVBb?QcAMIGRLBJCT؂+CC$\A@h~-RLBSMTzߍOCPA@hƖ+RLBNZQQA%0PѪRLBXTENSION= 'BINTABLE' / binary table extension BITPIX = 8 / array data type NAXIS = 2 / number of array dimensions NAXIS1 = 24 / length of dimension 1 NAXIS2 = 1 / length of dimension 2 PCOUNT = 0 / number of group parameters GCOUNT = 1 / number of groups TFIELDS = 5 / number of table fields TTYPE1 = 'FRQSEL ' TFORM1 = '1J ' TTYPE2 = 'IF FREQ ' TFORM2 = '1D ' TTYPE3 = 'CH WIDTH' TFORM3 = '1E ' TTYPE4 = 'TOTAL BANDWIDTH' TFORM4 = '1E ' TTYPE5 = 'SIDEBAND' TFORM5 = '1J ' NO_IF = 1 / Number IFs EXTNAME = 'AIPS FQ ' EXTVER = 1 END Ok(Ok( \ No newline at end of file From f222e469f9d1645a9fa667b1329cd999aa10a2ed Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:34:35 -0400 Subject: [PATCH 38/52] Update README.rst --- README.rst | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.rst b/README.rst index ffd9af7b..6d1f3e28 100644 --- a/README.rst +++ b/README.rst @@ -33,7 +33,7 @@ Installing with pip will update most of the required libraries automatically (`n Alternatively, first install NFFT manually following the instructions on the `readme `_, making sure to use the ``--enable-openmp`` flag in compilation. Then install `pynfft `_, with pip, following the readme instructions to link the installation to where you installed NFFT. Finally, reinstall ehtim. -For M1 Macs (OS >= v12.0), install the M1 Mac version of `pynfft `_ and follow the instructions on the `readme `_. It has the instructions to install `fftw `_, `nfft `_ and then `pynfft `_. +**For M1 Macs (OS >= v12.0)**, install the M1 Mac version of `pynfft `_ and follow the instructions on the `readme `_. It has the instructions to install `fftw `_, `nfft `_ and then `pynfft `_. **Certain eht-imaging functions require other external packages that are not automatically installed.** In addition to pynfft, these include `networkx `_ (for image comparison functions), `requests `_ (for dynamical imaging), and `scikit-image `_ (for a few image analysis functions). However, the vast majority of the code will work without these dependencies. @@ -41,7 +41,9 @@ Documentation ------------- Documentation is `here `_. -A full tutorial is in progress, but here are some ways to learn to use the code: +A intro to imaging tutorial jupyter notebook can be found in the repo at tutorials/ehtim_tutorial.ipynb + +Here are some other ways to learn to use the code: - Start with the script examples/example.py, which contains a series of sample commands to load an image and array, generate data, and produce an image with various imaging algorithms. From ed67d0949b7a6114bda1c7def34c793b6e2a51a8 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:36:27 -0400 Subject: [PATCH 39/52] Update README.rst --- README.rst | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.rst b/README.rst index 6d1f3e28..4e281bfb 100644 --- a/README.rst +++ b/README.rst @@ -37,17 +37,18 @@ Alternatively, first install NFFT manually following the instructions on the `re **Certain eht-imaging functions require other external packages that are not automatically installed.** In addition to pynfft, these include `networkx `_ (for image comparison functions), `requests `_ (for dynamical imaging), and `scikit-image `_ (for a few image analysis functions). However, the vast majority of the code will work without these dependencies. -Documentation +Documentation and Tutorials ------------- Documentation is `here `_. A intro to imaging tutorial jupyter notebook can be found in the repo at tutorials/ehtim_tutorial.ipynb +`Slides `_ for the included tutorial walk through the basic steps of reconstructing EHT images with the code Here are some other ways to learn to use the code: - Start with the script examples/example.py, which contains a series of sample commands to load an image and array, generate data, and produce an image with various imaging algorithms. -- `Slides `_ from the EHT2016 data generation and imaging workshop contain a tutorial on generating data with the VLBI imaging `website `_, loading into the library, and producing an image. +- Older `Slides `_ from the EHT2016 data generation and imaging workshop contain a tutorial on generating data with the VLBI imaging `website `_, loading into the library, and producing an image. Citation -------------------------------- From 480fbc2c47e5babb2d1c1bb684df728bfd61f3ad Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:37:05 -0400 Subject: [PATCH 40/52] Update README.rst --- README.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/README.rst b/README.rst index 4e281bfb..95a9147b 100644 --- a/README.rst +++ b/README.rst @@ -42,6 +42,7 @@ Documentation and Tutorials Documentation is `here `_. A intro to imaging tutorial jupyter notebook can be found in the repo at tutorials/ehtim_tutorial.ipynb + `Slides `_ for the included tutorial walk through the basic steps of reconstructing EHT images with the code Here are some other ways to learn to use the code: From 6aa68fcadb73472702fc88076fbca267162697b7 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:38:36 -0400 Subject: [PATCH 41/52] removed ipynb checkpoints --- .gitignore | 3 + .../eht-imaging_tutorial-checkpoint.ipynb | 1044 ----------------- .../space_vlbi_tutorial-checkpoint.ipynb | 554 --------- 3 files changed, 3 insertions(+), 1598 deletions(-) delete mode 100644 tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb delete mode 100644 tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb diff --git a/.gitignore b/.gitignore index 36d01ca0..2958bb18 100755 --- a/.gitignore +++ b/.gitignore @@ -32,3 +32,6 @@ tutorials/tutorial_results/* # Unit tests should be included !ehtim/tests/ !ehtim/tests/test_*.py + +.ipynb_checkpoints + diff --git a/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb b/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb deleted file mode 100644 index df5fb8c6..00000000 --- a/tutorials/.ipynb_checkpoints/eht-imaging_tutorial-checkpoint.ipynb +++ /dev/null @@ -1,1044 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# *eht-imaging* Tutorial\n", - "\n", - "---\n", - "\n", - "`eht-imaging` is a Python software for radio interferometric simulation, calibration, analysis, and imaging. Code and documentation can be found on [GitHub](https://github.com/achael/eht-imaging)\n", - "\n", - "This notebook is a simplified version of the imaging process employed by the `eht-imaging` script from the *First M87 EHT Results: Imaging Pipelines* public repository that can be found on [GitHub](https://github.com/eventhorizontelescope/2019-D01-02).\n", - "\n", - "This notebook was originally developed by Antonio Fuentes for the ngEHT Winter 2021 meeting.\n", - "\n", - "[These slides](https://docs.google.com/presentation/d/1A0y9omYI2ueSUa6_t5reylBhw6eiLwjqDzw-HUOk8Ac/edit?usp=sharing) walk through the main steps of the tutorial\n", - "\n", - "## Prerequisites\n", - "Running this notebook requires that `eht-imaging` and its dependencies are installed (see README on [GitHub](https://github.com/achael/eht-imaging)). If you do not have `nfft` installed, you can set `ttype=fast` in the following." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Import necessary modules" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.5 \n", - "\n" - ] - } - ], - "source": [ - "import os\n", - "import ehtim as eh\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Define paths" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "inpath = './'\n", - "outpath = './tutorial_results/tutorial'\n", - "inobs = os.path.join(inpath, 'tutorial1_data.uvfits')\n", - "\n", - "# Make output directories\n", - "if not os.path.exists(os.path.dirname(outpath)):\n", - " os.makedirs(os.path.dirname(outpath))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Imaging parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "prior_fwhm = 100.*eh.RADPERUAS # Gaussian prior FWHM (radians)\n", - "sys_noise = 0.01 # fractional systematic noise\n", - " # added to complex visibilities\n", - "\n", - "reg_term = {'simple' : 0, # Maximum-Entropy\n", - " 'tv' : 1, # Total Variation\n", - " 'tv2' : 0, # Total Squared Variation\n", - " 'l1' : 1., # L1 sparsity prior\n", - " 'flux' : 0.} # compact flux constraint\n", - "\n", - "data_term = {'amp' : 1., # visibility amplitudes\n", - " 'cphase' : 1., # closure phases\n", - " 'logcamp': 1.} # log closure amplitudes\n", - "\n", - "ttype = 'nfft' # Type of Fourier transform ('direct', 'nfft', or 'fast')\n", - "npix = 100 # Number of pixels across the reconstructed image\n", - "fov = 700*eh.RADPERUAS # Field of view of the reconstructed image\n", - "maxit = 350 # Maximum number of convergence iterations for imaging\n", - "niter = 4 # Number of imaging iterations\n", - "stop = 1e-6 # Imager stopping criterion" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Helper function" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# Repeat imaging with blurring to assure good convergence\n", - "def converge(imgr, major=niter, blur_frac=1.0):\n", - " for repeat in range(major):\n", - " init = imgr.out_last().blur_circ(blur_frac*res)\n", - " imgr.init_next = init\n", - " imgr.make_image_I(show_updates=False)\n", - " imgr.out_last().display(scale='log')\n", - " return imgr" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data preparation" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading uvfits: ./tutorial1_data.uvfits\n", - "no IF in uvfits header!\n", - "POLREP_UVFITS: circ\n", - "Number of uvfits Correlation Products: 4\n", - "No NX table in uvfits!\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 212584 of \"dubious year (Note 5)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" - ] - } - ], - "source": [ - "# Load the uvfits file\n", - "obs = eh.obsdata.load_uvfits(inobs)\n", - "\n", - "# Scan-average the data\n", - "# Identify the scans (times of continous observation) in the data\n", - "obs.add_scans()\n", - "\n", - "# Coherently average the scans, which can be averaged due to ad-hoc phasing\n", - "obs = obs.avg_coherent(0., scan_avg=True)\n", - "\n", - "# Estimate the total flux density from the ALMA(AA) -- APEX(AP) zero baseline\n", - "zbl = np.median(obs.unpack_bl('AA','AP','amp')['amp'])\n", - "\n", - "# Flag out sites in the obs.tarr table with no measurements\n", - "allsites = set(obs.unpack(['t1'])['t1'])|set(obs.unpack(['t2'])['t2'])\n", - "obs.tarr = obs.tarr[[o in allsites for o in obs.tarr['site']]]\n", - "obs = eh.obsdata.Obsdata(obs.ra, obs.dec, obs.rf, obs.bw, obs.data, obs.tarr,\n", - " source=obs.source, mjd=obs.mjd,\n", - " ampcal=obs.ampcal, phasecal=obs.phasecal)\n", - "\n", - "obs_orig = obs.copy() # save obs before any further modifications\n", - "\n", - "# Order the stations by SNR.\n", - "# This will create a minimal set of closure quantities\n", - "# with the highest snr and smallest covariance.\n", - "obs.reorder_tarr_snr()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data inspection" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plot uv-coverage\n", - "obs.plotall('u', 'v', conj=True, export_pdf=outpath+'uv.pdf')\n", - "\n", - "# Plot visibility amplitudes, phases, etc. as a function of uv distance\n", - "obs.plotall('uvdist', 'amp', export_pdf=outpath+'amps.pdf')\n", - "\n", - "# Plot baselines\n", - "#obs.plot_bl('AA', 'SM', 'phase', rangex=[4., 10])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Define prior/init and noise budget" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "prior total flux: 0.76 Jy\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "obs_sc = obs.copy() # From here on out, don't change obs. Use obs_sc to track gain changes\n", - "res = obs.res() # The nominal array resolution: 1/(longest baseline)\n", - "\n", - "# Make a Gaussian prior image for maximum entropy regularization\n", - "# This Gaussian is also the initial image\n", - "gaussprior = eh.image.make_square(obs_sc, npix, fov)\n", - "gaussprior = gaussprior.add_gauss(zbl, (prior_fwhm, prior_fwhm, 0.,\n", - " 170*eh.RADPERUAS, -170*eh.RADPERUAS))\n", - "\n", - "# Add a large disk to capture extended emission\n", - "gaussprior = gaussprior.add_tophat(zbl*0.1, fov/2).blur_circ(res)\n", - "\n", - "# To avoid gradient singularities in the first step, add an additional small Gaussian\n", - "gaussprior = gaussprior.add_gauss(zbl*1e-3, (prior_fwhm, prior_fwhm, 0, 0, 0))\n", - "\n", - "# Rescale the prior flux so it matches the measured zbl flux\n", - "gaussprior.imvec *= zbl / gaussprior.total_flux()\n", - "\n", - "print('prior total flux: {:.2f} Jy'.format(gaussprior.total_flux()))\n", - "gaussprior.display(scale='log')\n", - "\n", - "# Add non-closing systematic noise to the observation\n", - "obs_sc = obs_sc.add_fractional_noise(sys_noise)\n", - "\n", - "# Make a copy of the initial data (before any self-calibration but after the taper)\n", - "obs_sc_init = obs_sc.copy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Image reconstruction" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Round 1: Imaging with complex visibilities amplitudes and closure quantities...\n", - "Initializing imager data products . . .\n", - "==============================\n", - "Imager run 1 \n", - "Imaging . . .\n", - "time: 11.280204 s\n", - "J: 5.413529\n", - "chi2_amp : 1.53 chi2_cphase : 2.03 chi2_logcamp : 0.93 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==============================\n", - "Imager run 2 \n", - "Imaging . . .\n", - "time: 9.327925 s\n", - "J: 4.389979\n", - "chi2_amp : 1.12 chi2_cphase : 1.76 chi2_logcamp : 0.61 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==============================\n", - "Imager run 3 \n", - "Imaging . . .\n", - "time: 9.441484 s\n", - "J: 3.944719\n", - "chi2_amp : 0.89 chi2_cphase : 1.66 chi2_logcamp : 0.50 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Using Multiprocessing with 16 Processes\n", - "Scan 67/67 : [------------------------------]100%\n", - "self_cal time: 6.717185 s\n" - ] - } - ], - "source": [ - "# First Round of Imaging\n", - "# ·······················\n", - "print(\"Round 1: Imaging with complex visibilities amplitudes and closure quantities...\")\n", - "\n", - "# Initialize imaging with a Gaussian image\n", - "imgr = eh.imager.Imager(obs_sc, gaussprior, prior_im=gaussprior,\n", - " flux=zbl, data_term=data_term, maxit=maxit,\n", - " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", - " stop=stop)\n", - "\n", - "# Imaging\n", - "imgr.make_image_I(show_updates=False)\n", - "imgr.out_last().display(scale='log')\n", - "imgr = converge(imgr)\n", - "\n", - "# Self-calibrate to the previous model\n", - "obs_sc = eh.selfcal(obs_sc_init, imgr.out_last(), method='both', ttype=ttype,\n", - " solution_interval=0.0, processes=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Round 2: Imaging with visibilities and closure quantities...\n", - "Initializing imager data products . . .\n", - "==============================\n", - "Imager run 1 \n", - "Imaging . . .\n", - "time: 8.678368 s\n", - "J: 2.129186\n", - "chi2_cphase : 1.38 chi2_logcamp : 0.40 chi2_vis : 1.01 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n", - "==============================\n", - "Imager run 2 \n", - "Imaging . . .\n", - "time: 9.298967 s\n", - "J: 0.820288\n", - "chi2_cphase : 1.31 chi2_logcamp : 0.38 chi2_vis : 0.97 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==============================\n", - "Imager run 3 \n", - "Imaging . . .\n", - "time: 12.494791 s\n", - "J: 0.494715\n", - "chi2_cphase : 1.30 chi2_logcamp : 0.37 chi2_vis : 0.95 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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Z+kn0TaDpMpqScOY+4beWfS5asp+FmE0SzUyhSv2bmgzVL6TGIDrBd1G6XE1/YXrqtN44OZgVZC8ii4FXYbYiFGAEeJuqnm/P74HZAOBgzBaGfwCeoaoTInIsZoGhYcwOV2ep6gcLyroduNYLulhV39b0NdVFv4l+kFZ96D3SD8xmMqrq+tmrXp8bNr8Iv7XsczEryB64L2aBoENV9W4RORL4hog8SFVvBT4PfFRVvyMiQ8BX6b5L7weep6pXisg+wK9E5CZV/UairPNUdW1/L6ceevWsmU3WfJmveG7cumUMCr3e85R1n+OiWRQW5h/z5AnLTQ3czn7Cn921my2YLfxwD/AOVb0bQFW/B4wBjxORRwGr3b6yqtpR1eNUddym/bDdEQZVvR24AOh1k4GBYojBEP2grPomXr2yPGbD690vom8SZf+f3B7jbCGK6XCWfc5nYWNWPENVvVNVP+uO7cbiI5glQZ8C3CgiHxKRH4vIt0TkoV7a9wfZjdp0KTxYRM4VkYtFZJ2IrGrwUiqjiuSSegn7RfRDiU8Mua9UVS2+n69tL/kNed9l9yZVdh3UIeIcwq/bCMwOtGSfg9n6/J4E3AT8ADgAOB44X1UfB/wncIGI7B4mEpEVwGHApwvy/hXwl5jtx+4GzrWNy8DRBNH3Wk4qfq4m3+trNFtewSr1GAq+w3NVej455fbD7TOH4OcO4bdkn4NZ9+xEZBT4F2CtqnaAJcDNqvp1AFX9HGZrr2Mjyd8DnK6qN6XyV9WTVHWz3fD3NMxuMo+J1ONkEbk82KC4MRTJMU29dFWtzdx8c/MpKz/2+s3ka1mH8HvNpyzvKgPhOfmGzyR2nKpLlToNDoPdvGQuY1Y9N2thrwPebzcJALgLuCOIeiuwb5D2ZGCnqn44tzxV3QpsBPaPnFunqo8u2qC4Lnr1uOmHbFO3Yagi9cQGDv3j0OKdDXJNiDrjFUXlV+nd5ZaXgyKSn1uE32r2uZg9z8zgDOBSVf0vEVkiIvsBVwF7B/FWA7e5AxF5NnAEdssvETkwlrmIPFlEHu0djwD38vPqN/pN9HVIexCoawn3+oo2Za3n5FvWgBXJP7lxyiSgoga4rNc4dwm/JfsczJrnJSJvxriCniUiy4EHAicB3wB2F5HDbbwjML7237bHTwReA7wa2M2mfZuX75dE5En2cD/gFZ5GfyrwW+Cnfb04i0EQfR3060+QIpiqmnVTaOI6Y72POr2SGLH22thUGcPJIfm5Q/gt2edgVvjZi8hBwLvt4aneqXeq6j124tQHRWQXRnw7RlU32ThfAO4DbPDSXeT9PhhwHjffB54I/NAS/j3Asaq6s8nrqYJBEX1KQunlZZ0dL3oauddZ9To6BWlyKaUK9XSC735jyCvL/x07ToUNDu2kqlzMCrJX1eswM2dT5y8FHps4d9+SvB/u/b4Z01sYOHIIvIrln3OuqJwiwqqa32xHPyzSpjyQwt9DkfAclA3qpnoCOaSeQ/gzh3bzklzMCrKf7+iFbJq0SHPSFg2iluU1ewigi9kiPfSzzDKir5pPjOTLCH9mG4DZ+M+bfWjJvs/oRaaZaaLq9QXOkVFyGgqfcKpg0PevqvdMapC3Tm+tqPyie1smyxQRfk5eg0FL9jloyb6PqGu9zxTJN1lGzDOl1zJ6kZ76jTq6/yCQo6/HGtwUcVch/8Gg1exz0ZL9gFFG7Lk6ftMosrxjxF1H7inKM5c4eiX8svRVCWy29LRydPqY109Vgi87NzMNQEv2OWjJvk+oMyA7E0Rft4wmPFJmCkXyUtVxirqoS4pFlrmPnDhV6jF75ZzWss/FbO0Vz2n0g+iHKnzC+EX5lKHqa1QWv1eP56b/sHV6Jf0YGM8932uZqf9E2e8q8VJh/cNglksQkcUi8loRuVBELhKRn4jIU0rSnCgiV9ilV86YqXW4oLXsG0cdoq+TZ534s1VXzkW/CCTspaQ07KbgLN+YBNJkGUVhs0NvbwIDtezL9t2YArs67xnAQzHLspwPvBLIXtKlSbSWfZ8xGwZfq1qjda3vfr5yM/FHrdIDcsids1nWA8tFXSeAuvnPTut+YDNok/tuJOL/DfDfqrrBLur4KeDlTVSkDlqybxB1bmYTL0mOrJOLQWnWVTCIxrDXsnLopFcJqC6aGF/IyW9mCH9wC6GV7LsRw2FM3QL118BDRGRpz5WpgZbsG0ITOn1T5fYLvVqhOfnnhPWrzF6Ivko5uei10S/Ko8jfv8pzmB0Ekk32q9yy5fZzco8F+/tuxLAGs2eGwybMSgEzsmFSq9kPCL1YR7l5psKb6MAO6qWeqR5DWbl1PWdy8i5Lm+NuWYWgqzROVd0qY3H6Oz5QSbPf0NSS5ZF9N1LQWPIm6lAVLdk3gKoWaROWU9VGYX4MxuWjiUbTIde3vV/3uGwgtxdSr0PeYXisfoMl/GbWxhGRczE72MXwY1U9ysaL7bsRw3pgpXe8EkP+Rdum9g0t2Q8AVQa1UulywvuJ2Tx7NUSTRF8lXVP3J5V3FbIcVMMz82jOG0dVj8mMOmXfDWCNXWQxxGXAg7zjQ4Bfqer2HqtaC3Pl/Z21yHFxK/sdpk3p4oPw2ihC0y95LwPJRXn2I24T6erkXUeq6cdzqhpnsOMvA/PGKdp3AxFZJSI/FJE9bfRPAH8hInuJyBCwFjizkYrUQEv2PaDuHzp8gXMIPvYy9XvAtArqTE6KhfVCwFXTVvU8qlu/osHQojJj5VZ97rkeQv0YQB4M4Q/OG8fbd+NUjBvmPcCvvChLMftnLANQ1V8CbwD+B7NB0lXAR3quSE20Mk4fUdUqy30Remlkiv7yuRpvv7XqqvkPorGrUoavZYdhOWUU9fpmQkKp0kDNjMQzmFIz9t24BbNlqh/2eeDzfa5aFlqyr4lerfoq2n3VeFXR9KuSMyu0yhhAP8m8ybGI8D6W5V30H6rboOa4UTaJssHZ/g/WtpuX5GI2KACTEJHDROQGEVnrha0VkavsehTuc6eIHF9w/vEFZRxq17T4kYh8S0T2qlrPOlJNbl5hNz1HxukFvc6UjRFcbv79UFXryFtNlDtbBi3r/h/6Wf/+yzmD0+znMmaNZS8izwaex9RJCADjwKtV9WIbbzFwHfBdL85rVfXCjDJGMBuYr1XVC0TknZgBk+fl1rOoi90r6gyEubCURdfLXzwmR4Tnes2nKfQqffRiEc+0zNHrs67qflnHms/Jtx7aVS9zMWvIHrhMVb8mIhf6gap6ThDvacDFqrq1RhnHALtU9QJ7/AngRhFZraqlvq+D7gZVKa9fUoQLa2IwsKpkkqt55wwUVqWDuvJOKp0vzzRJyrmNf5U8m0BuA1B1XCOOluxzMGtkHFX9fWbUE4HPBmGn2CVHLxSRVxaknbJWhR1Q2QY8sqzQqlJMLlKSSFl5/fQ+qYuZsNx7ya/sPlbtEaR6B738P3LrEeZbVkZVYaPsGpp0QKiOVsbJwWyy7Eth/VoPA17kBd+BcW06CzMSfqGILFLVD0WyCNeqALNexd6Rsk4GStfOqOJ+Niippx/ItXSLJIVB36uqZad6NTnpc+Pkwt3vjnecKs+/52VWfS+UV5Z3/wdjY2hlnFxkk72I7AM8B2MFr8E8xzuAq4GvJGaQNY3jga+r6i4XoKrneufXi8iHgNcAMbKHzLUqVHUdZko0IhJLE0VTpBAj10EQfVMvZ9W65t63fr3W/ZQz6qLJOvVrrCCH3P2wxp+hKky03jg5yPovishbgZ8Dz8DIHlcDV2ImFRwBXCoi7xaRRf2qqMWJwOdK4twM7J84F65VgT1eX6cy/bBUi2SBQaHfjUqOp1GVvHLCekXqWdQZsG/yuab+Y36PoG55sefThDHT+PPpdPI+Cxyllr2dHjwB7KeqOxJxhoGXAf8E/F2jNeyWsQazBsVVQfibVPW9XtAa4LZENpcBL/DS3g8z261oMaNsVH0Rqlr4obXfb3e5pvMfhIzVxEBo1XKLyhrkMxvU9YbxiiSmlEXf2PNRYFdL5DnIeaZfVNX3pIgeQFUnVPWjwEebq9o0vAAIPXMAjhGRJwGIyDLgFLwBXBH5kjsPnAsMe8cnAV/N8cQJUceqzyX6Il/1Ig23CEV6dL8Rsw5TA6O9NAh1ewj9kK3CZ1ZnQDTXGPDz7vVa6gz85zov9EeW1Nayz0SpZa+qN7nfdoeV1ap6s13Y58XAIuAzlvBr6/Yi8ijManKHAm8RkWeq6vFelBOA50aSngG8w9ZnOWafx3d55w/GbhagqjtE5DjgIyKyC7gLszhRJVQhqbqEFrMIiwY/q6JqHjmNU50ufj8lo6Ze79znVRQ2iAHekPAHSW9FlnrZOQrOZ6FwOfkWDlW9cT4I7CkiJwBvBP4a+D3wWDI8V4pg14U+vOD8YxPh3wa+XZDu4cHxlcCf16tl/Ze2zouc4wFThWj9+E0htGBzrbwyFFnKOWjKz7wu0afiVLkHReTdiwySqkMVF88cb6tUnCrhpVBtrfZMVCX7A1X1cLt4/8nA4ar6fyLy0z7UbdahzmBcr8jV7IuIdpCvQq6LZgo597hIHx80+u0dlLLSU/e5qEHI6Z3lPr8cizzlhdPoeIrSeuNkoirZu2f8FOA6Vf0/e3xPc1WanagyYFU1TR2kZIMiUmzaEqyKXMu/Kon1Up8i5PaqwuO6RkHq+fVyrXV6JrHryLHmG7XYs9Fa9rmoSva/FJHvAA8DTrYa/snAWOM1myPolzxTN//Ui9svGaSK9ViWT5g+1qNp2uOkbn6xQfOysqrmm5t3L6g6aFxmycfydun6Yt233jjZqEr2rwKOBu5S1UtEZAVmBur/a7picwFV9deYFdTrYG8s77CMfr8KvdyHWD7+d7+I3i+zSBZqwjOlHz28WOMYEmoT+afCmyqj93xayz4XlcheVRXjvuiONwNni8hZ1PBqmW9owsqv2u0eBKH3osOnGqEiMklZ9+54pscgqlrDZfmn4pZ5sMQ8m6oQfq/yUI4MFsaJ9QR7fp7zkOz7sWJBpXdYRPYRkc+IyC9F5HfuAzy/asFzHf3S44v+tp2S81Xz6xeGmE7aReFF+dQps0oZOeXkkFrqeovyrCPZ+ERf93rDvHLD+4W69QeMN86uibzPHEG/ViyoKuOsA76C0exfAizGLBu8rGI+cxo5XfVeXphcS3r2dKXzBl6rosq4gf+d6gX0YqHX6d3U6RX4aUKNG+937jWXIVVG7LjqOEVROY0aIfPIsu/nigVVyX6Zqp4tIiep6kU27H9F5GsV85mT6JcllEMKTWulTeTdD4J39YiNbxTlH5JhbHCwF6TyL0Ovz6sKAeeUl5JWysqdtZh/fvZf9CeyxqCqE8BHRWS/KhnXNrpE5JEAIvInwJ/WzGdOQMgn+lSXNEcqaFrCidWhie5+UT4xzT1XbvCvsRM59r/L8q8yDlLnvvYkPTD9+vx8c9MXHYcI703R/zQWXteqH4hUNI+WSygjegAReYmNW0m3r2rZXyQirwI+APxERO4G7gX8S8V85iWa+GOXDcrlur7F4jXhXVJXC6/SjW/itWzy1c7pwQyKSoq8k8r+O/7vULoZRP1jslrP5SpzhshzICLvyIi2Fvh01byreuP8o/stIg/FrGNzg12CYMGhzHrMtSib0udz4xQ1Srn6bRXENOgUYuVX9UrJQdXxgKbRa68g53zR/7MK8ZZ51MTKyM27d8LX+eZn/wrgvJI4o3UyrkT2IjKiquMAqno9cH2dQucDetWri7rF/dZLq1r4VXsmTdS/7utbp0eTQ16DQFPlpRrqIis+JZPllhE7n7qnuY1HFpw3zvzBR3yjOgYReXudjKvKOFtE5FqMW9BV9vtG4K2q+pI6FZgP6MXCjKGKxV+Wh4/Q8srJv+jaiizBoch3mG+/7LEcfTlm2RYhhyh7QS+9u7KGrOze9+s5VHnGPb0780jGCYleRHbDuGDuAZwNHFTWGKRQlez3xkg3h2IGZV8N7IdZ+XLBoMrg36DQq4Tj0C/PjKoDik2U4VA2lpIzuFm1zFTapq+71x5mUxj02MUkBuiNIyKLMasIHIfx2xgB3qaq5yfiHw6cCdzuBf+Hqn45s7w/B74J3GrL+hxwhoh8XlXPrlr/qpr9JuBC+3EV+iemb+I9b9HPQdg6qJpXOMCXS/45GnpZeXXS1y3DoUrvpaqUkztYHobXvf460lsvnjW9Nhb90+nDggbWxNwX+FvgUFW9W0SOBL4hIg9S1VsTad6tqmfVLO/dwJNV9RcicoGqbhORv8Ds2VGZ7Jto/P8Js8H3vEaqOzyT6PdfvGl5CgYj3aQwlPj453tBLM/cdEXHuWVWKb+M5Ps56O3KaAyDc728B3iHqt4NoKrfwywC+bgmMo9AVfUX7rcNmKDma1R1gPYjGK3+KuBqVR0D7uMq0k+IyIOBj2Bm7e6G3S5RRNYCr8UsyObwMOBlqvrVSD5nAQcEwc9Q1S1V6hOzVpsm/6I8m7AOc+vb67U1JTH1gn4M0PaDEHM8l1KNQx2PrSoyUK63TiqvRgdmHXRw3jiqeidTtzx1Uk7RtqbHichfY7j2uxhLP3dEeYdN+zmvzGdTc5Xhqpr97zFrM7wGeICI3IrR8b9rK3ENcL2q7qpTmRKcDXxPVd8qInsB14vIz4Fx4NWqejFM6mrXYW5sFKp6eC8VySXgXrViP04TmmhVcopJPrkvdlGeqbi9EL5ft6LB1zJZo+wa+zmwXEbiZT2ApnTzKkZAnXN1ykpCtcrmJatE5HLveJ2qruuh9CcBNwE/SJy/G/gJZuvUUcyOevcCXp+Z/yuBbwEfAxCRzcDNwDPrVLaqZj85ecqS6oOBh2Mtafu9mpp+oCV4CHC6rcedInI98AhVfVcQ72nAxaq6tamCi2bQFiHH5c/Fy8mrFzQhQVUdjAyvr8iTpco4QgxNeZfEiDXVINUZL6mDskHzOj2TsoakDDn/hb5Y8jHk70G7QVUf3USRIjKKmUy6VjVeATv/yM1B2iIi7wG+LCJvsCsIF0JVfysiDwP+DNgXuAX4aaq8MlS17P2K7MSsxna1Hy4iK+vmWYLvAMcC3xaRB2DIP7YI0ImUzC4TkTNt+i3Ae1X1gobrOuNoyksjRb5lvZiyMsJ8YyTatKxTJ7+iBqzu4G0sv9T4SBGJ93I9Ve9xncZ0YITf0ACtiJwLPCFx+seqepSNJ5hFId9v987Oxc2YRSNXA+sz6vMU6+nz4yD8Tar63grlAhnPWkT+VUSim30H8R4iIh+xHjv9wN8AB4nIb4ErgNep6veDOiwHDsOMVqdwDfBJVX0C8A7gWyJyaBhJRE4WkctF5PK6AxKDHMDNHaALLcKcwbhO5JOLmFWfsvRjx4Oynh1S96PKYG5TRF+3nFhdU2E56KXX1Pd3wLleNjBAq6rHqOryxOcoL+oZwKWq+l8isiS1IJmIvMb2ABzWYGTnOzOv7qMisneQ57OAN2Wmn4Icy/504EsisgujTf0OMyqtwO7A/sDjgT3p77r2XwV+oqpHiMj9gO+JyOWq+jMvzvHA14vGDFT1Pd7vy+w2i6dgpin78dZhWm8WiUzh+zqWbgqD0lfDuDGLtVf5I7TUU/Fy0tXR8ovKrHO9VS3oKhp2iuhT96Lu4GjRNeRIUjlEXzaG1c9xDlPQYAZoYXIJ4mHgLGtc7ofhvdNEZBXwNeBZqroRs/HI84HP2LXnTwXOqTCmOQa8R0QuxGj3/wE8EaglUZeSvd2N6mgRea6t+MswLZRguiJXA1/GXERf7rr1xHkqRqJBVW8Rke8BbwRO8KKeCLy5YvY3YySdntC0Bl7WnR9kryEXvQywNlF2+DtVF58AywipqesJywq/m5DWYmUWyUO9NCKxPGPn+07D1QZoe4KIHITxfQdD3A7vtN9LgYMxUs1G4OPAW+0qlcsx+v0bKhT5SFWdEJEvAB8FvgEcAty/Tv2zNXs76ytr5lcfMGK/d3phO4EV7kBE1gBrVPWqoowietca4LbcilR9+VOWU1UrqUkSTQ3u5bycZYQ4OBureMDXR678kkpTVnYvnidViT4XoXST0xvNyTMnzM/b/aeq/s+yMcANx1X1OoyRmzp/C0aPd8c/Av6ihyIvEJH1wKOBk4GnA08GDsIsVVMJs9FAjOFazJThEwBEZHeM+5Gv2b8AOCdMKCInisi/eUGvczqYiNwfeBae72yTmO03N0YEdTTiOlp+Tr5V4/hIDazmpOllADQXdYgzjBeO06TGbcrku1T9ysZ0UvUoyrd5NKfZz0I8DrPUwkNU9XOqegJwb6qrF0AP3jiDhKruEJHjgH8TkRMwXaKvAf/uRTsBeG4k+b2BB3rH/wp8TUQmMJOzXu3tulWI1IvS1N9oEORS92XMvcaUhFJnoDWVR1Hd65J8Tt5Fg81F9cjtxVW5R2Uav/uu0pMp8pzJIXxXh5g1n1NebfRHPZ4N+KKqvsoPUNWPisg/18lsTpA9gKpejhmcSJ2Pegyp6r9iCD56nIuqJFKFTGd7D6AOmiD3srxzn0Gd+9srSRbF6eV5x6x0n1zLyqgyThQLi937mCw4sPGQebYtoYg8UVV/YA+vS2xmsqlO3j2RvYgsASb6NGN2ViNH265igc4WzORrk+OZk4sqZFdE1mUWb1FZRWmqIEXwsXC/95EqM9eDJ5Yup0FJEX2j1vyUis0fsgfeLCI/s8u3vJz4RiYD2bzkNOAk4C9V9SeYUeH/FJFXueUKWvSOpuUhl1cda8+hby9qgJR800vjWPfaZ7pBTjUqMS29jNTLJJWysKJ7WBS3jjRUCQP0xhkEVPXp3uEZVomYAhGp4tEziaqW/ZHAQ607Jqp6rYgcgdHPn1SnAnMJVQivrr4/KIKJWX45daty/b0M2DYpk7k8c1Ak/QzESk3Uxz9OafFF9UnJKLnySk7cIq2+cZL3Mb+2JZyEI3o7Y3cVZrkHjTUAOah638cd0XsV2sgAVr2caQzCy2DQedd5RXJIuB/3ar68zkVjP0ORT+qcj7DBDj9l9Skqsyytn0cqv9j/oajcSmhwBu1sg4jsKSKfB7ZjvHK2i8jnRGTPOvlVvcfbReRFIjJkKzMkIi8CttUpfL6ijlZfV5du5IWhnidITnhThF+FhKAa4aXSF4X12lAWkX4YntN45ko0Vf4vqetNEXpOvr3+T6OYp2SPWel3C2ZC6UOBozDE/5k6mVWVcV6Nmbb7CRG5C7Nc5w2YBcpaUJ+0m0oTk4t6fblSeeaWUVXy6EcPJ1f3L9KbKQnPRcwirpo2hrKB5pz0Q8FxLF+XT6ohit3Dvspe89f1co2q+tx6DfADEbm0TmZVlzj+nV1y87E0sOTmXEWvf9zcF7yXcuqQSBl5x17gqvWpMkjYJIrILucep4gv1oiUXWuqHkV1SsWP9VxSPYjwHoT6euw6OsG3Cy+z5HP+uzn3qRTzbIA2wK0iskxVJ5UTuwH5Td7xS1S1cJVfhzqul0uB+2F2O/8GZl2ZXxSmmIdokpzqElAT5VQ578erQmR1exlNS0AxsnPHoWQRI6Ki3yldOiwn9Z0jEZU1smWWfBmZh+FhHHfsPsPBcarhyR3YrYV55mcfYANwlV2s8S7MYpNHAed7/vdrKVnS3aGq62Wju53PNfRq0afc6JrKv2kUNUI5L3EqLDddCrmSTCz/3Psds+BT58okkqJ7kiL8JlBG+EWNcNG1xAjfnZsI4lX1gqqF+Uv2z8D42a+0H4CfYlYQWG6Ps33uq1r2je52Plfg71SVQ1whcruz7nfYdW7ir9yUNhyz+qqW0W/JJlVWKDnMRO/Jj5Nzj4tQVRLLufaU1OOfD4k+JJHxRN5l9asFZT6T/UdU9R+LIojI23Mzq0r20d3ORWTe3u0ylOmOuXJHmfTRy4BrL/Fj9SrSeeuWGaLJP1RKV+4lv5g0EyPxKr2AGMGmJKKi+1On5+PyL+txhJa9nyZH+28eg9twfNAoI/rcOA5Vyb7R3c7nE2LWWM5fsIiIckh10CjSeWNxQ1Tp1vc6mBuSY5hnkbdJlbyLeg+56cI4RcTpI0ffjw2yFtVr2AtLNTxhutR3WVl+XWthflv2jaIq2b8Cs0N6uNt563rZMJqWcVLIJYCy801JOFUGfnMbk9g1ViX61HMILfucOsbuW6/1izW8VQ2F0LKPNZaxc7l51zlXDoVd89Ybp1H04np5Xxao62WvqPOi9OqCmZIAqmjMLm2Zdeejam+nSYko5VWTU49Uubm9tZzzKQmo431SPcY6/4mc3leMyFP3ro4800tvL4rWss9GZddLu8Llj/pQlzmPmLSRO9BWxYpO5ZFKk9JQc8rLtVRTJOGXVXaddetUlLbMe6gqYpJGSsPO0bJjaTrBx6HoWqpeX+y/WoXk3XGK8Isa7FQDXA/zy/VSRG7EOLycC3xPVe9uKu9ssrfLIjyP7kYgNwBfVtXPpVPNDyjVPGrC8CJLush6q4IyKzj3BQslhpxGqIjsq1xXkXSVowWHKLLsw3yLwnIa0hThx/JLST9lhF1G8jnyUFXkyEmpXuPAMI/IHrMswlOBozGbjf8BQ/znqeoVvWRc+l8QkWERcTr9LuB/gP+1p9eJyLftzukzBhEZFZGzROQSEblcRI4qiPt6EbnCft7YVB3KLJkqOmcdoi/7+HGr5jfsfVLh7jNiP2F4Ud3C8wTfRWE+fGLK1bxTjUpZWHg+dT9yPuE98OuWQ7Jlz70u4Zfdw1SjmNubrZomCrXeODmfOQBV3aKqX1fVl6vqA4GXYdYee5eI3CQinxGRF4rIXlXzzrHs/x+wCHiAqt7hnxCRewOfAl4HvK9q4Q3iNEBU9bF2B/hLROTBkfoejbl5h9qgq0Tk16r6nZxCcojBhVf5azWpwcbOxazbnPJSjUUnOB8jqlCOmAjCY9ZuKFmkGqmi3kLuM0qhigadIvkySSPVaKUaqVyrukpYUZ5V7mHZvYqV0xjRT2Y4N4i8DlT1GsyaOO8XkaXAEcAxwDuAg6vklUP2zwWOVtW7IhX5g4iciJnlNSNkb1fgfClwvK3TdSJyJfAi4Iwg+inAOao6ZtN+HrMbTBbZN4kqVn7Oy1t2nIOcnkFZ/Fic2MsdEl/YKPjxi1BEGEWWbVHDktMYhUQf9mZcPj6BpyzxMF5Ks49dW1mYj6qafpXzVepet05R6MLxxlHV7cB/209l5JD9WIzovQpsFJHtdQpvCA8A9gKu9cJ+DTw6Evcw4AtBvFc2UYkycshJF0tTl7Sr1CNXDoDpxJVTB5hKgGGZYEi+4/3OQZGFWFXCyCV8/3dI9o7wQwJPNRJ+QzdRoa4hUteaS6Sp60w1krFy/GvOQaO2+Dy27JtEDtl37E4pUhSnofrUwRr77Y9abwIOScQN4+0dy1RETgZOhu6FV3kZc7VW/ztnQNHPP5ecUoQfI6+YNBNLX1TXUKqJ1TPMe4IuyRdJGGXHfnmx3kaOfJHTkLl75Eh+1H7cuQmmXpODb/27gS7FLDFQ1/Iu6nnB1OtKGROpBj7seeVa9AOx6gEUtDPv905qBDlk/yTyja2ZRPjEU41T1j9DVdcB6wAWiTT+b4q9UA65Gn6K8Kvqzn59yupVVBeXJiT6WCMUkr1v4aeuvSrRh2Fl6YvuWZhfbFB6cRAnbCj9RmKRje8ahg7psY8ipOLGejlFkmBRjy78P6b+B1WIPpa2LlrDPg85ZP9z4LUF5wV4fyO1qYf19ntl4ncYd6V3vBL4YxOVqNNljr3YOYQWns8h9qIXvuhFD+tQtT6xxiPsOfjyzTDTJY0i3TpGarHjnGvIkW7cd0j4vqW+K6Pei+n2BJwl5a7fEX+uhZUi8FhYrIHLIXq/jgTnQus//N1PqEJnV3m8piAipwLHYXhvNbBOVT9UEP9EjAOLAhcBb1DVLONRRN6nqo15DOaQ/RtV9aKiCE26MNbAb4GNwIPoEvwhxAcxLrPx8OJd1tfaRZAiVR+prneRZpo6n1uXWB1SVnFR3VPlhOWliDVsBMryzbXQywi/yKJO1d/X3h3nhPMywrSCaRicde/OhZZ9lfsbQ5hPrMcYXoefxif6jvedkrvKLP8UemkUFJgYINljnEGOVNX1InIgcI2I/FRVp+0eJSIPxTiJPBTDUedjxgg/nFnWWhG5P8bP/r/C/b+rovT/pKr/20ScfsEu1fBx4CQA+wAOBT4vIg8WkfO9eQBnAidYv/xR4IU2bCBIkUkV4iyz4lJWe1nckAhTFlqZv3iq0XAfp2OP2487LrIEY0QbO59CFYuzyNKN1cO/tl3ATqYONsfyXOx9FjF9TficepR9Qi+h1PyH1BwI/975zyf1gfJ72xdYyz7n0xBerKrrAVT1esymIgck4v4N8N+qusHy1Kcw3n+5eA9wAnAncKaIfFZEnlF3XlOdnapmI07D3IxLMNd0gqreLiIHYHxRFwO7VPU8EXkI3eUePlXXxx56s2zD33WQY32G58rGA1K9hCIScnFT+YXnY/VLEWSqzmXlxtKVNSipZxTGi5WTGmsI83RyjztehGkgwj0TUuXE6h0LSz2jmK6eInmf6P1GOVb2TMrmg9TsVfVq91tEnoPZEPx/EtEPw2z25PBr4CEistS6UZaV9a/259eBr9vJop8GFovIfwJnq+rluXWfF2Rv/ebXRsIvwSzY5oedwXT/+1ook0zKiCLVHS5DGRHl5Be+qENMJ8cYUYXfKQLxETtX1FjErqNIUoqVF8Yts+Zj9crtMfhk7+fjW81OuhnGWB7DTPUg6HVJjlj9Yz7/PmH7z3uC6c9jIviEEk5VyTCGXnlaFSo446wSEZ8c11lHjEqwi0H+J7Ab8HxV3ZSIGvP+E2AVZhHJsnLWYQzZFwEvBu4DfBn4DMbaXysip6jqy3LqPS/IfragCvH7CC3PFDmGv6uQfmoMwD8fe4FTsoDvTx5qun6ePsmEdYz9+Yqsar+e/jXloo58k5M2rJt/v9zHkf2Q9w1G+tlFeYOZqnP47ZcdNsixCWsh8fvnQ4u+Q/p/QpA2/N3PXkAFy36Dqsbm31SC3cDpEBF5BHCuiDwzptm76JGwIjd2H47k/xc4Hfimqu6YzETkrcCVufWuTPZ2d/NnYDYcPxs4yNu9akEhRsBV0oT/0RzN2n2XWfGp7n1KxgnzjlmIPuEPefn4JBBeR5XGy8ERlEuf43/fFHJ7RamGIWwYXePo4EgfuiS/k6laf861xZ5XrOflUKS1h3nmxM/p9VQ5rosmVzgWkXOBJyRO/1hVp6y5papX2s3AX4Mh5hAx7z+lwANQRI5SVScL3QA8RVVT8Z+HWb0gC5XIfqFvOJ5CjLjKJJoU6RZ1k0NSqdOFTlllRZJNbEBvURDfv5bwukIr0pc3wrVkwh6CL4+E9yxHogmvsUqjk8rDfceI1t2bJZgXxPe4CevsrOYxYAdpsk813EWNsm86xiSZsBcW5h32NosQ65n64f2EKkw0NAtIVY8pOm8XHztcVb/iBW8F9kwkiXn//apEr3+PiLhhnL8DHmbmtE6tKmZg+Juq+sWiOvuoatkvyA3Hi1AmpYSoonOm5Jpcog8JuKhuRWTvk22o2xYRVFnvwScnn9x9X/uwIalq9eamcfFi9yZ2Ha7+vqzlSzV+o+jS76Lbp/ct+jGmeyalkNPY+NSwi7T2Ht7TVM8sdg9CpPIsSxf7n1TCYJez3x14u4ica7lvNcbn/r0AIrIK+BrwLFXdCHwC+J5tJO7CjCuWef/9KYZPc3CPiLxMVb+UE7kq2bcbjlvkEnaRhV9kYafCUkSfKid2XCahhNKEn78jpZiMkyL8sNEZYroroJ8+HCwsQ9hbSd2DVG/KR0qO8uuekmocyfqavE+ujux9PXyc6W6oYb3937HeXfi8XIMSurm6MoqIObx3ZZZ9zKofpGUPDHJS1e3At4DzRWQcI8t8CviIPb8U4/23DNioqr8UkTdgvHU6wA+8uClcpKpHlFVERJYBjwQ+CPSF7NsNxweAMsIPEXupYsQXI4ZUYxBbuTEk7CqWs19eKOM4t8OUpJUjN6R6Qbn1SyGsV0j4zsMmfJGc5e6Te4rs3Xd4j6vIeLF7V4XoU/lUQRXppynoAC176/X3dvuJnb8FM6vWD/s88PkKxZyeWZdtwMUisqM0skVVsn8lpmVrNxzPRMrKzJVVysJTRB8j9FCeSeUfkkjMco9Z3jnXFJNYQjkox0osumdh/cMeRqonkOr1hOd9+Wkx02UTJU8f98nev/5UQxwitMj9dGFjEiN6P25RGTmNbR1rvimOnk/roKnqBTnxRGQ5ZmbtTbl5VyJ7Vf3tQt1wPKZr5soMKeRIOGXnY8QVWucpqzpGin78ULuNWYFFdcr5U/gEVKYt+3WLISTqGMGn8imyoMPw2P3zrXbfWi9aYiC8XodUPcPnESKsU9m99NPFwsuen39fq1rzTRHGfNtvXET+FbPd6yUlUfcHfqmqr8jNu6o3zr+p6utoNxyvhRghh+eq5AFxoo9Z70VlF2m2ZQhlh/BcjAgcIfrlFVn14TXEwlJ1LyOhIjIvO++kmp32fGww1Lfqi3pNBPHCODnPJax7rLeUiyJJpkg+qoOe8lCY2FkebQ7hdOBLIrILo/H/DrgH067tjiH5/w+zh8fzqmRcVcZ5sYjsj/Ht/M9eF+aZiwhfvCovovsuIpSiLjNMt9bDODEvmljeRVZ6qgFJ1S1l9fvn/POxQcgyvTfVMOYSRVGeMYs9dX/DxsnxTLisQGp5gVgeqfqVPa9Y3fxGvu69iT2L8P/hl9sLem0slHkn42wGjhaR5wLPx2yjugajFq4HrsbMoj2nqqJSlez/BTP6ezTwITHrvP8XcO5CkHKguvTix0kRSq58E86MDOOElr1DbGZrWXk+wY8Qt85T+caIPkYoKa+b8L7Eeiix8sL8Y4iVlUv2Yf4Twe9O5HfRvU7VvwrJO+SSfO69ijVEdXp+fcdgXS8HBlX9MobUG0NVzd6tW/8d4DsiciRmYZ5hYJ8mKzYbUVV2KYqTIpVQDglJPFyuICYz+A91lw3zLc2Y5BKTgIaYPq/b6dKxwb8qkkxIHD7Bu/xDl8zwXpU1YuF9zJWFcog+RewhSZYRb1FvKXWcsqyrkHFZ41/UEBX1GAcNhYGuZz+XUVWz/yTG7ejFwF9htvT7EgtgQlVVoo+lz7UiO0Ga0Kd7MWaG5nAQD7rk7A8W+nFiSw/45O6W3vWXRAi9TZxOPWTzT+UbXkvsXoQDxn78MM+Y/BGWE4PLt4jcUySfKmfcOw4XFyuqU6oxSDVERb0XFx77/6Skotx6FoXH4qQaOyL1c2GNNBLz1LL3YZc0fi7weOBemLXxfwR8RVWz5w9XlXFOAF6AmSTwNuDbqjq/hkcqoEyGKSIY9x2z0P14Q0wl+d2YSvYpa34XhpAWYch6pxcv1nNwboSjFJP9TpvvNrqbdbh8XL6+fh1eV2wZhlB66jC1ruF9dL2JkBBDhPnlwu/9+IQVXlNRzyXMLxWeIsYcUi4yQIp6VrHjMJ/wfJk1X6UX1yRUB755yUzgU8BvMCrK3Zh1yZ5mj1+cm0lVsr8eOMJOBV6QCAm+6p/YTxezbgnCnUXvCD62CYUw1dJ31vdWulP4YzM5secdyY9gpv6FxOrvwATdl3mRPRc2IP5yB0TOpdbbEa8Ml0d4z3KJo6gBzo0XknGMiMuIPlZ2isiLrN2UdBMaCn68qnMXUmE+Ys+gLO8qz60O5rtlD9xfVf86CPuZiPygSiZVyf7RMUteRF6iqp+umNecQ90/aygTpAg/9vGterdBtb8GiyP6pcDSIZAh2DVhpjQ7WcbN5ISphO/g0o9ieg4wdb2WnXR7C+633wj4cpJ4532pw513xD7iHYcrQYZyDpHfIYrixUg0xxKPWcApy7uMzHLKL8qjqIcYy8d9Uu6XVfixrOEs6im448ZkmwCD3oN2hvBjEfkMRlHZDKwAngqU+eJPQSnZi8gTVdW1IH8XWYENzAI/fSF7EXkwZj0Jp2J8UVXfY8+txWyGvslL8jDgZar61UheZzF9C7FnqOqWKnWqa9UX5edLKU5GcWTvr5zoXhhHiiN0LWAZgkU2o+EJk86lh25jEU60cZb9KDAyBBOdrgy0FUP8bjlel841IO4e+L0MN4PU1+F9aSa2aJffe4gtrpYii5gE5of5ZZcRbCjZEISHv8vOFYWnrqVXC9gn4F787HPLCcOKGscyKah2XeaR62UMqvoWEXk48Djgfhi+e7+q/rxKPjmW/ZtF5GeWEF9BfP3k0SqFVsTZwPdU9a129bjrReTnqnoeho9eraoXA4jIYuA64LupzFT18F4r1MsLGev+unBniYeWPMTXWXGNwKiLN9FN41vdi714w5bMxzHL6jotf5HNf7zTJfl77GcrXbKPXY+rr9P7HdEMYxoKn3DDzTP9a4LpJOXfs1iPyNf2/XMhYqSceo5VZJoywuqnwhBrqPxzKaJvuk6xexS7x1Uaw0rlz38Zx22HeLUfJiJ/paqfyc2jlOxV9ene4UdV9fSgwPfS0DZ/CTwEuziQqt4pItcDjwDOU9VzgrhPAy5W1a39qEhVkg9JKUVWPhnC9AbBffu7Gjmyn8AQppN1HHn7Uo2z7kdHYGQExsdhaHxqHPft5JdtwHYM0bu11lPXNYyRgkbtd4euhONfg39tTgZKWaCxNKn7RxC3jOz941g5MdQh/FTjGEPd3mLYILqwpiz6qvKUg987KmtUe8FCkHFE5JBYMHAKZovCLFTV7A9n+qps67CbmFTMKxffwSy09m0ReQCG/P8uEfdESuQkETnT5rEFeG/uwkNFKHqBY8QYElIoObhBkZjO7lvYO+la0tC1pn0vFt+lcmjIfIaH7YYPnW6+rlynyzvL398bNWyQnMzkJKDdvLKdF5A/6OrXG7pSUREx+ffN/7MWxQ9RRCopki0jyxyCjxFxqvyyeEVlxuL1bC0Hv2NyTFkZIeH3A8qC8Ma5BDPBKtTQ96+SSRbZi8hf2Z/7eL8dljF1662m8TfAN0Xkt5gdYV6nqt+P1HE5Zjf3FxXkdQ3wfVW9TEQOAy4Qkcer6lWR/E4GTob8DSNh+subInr/OEzn4JO807JDTxqXzsklvr7vNyqLMCQ/bJ+4DMFQpyv5xDRzV0boAumW9nXeQaPeZ5iphODyhO5YwSKmyjupVSH9BsWRvWuYwp5RDEWkV0SyVcg9dj7Wi4j1QIqOc/Ov2xPoJU5Z41mlUeoZC8DPHsNbb1TVO/1AuyViNnIt+5fY73t7vx3uAd5SpdCK+CrwE1U9QkTuh9n55XJV/VkQ73jg66qabOfdwK79fZm9WadgxiLCuOswvRYWmWUhoohJDP536Asfkr7veRPbkNqXPRwxxxofn4ydRe/yHAWWDBsJZ3QUdozD0g7s2tJtIBx2eflhz/mSzBBdd83Q9999dtJdYgG6vQNX7wmmavUhefn3xnkjLWKqbFU2ictHGSGmZLNeLfsw/5TsVIamuKwXos+VMAdK9C6v+U/2R2IU1SkIJPZSZJG92zlFRP5FVf++SgFVYT1s1trD/8S4GJ1o63GLiHwPeCNmgpePE4E3VyzuZoykk42iP32RLh+bQBROMFrM1M0wQivJWcWOkH2SDsvxLe5lQ7DbMli2zBD+kK1kpwNsm1qGI2rXa3Dk7ZfpvG4We+W4eQAujhtHCO+P8yKSINwhdDsdtvn7chBMJeFc2SJmwcd6Vk1q3n7ZdXT5XvX2Ihml341I1fA6WAiafVMLTlZdG6evRG/LOAs4C0BE/tQG+779OzF+ppMQkTXAmpgcE8R7k6q+1wtaA9xWt66+Jhv7wHTpJmXlO19zf+KUg7OsHVE6DBGXU5Zh/OZ3HzEEv2yZsehHbKZitftFQybchYH10R+D0TEjtYzRlV/8d8rvhbgeBHQbCdcYhBuTu7GBxXQlmfA+OpIPl4WILR+cctOk4DiGUCYJib5OjyGnLkXGQ3jOv0+xdKnGL6f3UxepcqoQfc/jC/PU9VJETk+c2gH8HuOkckduflUHaFOVOktV1zaRV4BrgVsxVvxHRGR34JnAR4N4LwBCzxxE5ETgUXYNfoDX2bquF5H7A8+y+VVGWbc2Rf6x305nd8Q54h37skpIuNh4zvrdDbPg9e7DsPtyWLmyS/QyBNoxA7OdDuiwOQewaBgW23/CzgnYMQYjmw3pj41PX/DMb3ljrpR+uJNf3LVO2Lq69XVCt0m/l+MvCeGu33kGFa0sGbPYi0i2iOiLiMivN5HffljRuEAu2fn1zdH4y0g/lX8qbqrxKfodpi86roP5tnlJgIOAZwOXYjaKuh/wGMxugcdiOPE51g29FJXIXkT2weyk/kiMAemwD13ppTGo6g4ROQ74NxE5AViO2b3934OoJ2AWCgpxb+CB3vG/Al8TkQkMN75aVS/KqUuOVZVrQabi+sQU6ui+q+KuIP4Ush+GvfaE3VcYsl86aqz4iQnYssUS+Jg5dp45i4a6A7edTncgd9hOzvLfSt8FU+kul+B6Hf41uD+XI+xFXv2dNOQv5eB6BD6p+dr8GF1PodSgrn9fQhRZ67lafVXE5Js6klMo6YUoI9sqRF9UXllYLqE3xs/zb/MSH0PAC1T1ay5ARJ4FvFBVH2v3A3838blP01DVsl8HfAUzS/UlGAPsGKYSf6NQ1cuBJ5bEeWwi/F8xBB89bhopazEWz/+E1rFP6M5Txi1bEC4n7Eh1FNMSrlwJe+5pvlesMIS+c8KQ+9hYl/AnJgyZO2nH6fi7POs/tJhcY+O7Yzpr3ffC8WWpYbrjBOPjJn9n1fuNln/NLm+/dz7B1CUcQvmnCDEi98NJnK+Dunp8qncQ/u4wnYiLrqNOw1IFVa37snNVoTp/ZRzMvKFwbPLbwGft788BH8rNrCrZL1PVs0XkJM8i/l8R+VphqnmEFKHnWm3hy+ssXl/qgKlLFLuPky/8tE7yGMXINUutNu+7WTr5ZmLCeOKMj3cJHZj0v4duvFTXOBbsW+T+uj3DQ916DA2ZPBeNd6Unp9trkO8E3QHcRV6c1O5PqZ5SjNybtNpd+bHfYVguocbip8g9bOzC66xSXoiy9LNJOZnHMs5vMZ6C/+GFvdyGA6zCzH/MQl3NviMij1TVn4nInwB/WppinqNON9nX690gqyPKDsb63UF3WQO/DKdtO/lmGV1vG0euk3XrGIt6Wp2t9b7D8610ZD+lMaBL4qGE5HvtuGsZwpQf1mUouAnhPfHdMf1GD6YTfOwbL26K4KsSYW7voWggtm7aonRF5J/queSijgyUG7fXvEPMc83+pcBXReTNmLHLfTH2zvH2/IMw+4tkoSrZXyQirwI+APxERO7GLKb/LxXzmddIWfzhwKw/EOkvXezcDMOPy9cn+uWYQdkVK8xn+fLp3jeTpD5mvhcPG2kHjF7vrG4wjUKn09XznQy0JNgiwa+La6SWYOLLkCnD7110OiafcEZu0T0MGxR3zzpMXQI5Vi/3O4fsi/TqOhJHjOjD/0GsN1LWQJTJUGHcqojJQU2iL/nPY9dLa0wfCDwWuA/wB8yco532/A8wm5Jnoarr5T+63yLyEMwaNTcAh1bJZ74iRhBhmE9a4exTR5pOsggnT7m0I3RJfhWw956wapXR6ndbbnzqR0fNx2nly5bB4hFYsa2r2Tvr3ck6ExPdVTNDK3x8HEasBLSDqX73S+h69DhJyP+4vHdNmLRuKQafuMKNUNw9cr0fpUv6Lp3vyVOmWzct3+SgSJJJNSK5jUvqOqpeX9OW9qDLWACblxwAHAHcF2Pd/wGzr0hllJK9iLyjJMqD6eMSx7MBOeM/KS0f4hac/3HWvJNBHCn5vuv+eedLvwewaiXsvbf5rFzZJfnFI0a/B0O0IyPG4l4yMlWqGR+Hbdtgq6f8DXWmSy++9j40blbOdNfiiD6UbPzfnY65Jt+yD/32/QlXvizkyB777Uje99TxrfEiCSdEjJDD/MqQsuTL5Jg6xNzvBqtJ6ScV3nhjMkCyF5FTgeMwf9PVwDpVjQ6SisjhwJnA7V7wf9jNxHPKOhb4PGZQ9iaMbHO5iLxYVb9Zte45ln1qWWMf/VzieFagyBqrG899nDdL6OXirH9HkjBVp99zCPbZB/bbz1j2K1ZMHZwdHjYkOzZmy7QSjpNsHNlv3mwIeWzMHEOXuF0eO8aNDOQIXCbMwK9bQz/sCUB3otaQzW94CKTTnYTlCN6tv+MI0t89yx37G507CSck+FyJw6GMjHMIv4joQ8KP6ewhYjLPoHokRWXExkXK8hgE0evg18Z5KXCknatzIHCNiPxUVS9NxH+3nShaB/8CPMtfrNE2IP8B9IXsP+LLNzGISPYgwXxBGan7pJ2SGHZiCG8HXcJz0o2z5p2M4WbUuq0DnU6/pyfhLF/e1cgXDQNDQ+hEh53WzXKx52bp5BUn6TiSd6Q9MmLyWDRkdPyhIUPu4+PdMpzu72v+fh5gZSF7PDEBS8a6k6mcf354v5xUNdJNOrl0c1lDGhKj/zulkad6ZGXIIfqwzmUk7/8eLIc1i0EQ/WS+g3W9fLGqrgdQ1etF5C6M1JIi+16wL/DDIOxiG14ZpWQfEr2I7AY8A6MinA0cVNYYLESkuvG+Ne/C/UHYkOSGvXTYc0uB5UPdAdmly6YOhE6S7fAwwgSLhrqvmSN6sQTtvHScz70jeF+SmZiAnRF5xmGn1fr9sicbHetjPzJizi8bN98pX3ln1fvE52bOxrySyuBbyWEDndMDi5FuiuTdty/PxfJIyTGxMZ8qqNKrqYKcBrYMTY0xhBi0N47dRAQAEXkOZqn0/ylIcpyd/DSM2VTp3aoa8y2I4Srg9cB7vLDX2fDKqDqD9s8x3YdbMbzzOeAMEfm8qp5dpwJzCSnSyJVu/Pi+3uwmTbmlBDpMn33qynASjiP65cu7s2Q7HnEzMmJOdjosHdrCyMiEsaqtBT8xYX6rl8YfVHVkPT7ezVeGpsaBbvoJ74WblG+8XsHQkGlIRkdhYlt3zZ2QoPxG0p13A7puBm1sPZwiqSN8ZmWyTUjOsfghufu/i6z6nDGEOqQfI/qi+1EFsf97bh1y4veEGVjiWEQehlmkcTfg+aq6KRH1buAnmL0+RjHa+70wBJ6DV2KWd/9bzHIJ+2FWvzy2Tr2rul6+G3iyqv5CRC5Q1W0i8hfA+Rgrv0WA1AsP8fVd3IxZf10Y6Or3uwErhrryzYoVxtPGkfWikSFYvjvsvdqI+XZrqkXjO1k+vgO2bYdNm2DDHxm5fWzSI8cned+id9/+sgqLhmG4Ywd5O9NftiGMte83CK7xGBoy2v1Ix5C4uz+u0fPH2pxXUmxiWe77HWuce0GRJR8LgzjJxxq5FIrShfFiv2PxwvLK7mcv5eXmVwdabbmEVSJyuXe8zi5lXrFM/QVwiIg8AjhXRJ4Z0+xV9UrgSnu4RUTeA3xZRN6gqqXik6peY/fgdq6XtwE/da6XVVGV7NVeKNgxQ1WdEJG5LC/2DSnJwL20oVTRwRC6W3PG34vWJ/uVK433zeq9DekvXeFcYRbB8t1g1Wp4wAPgkAfD0t1BvfUPtm2Dm2+CG29kj+HrmZi4h+Hhrha/xA617xyfuoaOWClmV8eshQ/WndJezJQ/QMdcm2ssOp3ub+hunOKvg+PPpHX3w31Cks+VK1KWeg6KrH/3nSL6WPoyqz6n5+HHrXKcyqOXBjBF9L1IOrXrkq/Zb1DVR6dOisi5wBMSp3+sqkf5Aap6pd0T4zUUb5rkcDNmyG01sD5Rhycn0m7AUMATRITYBk5lqEr2O6z+9Dmvcs/G9LAXJFIvTdGLGxLQRCSeIwTfn30IswnJ8uWG5FevMguesXy5XQxnD3Ni79WG8EeXGqLftMkK5ktNN2C//WHZbgDs1fkNyzZsZZt1vXTa+j1bphI0GNJfPAxq3Td3Wk8d7Uytv/PQgW4b4+v86r3tjtiV7jaIbtE3X96KWfMxyaMuqedKJ2UWvYP/jFMkX0TwRb0Cv74hqlx/HdItaljKrP+6ZRZBoTHXS1U9pui8iOwFHK6qX/GCt2J20IvFfw2m9+D4cQ3GdrkzFt/ikzlVBR6QEW8KqpL9KzC608cARGQzprWqpSHNNRSRei6KLE1fx4+RPRg/eUf2q1ZhCH7lSkPgBxwA+6yBpauBHXD3nfD7W+B3vzMzT+5zb9h3X7jPfWGP1ZOazdLf38rSjXdOuuTssCtjbnVSjed141wx3cbl/oJpoZ7vzvlxdnWM9LMT8491GrwbfPX32Y0N4qYa1xhZ+/c6ds9TPa9UnDA8JtH5aSa87yKrPszTz69fRF8H/SbuWhisZr878HYROddK2KsxPvfvBRCRVZhVeZ+lqhsxqwM/H/iMiCwCTgXOKdlN7/79qnzVGbS/s4MTf4Zx/7kF+ClGU/q/5qs3O5FD8DGiyU3niM69/P56NG7cdcUKWLR8FEYWm8AVK2DVXpbol8L2P8LVP4drf8P2G25lYgJ23/dGOOhAGFkCqw/o6voTEzC+wyyJOT4+OavWfXaMm9mvIak74ndwer5z19wVrLOzy/YCXCPmLHj/2Cc23+pNEY1/r4jE8xF7DjmEn8orhZCUUyRf1vsryjs3vAhV5K2yeL3IN71y9QDJ/nbMWvLni8g4Zu/tTwEfseeXAgdjpJqNwMeBt4rISzCT3q8E3jCw2gaovBCabZV+7I5ti/UBzKL6CxKpFz+H8FMveowghjEqjCN7li83xA0wumRSmoG74Je/Yss3v88vrobbbjMvxN57383BB1/OmpEl8PjdjMyz3/5Gx7/tNpiYYIddBvnuzeazbZux9H393V8/Z5FH8G5Cl4vn/Pj95Y0nOlMHXHd63zGij/1B3T1JefOk7r1/Pldr9/MOf/vHVfimiGTDssIGo06eRQ1TDuHX5dJ+5etjkMslWDnm7SQWH1PVWzB6vDv+EfAXg6ldOXKWS1iK2fP10ZitsP5RVf9guyynYNyD+rae/WxBjKTrWPixPGODfeHHzZxdasl+yfLhLrkPL+4yL8CucVh/B7+5Fn75S9i40ZDvxo0m2prb/2C8cpaugD32nHTR3DnWYZtdO2fneNcyD2UYp7kPDRlZCbqTtpxV7zQM8S5aO11yd2vkOBknnD08xNSln/376aQefzG0kLSKGtmQ6H1/eP+7iGhjJB+W76fNIeKwYYpJN7Ey/OPcHmS/USb5NGWMN6nZz3fk/C8+hiH0HZidnz4iIq/EaPWvAT4M7N9rRUTkMBG5wW447oevFZGrRORC73OniBxfcP7xBeUcKiI/EZEfici37KBLcd2830WEHaLI6ksRvfO6cZ9R7CQqYPko7LHCs+qXLzcWvfPEAZPDImPtb9lilkLYYrcXnFwOwW1HxW4m56EhGNvBli1mjRw3m3bR8PS18Sfrby350VHTAC1b1l0IbddEV/7ZaaWgnRMw3unua+s+4a5TfsPm1gByH987KdxsPXYvY/c2/Iww/X6HYS5uqoFPNQZlz92P58t3YViswag6xlCEsjS9ltUvogcmNfucz0JHjozzWOBgN3FARPYDrgE+CLxTVbf3Wgnr0fM8zCSEEOOY7QMvtnEXA9dhZqM5vFZVL8woZwT4BrBWVS8QkXdiFip6XpX61rXoYxam/zskfH9FzMUYcnWfKZrJkG2OtANiSXzZbt0BU7p6/7JlGD/8FSsw3vw7zZswtn3Sou907EJqnhXv9Htff3dr4vibk7g4bi2diQlD9DsnurttucHY2ACsW/zM34cXuouk+btlhc8klGrC+xzKNv79Ds/j1c3vQRCcTx2HvYMcNCER9QtVrmfQ9Z3HO1U1ihyy/4M/Q0xVbxaRX6nqW1yYiBysqtf2UI/LVPVrInJheEJVw43EnwZcrKpba5RzDLDLW1joE8CNIrJaVf9YljhF1FBM6rlhvvXpW5ZLMMQHxjrftg0jw4xtNyzLYtOX7XTM+gQsg1V7sc8+xhffWeb3uQ/cbz/gT/4EZD9b4p2weTM6bujMEfeIXTVzyahpILZtMx9H5pN1tuqRWzdnl/3evq275k6HLrmHbpWOxAmu3ZE+dL10XC8g9LsPewax55PS5mMNQZjG1a1ojntMgknFi32H51PHYb2aQJOa/KDkGwedx+vZN40csu+IiFuXy2FrEPZRzJrLtaCqv68Q/USmL6d8irXSFfiSqn5kejIADgMmGyVVvUVEtmFcpL6bSJONKnppUdxQcnA32S1HvGULsG0rjO0w3jgdNb+3bYXddwLLYO+9OfChI3Q642zcaEj83veBfQ9dBQcfjHGmWg/33AVbTLvpSzX+gmhjdn0bGYLhsS6pO196Z9WPjU2VcHZNdAndTRRz1rIzxtzKl86Kdxu5+A2nc9H0ewSx2cchYceIv8hCzXkmMdklTJ9LeLkNQ13kjBM0gdz698vibyWaPOSQ/ZOYbtRIJKzvEJHlGML2Z6vdgVmI6CzMSPiFIrIoscb0GqZLRZuAvSNlnQycDNM3EYH04F9Kqkm9YDkWniO78fGuDr99S4elY9sN2YMJ/P3v4YBhWHo/WLMvvOhFPGjTJhjfaRh5xQrja7/kkRi9ftxMuBrbjiwbZfnyMcbGui9Pp9NdD2fxiNmtanItHM/33nnbuPAJG88RvQ9HyG6VT+g2am7XLhfuyz5uXZzYhuPhfQ4/4X2N3XM/LGbhu3D328/Hnx+RQpgmR6IJG44qJF1WlzqEn7pfOWX2C8rUdZlapJFD9j8HXltwXoD3N1KbchwPfN2flKCq53rn14vIhzADx6ld12MK3zQ+t2tmrANYJFKoCvovT0of9r9Ter4vSfi/Heltt9bzViupLHUMC7Dlni4DH4Ah/Ps9He63AqP6O7+WRZjHvhXYbBqJTgeWL2fpxARDQxOTyyS42bHQXRdneLi7Vk5oUfmDYROdrkXvb74yTFeiUe/6w8FX3/8+lHFSso2zvv1v/8H6m5b79zxErMH2n6f/fPwGIGXVx4g+l596JeXcMqqkySH6KlZ9v3owLaYih+zfqKoXFUUQkTdWKdR63Ky1h2dVWNz/RODNJXFuJu0dtB6zlaKPlSTWqQgRknTKQioiilheDo48fG3bER5M9UCZxPBw17rfthVuv8NY8vfZCqvHgH3sZ6nNfSfwR/PZ/gcTd3SpmZI7NMTI+PopE6r8GbT+ypj+huTOp36n76rJ1N2lfNJ1zc6wvTbXCIRLG7uPuw9F99eXvVIum7GuaIrocnpoZUQcI/UyYqozsNsEygi/qEdSt65NXKPvstuiGKVkr6r/20ScIP5ZGNklGyKyBlijqlcF4W9S1fd6QWswq8PFcBnwAi/t/TBefVdUqUsOykje/Q7P+WvBuEFMR4JDGA19crepjsLQIjOxqtMxs2A3boQNG8xiZ3v+Bva5NzzwTzAK1262lD/AXXeYeOM7jP/knntBp4Ns3EinM8G4ddUMZ8j6uv5OK9c4L5wdY103S1+fd9frr2rpbyIOU/+I6sWNyUD+t2/Jx8Y5XH4xQihqsMO6u/hlmn/Mek9JOOE1pcJSDV2K5MoajKJxidR1xb5TZVRt4HpFS/Z5aHqspp94ARB65gAcIyJPAhCRZZiJXp91J0XkS+48cC4w7B2fBHy1zBPH13DKNNaYfBMi7Nr7soD/8TfqWIRZGtiR7bZtwOa7jTU/vsMEjiyBYWv/j+0wZH7brXDLTbD1d6C/g12/gz/caNbM2fBHMzg7NmbysGa575fsNjUZHe26fS7ymHmS6L3ewM6Jrr4ezpZ1DVgIv3HwB3XdtccI3feNd/7xPtG7RmMiyN89myHiPvWphprIM0vJNER+h4gNKFd5IcvixvKrqvunGqgqYam8m4C/UmrOs1nIqLxcQj8gIo/CLPB/KPAWuz708UG0E4DnRpKfAbxDRIYwc4/OB97lnT8YWAWgqjtE5DjMxLBdwF105aRChFaef1xmmbn4Zfk7975QxgG7NaH1itk5YQz40VFYM3q7CdxzTzOjdtTbZXxiwswl33CncdV0gvvmzWakd8s9plEY32HknE2b2LGtM7mssSN6V67L0vnXa2eqT/2Y+zB9cxJ3jbFrG6Krp7t4ITE7wg+tXJ/8fbiy3YJrE0E6mErs4T63Yd3xjsNGOYxfZAn75Rcdp9Km5KUYOhlxYvFzf1fNs24edcpoMR2zguxV9Qrg8JI4j02EfxuzEmcq3cOD4yuBP69ey2qo+gcMxwL8wVln4TqLe6fdJHzxCIyOjrHH0B0mwvBiWLG7If2JCeOHD+b3li32905jzW+5x4Rt294lexvf36JwyUi3jdjV6eryvq6/cxy2W6Lf3unOjN3J9F6Ru6bY/fJJzh+nUIyU1WGqrOMGc32tH+/edZgq4YQNtNP2h73zO4N4MVkmRvKh9Zj7/FO9hyp5FOVdx9KuS/Q58k3TxBw25C3SmBVkPxeRY1HFwlNWmU927uOv5z6OnaxkFypzvu27JmCvLVvZd+xGk9HoKKxaZiJsW2xIfNJNZle3Edi2zVr4W00DYCWc4WG79MGIydvfmHzTpu7HTbByddoxBtvGYTtdy94n50WU6+/ud4cuyUN8QpMja5/wXXn+GEGYJjag6+Lv9NKFz8IhlNv8hhmKyayqhFIVMa2+CuGHaYvS5RD7oNBa9nloyb4BhFZpaoCsaEBwKPJxZOfcD3fQXWtmzG6H4Ih40VCHew//3lj1K1d2PXSAydm1nY4h//GdVr4Z72r1Fousxw10Z8Vut0S/caNpH+7ebOrhJBxn2bsFzpx17HJ1GrrvTeQTcRju7o8bxO14v/37tSj4dufVy3NncM53AfVlnJj0EpJ9mRacIp26FnYqr9jvuuWlyuyVzAdh1UPrjVMFLdlnoswqCwm/iNTdd8zSdIOGvg7tvFLcxKqQ7HfY9Wy2bRvnAWO/QMa2G8IfXdplbjfiOr7DG4y1zYm/60inA+PG1/6eLYbk79lsvjdvNhb91m3d9e0nNfsJQ/a+F40jVl8ycdfjNUXTyN51zYeYatG7MB+uEXBl+Y1C2EPw0/iumc5Kdw1V2TaIoXQTkn4MVQk4lUfst49epJS69ZsJ+WZQec8ntGSfiZC8fXIfSoSF3ekQMUnBn03q5+s8WsbGgjXQhrq6uWsAHjh0g9mkdtVqY+H7hD+xy24ua+WdyPZS4+Ndor9zw1SidytnTk6emuiuZunIEroEHnOHdBOqHHw3yZhk46x9N4jq0vhWvWs8/LAJumQfI2Qn+/g9pxTRE/ndT5JJ/X+qyIf9klqKejMzQbwt2eehJfseEJNvYi9ozMr3X15HhqPEyXEXhoi2Yax+NhuiXTLaXVbYKTHLl8OK9bB6aIMJGF0KQ2Ks+El2tgOyzsJ3RD8xwfYtHTZvNiS/caP5bNnS9bRxk6Z2Thjr3l/KwB+Q9RsyNzM2vHdFcOTuENPs/bz93oGTaXzSdnKOPx7iehChi2iM6MO694tgYnJg+DuG2UbAgyq/HaDNR0v2FVBkzbvfJI5TL3Bo3Y94x87qHKK7o/uQDetsgdFxb8ljjLW/xVrko6Mddh/eBKM7ugVOTDA5SDsxMSnFDA2Z2m0f60o2PtFv2zZ1xiwYPd8R/RhTtxV09fTJ2CfvSe+i4F64MGe1hw0EdGfchnJX2Ovy4Sx8RwoponfuoqHbZUi0RY1AjrwS/hdiPcYqKOp9NIHc/Act30Cr2VdBS/YVkSJ8yHtp/fSOfBzhT2CIbrF3zlmhvvbcsb/Hx7uED3aFSrsE8t2bYXh4nJGR8UnDXYa6vvHOUvf3l3ULrbkGw3nc7LIX6FwwXX6+BOITpO/S6FvcoRuky8N9+xJNSPi+vOPul1sKOcx/l/fb92byfe5d3UOL3n1CpJ5lTOopahxSRJ/Kvwz9IPcczKbeQ0v2eWjJPhMpbR56s8TcoOOQ9xu6roo+AYabc7tdrEbHYWibIXvnUel2jPJ3mnLbBrqlkjdvNh/nUeNPkHL6vJOHZKi7pLF/Hf6Sw9Al+NDiTs2ajenpTnd3f07X0Pll+B+fuN0s3dga+D7Zhw1BzG++yEovIpiUrBemCQfrwzxCYyJVTtVzVeLnNCZ16tckWrLPQ0v2FZCSb2Lnc7vzocUKXQIL44deJVP05zHYucFo6dvHjASzbJlxu3dbB65caTYkmUzfMeS+fZv5dla/k2uGSloxvzFy9XdLF4dujaHPu7P+/XD3OyTBYbryDsQnU/kNoXMBDVfKDMk8NQs27H2E6ASfVNwUufvXFhK930D0QqJlDUURyq6lao+jn2hlnHy0ZF8RZSTvI2axufgOvsU7bs/5m3eECF0LxzEDt9uAuydg4wbYbQOMDHWJfvlyQ/T77gurVplGIEXk/haDbjzXyTi7grfKuTr6njGL6Wr1IUJPmhB+A7eIqe6a0CVCf1VL1wC4AeJwb9vUrlYh4ccIPIWYdFMFIdH7/5OQ6MuIP8w3jBv2LkIUyTGxsmeDTj/T5c1VtGSfAWc95JJ8iDLt3pFOTM7BC3da/USQxxBmdXp/t6fhDgxvg9FtsHwj7LmJyd2kVq40jcC4teaHhsyyCP7yxZ6DDjttgeq9VTJkyljM1EFTR/g+2btJTo7MXT1d2DDGEvev18XxlzJwjYRb4MyXiCbnITDVsk9Z7v59jzUCRcgl4JBowx6L67VUkWtypMNYuVWt9dlkvReh9cbJR0v2NZBL8nXyc8STejC+R8kOiicMOeJfDty5Gbb8GtavNy74K1Z0Cd3tOes+nU53KR03icu36l3jsMtWxieTycbGq6cdP56yM9Wol85NwAoXfnPup74nDV4cF9/1bpyvf4roQwknRvx+/j7CZ16F8MPjkOhj+ZaVU/YfrGLR55L+bG0AZkOjMxfQkn0FhKQ8FPlOIaXlh114P79UHcaD49AaDQllDGP57+zAlvWGyJ1175YuXrbMpPUna/kNQOh6CeZ4aBykM1Vv92f/hpOk3PmRIdM7ANtj6HQHVaErBzk4ucZdqz+463vU+G6VIZmniL5Iqw+f8ZTrJ406xoBfflkPI/Y/KqtTWE7R77K8ZoN8A61mXwUt2VdEGamHf7xQjomdi+m2qe6/k3jKiMEne+dDPgZsBv64DXbfZnZtWTZkJ2Kt6H47V04wv5cvn7pRiQtfNAwj4zDsee3AdM+dRR0YCSQgNxkMbJ7jJp6/laF/P3y3U2elh1444X0IST4My9Hqi55nryira6oOZXnVLb8oryrnB42W7PPQkn0PqGrdOxQ1AC5f/9vFi3X5U918X+f3XQy3Y9w1N2GklN06sPtm2GOzIfotW6bOzHUDtYtshrs6XZ1/sffv8ck+HPz1ty/0pSMfw7YLMNGZek2+pZ6SZvxz4RaGU+pR8kndxzCPMomkSoOQaoiKLPuc/IvuQXh+NhN5GWbKsheRA4FfA0eq6oUF8V4PvNAeflFV3zeA6kXRkn0N+KTeJNGHL6L/wsfIvqyOrk7+QLCTO7ZiyN5uO85dwNLNMLrZhC/BWO5LR7s7VTmJZ3LVhfEuybsNTqZIM359OlM/oSwUHvsTtnxf/tCq9/3qXQ8gtN7L3CpTRB+D38vq1ZqOnatLXGXknpMuh+hnY2MwQ+WfzlRFdRpE5GjgZZhNmQCuEpFfq+p3+ly3KGac7EVkMfAq4DhM730EeJuqnu/F2QOzI9XBwO7AH4BnqOqEiBwLnIq5lpWYDcw/WFDe7cC1XtDFqvq2qvXOJfcyhATuDxKGZO/HT40BhPBJ3327AWA3sLmY7qCq86QZAUYnYPkWM8C7fLSr67vZtv5G5MPDpnFY7DUIblDXJ/7JlZbdYmqR+vryjL/2TkjY7jgkfJ/ky6z5KkSfgyqNcSyszKovSl8U7p/Lvda5QPQz4Y0jIocBW4DC7UwxW6Seo6pjNt3ngZcDC5PsgfsCfwscqqp3i8iRwDdE5EGqequN83ngo6r6Hbv94FfpvlfvB56nqleKyD7Ar0TkJlX9RqK881R1bdVKhqQbnutlQM7lW0RGMau+iPBTFmwo77gB1B1MbUgc8e+O2aZ89zFYNtbNx6UXzAzepVb7d3ATtJzF7sh/18T0Ga0wfdlh38PG+c2HJOhLPOGnzL8+B2UNamjd99L4p+pV19rOiVtk1c8FoneYgXq8EzgZOLIk3mHAF7zjXwOv7FelyjAbyP4e4B2qejeAqn5PRMaAxwH/ZfenXe26PqrawfQCHD5stxpEVW8XkQuAo4AU2feEmISTQhEJp9ztUmSfyjvWCBRJFe53SPqx/Efoavz30HWXxEs3ghnoHetAZ/N063+8M11392e2+t43bjLZEN3lhscwpO8aBwffb79Iy69i3Zch91mnnkcKZVJKTromy5lLRF9Rs18lIpd7x+tUdV2V8kTkGOBXqvp7ESmLvga42zveBOxdpbwmMeNkr6p3Ap91x2Lu4AjdLtJTgBtF5EPAo4A7gb9T1V/a9O8PshyluHv1YBE5F2O0/hr4e1Xd0MS1hEQeNgb++ZhV78eLkVCscYnFSRFYOLbQCdKEdQw18jEvD0fgzrVzFEPGo9u6cXzrvROk2+GFD9EdWPXXu5mgK9+Elr0jfr+XESP5mFafQ/ChVV/UcMfSlYXlIFeqqSr55Fr7qbxnC9E7VKjPBlV9dN1yrKrwZuD4CsnCqTAzhhkn+wieBNwE/MAeH4C5uc9T1VNF5EXABSLyAFW9x08oIiswXadXFeT/K+C1GGP1vcC5IvIYVc1+KDHrPmXxF/0RcwkkFj/1UqaIO2cwOMw3nITkeWROhg9hBnmXYG6oP6HKbygc1DvnX5cj9lGbr9PhfZ95R/jhdYRkH5Ntyno7vSAlrxWVU9QAVCXzsvS5efda7kygSW8cawQ+IXH6x8BngO+q6sbMLNdjxhEdVlKu8/cNs4rsRWQU+BdgrZVrwPDHzar6dQBV/ZyIvAc4FjgnyOI9wOmqelOqDFU9ySvvNIwzymOAnwZ1ORmjy0VRJuHkWvEuLIYyL5+UtVok/ZTp+2Ha2MxVvzyn77uZq/5GIqkXMXb9fpi/VLHvVpm6Tp/sc4g+16pvCrFnnnvcq9Vetbyq+cwGNDVAq6rHFJ0XkY8BDxWRp9mgfYAP2DHCZ0WSXAY8yDs+xIbNCGaE7EVkLbDWHp6lqmdZ+WYd8H5VvcKLfhdwR5DFrcC+QZ4nAztV9cO59VDVrSKyEdifgOytlrfO5l1o9RdZ8kXEmxPmwkM5IZfoc901w3z8AWP3MsVI1B/UdZuJVHER9ccOdmFadifp+D0Dvy4psg/rVkT0TZBWrvtlLmHHGtsq+eY0rDnp5hLRD9LPXlVP8Y9F5Ebgtc7PXkQeDPwHcJSq7gLOBP5NRJxv/QuBNwyoutMwI2SvqmcBZwXBZwCXqup/icgSYI2q3gxcxdQBWYDVwG3uQESeDRyBnbwgIgeq6vVhuSLyZGCzql5uj0eAe/l5pRCzsMOwojj+t0PRoJ6fJqUbFxFarF4+kafySKUZZ2oDEDYMvkun3wDEEF63v45OOJAb+tgXNW4psuwH0TuUDcKH9UshFi+VtpdGZj4RvcOg6yYij8FIwM6y/6qqng7sgXEPXwzsUtXzROQhwI9s0k/NlI89zBIZR0TejKnLWSKyHNgPeD5wGsar5gwROVxVLxSRIzCDq9+2aZ8IvAZ4LrCbHSF/G/DX9vyXMB47F9l8nyAiL7Ua/anAbwms+hRiZB47lysThA1B7FyYxi8vRrypuqbqV0RGRYQa60E4C9tfyTEsM7ymsJHY4cUJtfrYQmW9EnjsOopQ9ozD+1yV7MuIPpVPTjllceYi0c/EDFpVvRQ4PBJ+CcaV3A87A2PIzjhmnOxF5CDg3fbwVO/UOwFU9R47ceqDIuLk22NUdZON9wXgPoDvUXOR9/tgYJX9/X3gicAPrWx0D3CsqvpefYUos+ZTpBqz7lMWfy9/3pT1nsq3iGSGEudDEvPJ2fnt55KmT/h+byDWmDVxX4ruc2qgNdazKrKuq5JzlTqWlVeFxHPizGaid5gLdZwNmHGyV9Xr6C5qmIpzKfDYxLn7xsK98w/3ft8MnFQQPQspgo+ROaRJJUXCRX/eFMmUDea6fHOs91Q9yki3aCAydQ+Ggk+qcYmlTZWZQh2i7wW5vY7cnlZRupzjXuPNVsyVes40Zpzs5zPKLHg/XsrCryIrFBFW0QtexfLLkSJiaVINVKjvVyH5VH2q9giK7ltqvCSFXu5zVcmnKO5CIfp285J8tGRfEznWfZE2779ME8St2lg5ECegHFmhSg8iJ5+i8YsyCz0cgM4ZNI4N+sYGjWNEX2bJh2E5g/Gx32Gasjixc1UIuMm0ZeGzEe169vloyb4HVJFzyiSenD9siuhixJSqbypOisDr1DOMHyPuontXp6wqRB9DjgVfpbEsI/peLe+cMqqGz1XSnKv1HjRasu8RKamlyLKv8ucs0uj976oEXxY/x7Mo1lOJkVXKSo9Z+lVJuimSD38XldfL+VScfjQI89WaDzGX6z5ItGTfMGIEGCKX8HMGXWPlh2XnWPQ55Va1BsO6xHo6RXGrkn2VdK4esd+xMmK/c1B2v3u1yJsg9LlMlq2Mk4+W7BtASpKIxSmzcF1YUZpY+e67F5Ivq2ssbW688HfuAGuqnPB3mUVfx9umyv2r2jD2S3ap2yDPZcyHaxgEWrJvCCnCj1mzRWSaSkMkfspy7pcFV0ZWVSSgovzLiDt2T6pY9EVlF4XXJc1BWON1nvl8IMnWGycfLdk3iCILP0b0RQO2RQO9fjwix028xHVIpirJh9dX1GgVNZSpxiFXmqkjV5WV0yuh99p41Amfq5hv19MvtGTfMHIJ30dqsLKI3FJlh2hicpCfd6rs2DWU5Ze6rhRxD6LHknMul2yLzjWVZiHKNj5azT4fLdn3AWWED+XWfa7s45fho8jKznXVLCsjPJfyQ0+VnSKqMummqA51zjnk1L/uverlHverRzBfMF+vq2m0ZN8npMgvZeWnfvdSvkNdcq8bv5e8csqKNZ5NoGn5q0p+LcnXQ2vZ56Ml+z4iZo0WWfmp33XIP8dKrYOw0YqVV5QuFb9OHXMajpxycqWupsi3bvomJaH5hHaANg8t2fcZZYQfHpdZ93WIqWndvok0OQRV5Aff6yBlVfRSXq/EXyffhUDy0Fr2VdCS/QBQZGHGSD5MU0W2yPUM6TV9HQ09pwGaCYmp7FpypZm6On1R/NaaL8dCu966aMl+QEjJH0Xafup3TjkOVa36qlZoUWNVlG/semJxYg1eLH4vvaAU6pJ8Wfxe0rckPxWtZZ+PluwHjBwrP4yXknaqzgItQl1iLCP5KnWoU25R/qnwXCu+alhVVK13S/RxLORrr4KW7GcAKdmgyMovOg5Rh7iLGpGccop6LinkNlaDaEiaJPle4rREXx0L/fpzMSvIXkROxWwqLpjNxNep6oe887cD13pJLlbVt3nnX4/dbBz4oqq+jwRE5KnAuzD7Wf8GOEVVxxq6lGwUET6krfxUnFgeDv2ScmINRD96EnUakrL8ehlv6BVNyTY55+c72uUS8jEryB54KXCkqq4XkQOBa0Tkp3Y7QoDzVHVtLKGIHA28DDjUBl0lIr+O7eIuIquBLwKPU9XrRORs4B+BNzZ7OXkoIp0cgs8l9Vy9vxfkEKhDL5JRk55FvS5zkMq3l/P9ymu+otXs89HP978KXqyq6wFU9XrgLuCAzLSnAOeo6pi10D8PvDwR94XA1XbfW4BPAC8VkUW1a94jmvQ+6WSc7ydy8m9i0LTsOqvmFf4eNOqU2xJcF53Mz0LHrCB7Vb3a/RaR5wBbgP/xojxYRM4VkYtFZJ2IrPLOHcZUiefXwKMTRcXirgT+pIfq9w396NqH5DabX4RB1Ws26uGz9ZnMRrRkn4fZIuMgIg8D/hPYDXi+qm7yTv8KeC1wD/Be4FwReYyqKrAGuNuLuwnYO1HMGuCWIC42/m+C+pwMnGwPdwC/rHI9VRD5I64CNiTONY3JsgaAtqy5V94gy3pQjTTfxdQxB4N8RrMOs4bsVfUXwCEi8ggMmT/TafaqepKLJyKnAZuBxwA/dcmrFBUJk0h91gHrbJmXq2qqt9A4BlleW9bcKmvQ5Q26rKppVPXoftRlPmJGZBwRWSsiF9rPWv+cql4JfAd4TSytqm4FNgL726D1GCnGYSXwx0TRsbguvEWLFi3mLWaE7FX1LFU9XFUPB75ldXofWzFyDiLyZBGZtCxEZAS4F3CbDbqMqd2/Q2xYDLG4m4Ab6l1JixYtWswNzIYB2t2Bt4vIMph0jzwOON+e3w94hYg4qeVU4Ld0JZwzgRNEZFRERjEeN2favIZF5Psi4gj+HOBPrXsnwEnAJ1S1zFV3XS8XWAODLK8ta26VNejy5mtZCw5ixjhnsAKGoN8KPBUYx0grXwNOV9WOiOwHnAYchNHW7wFe47lPJidV2bx/Bxzn9P9gUtV1wMkzMamqRYsWLQaJGSf7Fi1atGjRf8wGGadFixYtWvQZC4bsReRUETnfavi/sOvxuHO3e95BF4rIPwVpXy8iV9hP4dIKIvI0EblZRDbbfC8Rkad45/cQkU/YCWI/F5HzRGTYnjtWRP7H1vFnIhL1SIrU+woR2S4i3/TOrRWRq4LrulNEji84//iCsg4VkZ+IyI9E5FsispeIPFhELrDXcqWIvDmn7EjeZwVxLxSR5UXXbtON2rSXiMjlInJUQdzsZ+iliV5fg9f4RBG5IfRIa/LZichiEXmfiNxtPxtF5NlBnCb/k5tF5C772SIi5wXnm3zXnioil9nnf7YY2bZFCqq6ID7Az4G97e8DMesnPcYen1WQ7mjMrNtR+7kWeHoi7mqMW+gtwB7A2cCXMDOC72vjfNulxzS2XwdG7PENwCPs732AO4FnFdTtLODZmIHnK4C13rkXAo/3jhcD/wfsZo/XAodn3rsR4CbgCHv8TuC/gEuBf7Zhe9lrP7qs7Nh11Hym7wbOtr8PsuWv6eUZBumi15dzf8uuMfXc+vDs3H/9Gfb4s/b4vl6cJv+TG0m8Z3141zYAB9njs4H31fkfLZTPgrHsqb/+TtW1d34J/L2q3o1Ze+dIYAx4nIg8ClitdpE2Ve2o6nGqOm7Tf1jNPANU9XbgAiBprVpcpqovxAxcT0JVz1HVi72gp2FWC92acc0hjgF2qeoF9vgTwPHAQ4Cf2PLuBK7HEEOTZUchIkOYBfQ+acu/DrgSeFEkepVn6CN6ffa412uMPreG8vbxZ8BGVf22Pf57YBGGWOnDf/KHNd8zmOPrXM12LBiy1+L1d5pce+eXqvpZL+5KjJXyR+ApwI0i8iER+bGVQx7q1fH9QX4uXQoPBj4uIhdjLNsi6eNEjFXn4xQRuch2p19ZkHbKPVDVW4BtwOXAsQAi8gAMOf40kj5W9hSIyJki8kP7HI4oimvxAIy1nfNsqjxDH98h7/qg4jVirN5c9PLsDsY8J4ff2+897XfT/8l9vHfpe5j/yYJf52o2YMGQPZj1d0Tk18C/AS/Q7vo7vwL+EngCZp2dc0Um/fqrrr0TxgW4A/gBxsI5HjhfVR+HWQvoAhHZPVLXFZg/9KcLLsmv9wTwOq/efl7LbV7ne8F3YF7Cw4HnA68Wbxyj5LrctX0OOEhEfouRI16nqt/PKDvENcAnVfUJwDswE+0OLYjv6gR5z6bKM/TxN5RcH/T1Gvvx7J4E7LR5QH/+k+/ENCaPwUyQvDs43893Lee5LkgsKLJX1V+o6iGYSVvfEJHH2PCTVHWzqirGp/+RmD/qZNIqxXi/l9jvd6lqxx7frKpft+V+DjO34NhIPu/BzDW4qeB6/HrfiHlxHxOJejzwdVXd5aU9V1U/rQbrgQ8BRRZi7B78LfATVX0g8HBMY/PIsrIj1/EeVb3M/r4MY1GfUlCXonpNa+wS8XLwVcqvD/p7jY09OzuA+S8YXd2hH//JS+x7djSm97k2ON+Pd80h9fwXPBYU2Ttowfo72tDaO9Za+ZQNd/rrXXQtKodbgX39ADErbu5U1Q+XXYuHDkaa2j9y7kSMFV6EmxNpYfo9AGO5PQT4AExKO99j+kYwOWVXqYtfJ5j+bGLrHGU9Q5m6ZtMrMBP9PgCF1wcZ1yjT14PKucasvMO8/LIwg6or7f9xHfB+zFIk7j719J+MXNckVPUnmPGql8Qq3dS75sV14S0iWBBkL8ZNMLr+jvRv7Z0zgD9gupc3i5kJfBXTu5mrvbIQ4xZ3BMZqRrpLO4TXNKXeGItmNz8vG28NxkPlqiD8TUGWa8K0ietCRO6H0W7BSAJ4v1eUlR25lip1cfgthihynk3WM9Spazb92AYnr8/WPesaMR4qh9vPWWRcY91nF1zHJzHXfgbGu+gSYBlwu41+FT38J4OyNvl1s+/SEro9i3adq5mEzgKXoH5/MPLGVcAye7waYw29GtPF/CTd2cSvx6xtv9geH40Z/HHuYNfQdVMbBr4PPMge741xB3sv8EHMoNoHMH/E0zDrAN2BdZvDvEAbgJX2+IkYb4e9MIOty7Guhfb8l4An2d9hvW/ANC6Lg2v/W+BNkXtygZfXMszA4z8kylqCcb10x/8AfAUz2PdKG7a7rcPrM8o+Efg37/h2uu5698dosU/KeK7vBj5tfx+IcQvcByMdnA8sKnuGBXkvKbu+Jq4RuJDA9bIPz+4u+7yWA/8MnAec5l1XU//JN9hn4N6zd2AayNck/rNNvGsH2uNP07peFr8vM12BgVyk+eP8I8aN7iKMz/1pmJ7Nfhi55WLgR/ZFOChI/3rMAN0VwBuDfG9jqh/xX2MsmfBzmj3/GIx19SNbl8O8tLdG0l3onb8aeI797ep9JYY4dmKs3a8Gdb8E2DdyT56BIcQLMFbSu7G+1WFZ9vgR9v5dDHzLvvyPxgw8/9DW433AcEbZbwC+ERy7+3E5xk0297meZcu5HDjKhj/W3svRsmdYkn/h9fV4jW/HEP0mjFfJVyN59PzsMF5ayf9jw//JAzFG1Wb7n9yMGU8YCv6zTb1rT7XXfwnwGf95t5/pn3ZtnBYtWrRYAFgQmn2LFi1aLHS0ZN+iRYsWCwAt2bdo0aLFAkBL9i1atGixANCSfYsWLVosALRk36JFixYLAC3Zt2jRosUCQEv2LVq0aLEA0JJ9CwBE5EgxW92pXSf9ByJyvYh8VkR2y0j/DjFbzp1Ws/z/FpHD66QtyLPSNYnIiSKyya7ZkpP/HiJyRpN19vI+QETeImaTlhYtekb7R2oBgKp+D3itPXyKqj4RM43+KOIrPYbpT8dMf89CZJXEF2Cm6jeGGtf0LMwWgE8ry9uuIvklzJozjUNVb7Q//74f+bdYeGjJvkUSqnoXZl2YnF2dei3LrXHe73Ki1yQiewC7MOv+PD8jq+cCHVX9cWnM+vgA8BoRuU8fy2ixQNCSfYsyDNPdyg4ReaCI/I+VRX4oIo+LJbKyzvft59s+YYnIu4BDgbdYC/8fnAQkIiMicrWIbBeRT9v4rxORDSLygSp1yL0mi2dhrPQvAM8SkSXTUk3F8zGLpLlrequInOkd30tEdtoNQ5L3Q0SGROSjYrbp+4GIfMJJTGr2Yf0ZEC7P3aJFZbRk3yIJuwa/YFYMRUSGgW8DX1TVJwGvAr4pkS3sMMvqPkVVnwx8GbPLEQCq+neY1RHfrWYt9HdiJSA1G127PWjfbr8/iNnI+rUV61B6TR6eZvM9F2PhH1OS1SOB33nHD7PX5HAo8BtL2JC+H0cDB6jq463MtBdmCW6HG2xZLVr0hJbsW8Rwvohchll693uqeqsN/zPggdjNr9Vs4n4rZsndELdg9jL9AUY3f1Ru4ap6J/Bd4MU26Gi64wFV6pBzTYjISmCLqo7ZxuYrmH1Si7AGuMc7jpH9z73j1P24C3iYHUweAk7A7LXgcA/d/XZbtKiNluxbxPAUVT0Msxb5+0TE7WS0L2Y98+9Jd9u7JcAefmK7k9GXMOuRPxFDbssq1uEzwF/Z38/HbISdXYcK1wRmT+I/9/I7DHiGiCwtyE/o7sA0gmmArvbO/ymW/Ivuh5qt+04G3ozZIOYNTN1HVWnf0xYNYHimK9BiVuOdmP1DT8HIHrdg9iE93EWw+nInSPcIYLPaDbYxHi5V8W3g4yJyFICqbrLhuXVIIbwmMBLOo1R1p81vBLP36dMxkksM6zG7PIHZGetWVd1m0wtwOHCOPZ+8H3Zg+EJV/W8ReSCmB3MrZucl6O4k1aJFT2gthhZJWPL6d+AVIrIYs/3dzSJyPExq+F/H7Ibk4wbgXiLiwo+OZH8PsExEDhSR90XKHsdY858G/ss7lVuHrGsSkXsBE47ovbL/m2KvnKvpbpT9cGBvO3C8FNOI7A/caM8X3Y9nYyx7VPW3mIHjRd75A5jaY2jRoh5mequs9jM7PsCRGNlBMf7uh9jwPTBbzF0OPB4jV5xn4/wQOMnGewdmn9Ubgb/BEN6NwDeAjwFjwGe88p6N2X/0UozP+2RaL86fYSzocCvAaB1qXNOVwARmoPXpXrqnY7Z4HAM+ksj7xcDX7e/3YnoAt2Cs8jfb3/5erdH7gdk0+zuY/VUvBT6B3WIQ0wO4AzOAO+P/kfYztz/ttoQtWtSAiCzC7CH7SgzZf0JVG51gJSKvxBD9m5rMt8XCRCvjtGhRA6q6C3gexvXzYcA1TeYvIvtjpKC3Nplvi4WL1rJv0aIHWM3/DmA39XT/Fi1mG1qyb9GiRYsFgFbGadGiRYsFgJbsW7Ro0WIBoCX7Fi1atFgAaMm+RYsWLRYAWrJv0aJFiwWAluxbtGjRYgGgJfsWLVq0WAD4/wHM4fJoASzF0wAAAABJRU5ErkJggg==\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==============================\n", - "Imager run 4 \n", - "Imaging . . .\n", - "time: 9.574296 s\n", - "J: 0.116260\n", - "chi2_cphase : 1.28 chi2_logcamp : 0.36 chi2_vis : 0.94 \n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n", - "==============================\n" - ] - }, - { - "data": { - "image/png": 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13LaWfS5asp9lqErOdch8NnjElKFqGZv2wW8SuflUkb+qEHmY9vwj/NYbJwezguxFZDHwMsxShAIsAd6iqufa87tgVns5ALOE4V+BJ6nquIgcgZlNbhizwtUpqvrhgrxuBK72Dl2oqm9p+prqoCkdfhAk1pT7ZRNEMlvJqMm+kLoST+r4/CH81rLPxawge+BOmNngDlTVW0XkUOA7InIPVb0B+BLwCVU9U0SGgNPpfgsfBJ6hqpeJyF7Ab0XkT6r6nUReZ6vq+v5eTjU0JdvMBo8bH0UdlHjnikaP5ubRb6Supdf72Ql+q6CqG+X8JfzZW7LZhNnSot8KvE1VbwVQ1XOAUeDhIvIgYA+3rqyqdlT1SFUds3E/pqqX2XM3AucBva4oMyvQNNE3hRzPmireNTnePKl8BolBEn3usy+rSMvKnArTz473ZuEs+5xtYWNWPD9VvUlVv+D27cLiSzDzPz8W+KOIfEREfioi3xOR+3hxPxgkN2LjpXBPETlLRC4UkQ0isrbBS6mE1EdF4njqWC/eITlxwi2Fup9ULM4gPtMq6adIM/fexPKug7rPMNzPqbjmDuG3ZJ+D2fns4NHAn4AfAfsBRwHnqurDga8C54nIqjCSiKwGDgI+V5D2b4F/xqw1eStwlq1cBoompJsqD6/qg84lr7JPqakXbBDEn4uh4Dc8NxtlqJz3Z+4Sfkv2OZh1z01ERoB3AetVtQMsBa5T1W8DqOoXMes4HhGJ/l7gBFX9Uyp9VX2+qm6xq7u/HbN02EMi5ThWRC4RkUt6vKRpGCTRVyWfquGL0sghk6ZaAk2gDuHXSafMZz/smG3qI409l7L9sDxFx2YGbm6cnG1hY/Y8Myblmw3AB+2KMAC3AH8Lgt4A7B3EPRbYqaofy81PVW8Dbgb2jZzboKoPLlqNvg4GTfRV0E+ZJ4fo+2WLNZleTn9FKv/cNKqE60UOCkm+KO/ZS/itZp+L2fG8ujgJ+IWqfl1ElorIPsDlwJ5BuD2Av7gdEXkqcAh2fUcRuXsscRF5jIg82NtfAuzqp9VPFBFhk0Rfxxrs54tQRvR1PsV+fLq9yi+pyqssryLSLcqjKO3UlluOnLLkhuk/WrLPwex4VoCIvB7jCnqKiKwE7gY8H/gOsEpEDrbhDsH42p9h9x8FvAJ4ObDCxn2Ll+7XROTRdncf4CWeRn888Hvg5329uAJUsYRz0mqiA68ucglmkKhjUVdJO0YldaklRbw5FUssXup8EalXOZebZ//Rkn0OZoWfvYjsD7zH7h7vnXqHqm61A6c+LCITGPHtcFXdbMN8GbgjsMmLd4H3/wDAedz8EHgU8GNL+FuBI1R1Z5PXE0MVK73ORzUTH1wTec5kB2XOuRCdkvBNSk9DTK9EilC1b6aowqhzbmbQDqrKxawge1W9BjNyNnX+F8BDE+fuVJL2/bz/12FaCwNFExJNL2QVnu/V2u2V5HM/zSYqk35Yo71a7WEaHe+3zKJPHS+ywHOIOyTx3HNFxwaDdvGSXMwKsp/P6LUzriqR95JXeL6MVGLHqn7wM0ESg24F5RB9GYrItormX4Twuc8dwm8t+xy0ZN9H5BJ4k3JOrwiJo0npoCiNMl26yX6FfiA33TKiL5OJivIr6whPpVNE2nOD8Fuyz0FL9gNGL5Z+vy3SVJ5Fn5JPTjFvlFjadUgilwR7Qd0WSj86fmMGQb8orcrzyCH8waLV7HPRkn2fUFennwmSr5JHjIhy3RBn3muj2XIMWvdvIo9UhVYm3VUh+MFXAC3Z52A2fH/zDnOJ6GOueGUo+7SqdCw2mW+VdHqRp+rcszDdOh3uVeLk9LdU9d5J7c+UgWIwuEFVIrJYRF4pIueLyAUi8jMReWxJnGNE5FI7Gv+kmZiaxaG17BtGE543VcKE4TqRY3XSLENdC7mXT64fcomfbnhNRR2h/UJO53nVyraskujFC6cIg7PwB+aNUzYV+xTYCRtPAu6DGal/LvBSIHuUf5NoLfsZQB0rf6hgi4XLzbcMVT/WfurKM4HUfe41Tf+3qfRi+1Xej6p5lVn3g8FAp0tITsWeCP8C4L9VdZOd5+uzwIubKEgdtGTfIOaLVJPzeQzyxZlLL2kuvfiEX6VCqTJGISTjOuTci9RTNX59DIbsS6Zij+Egpq6KdyVwbxFZ1nNhaqCVcRrCTBN9k/LMIPKZj8i9d022furKgb3IMbNLzqnkjbM2mMV2g6pu6CFzfyr2GNZhplF32IwZPLoWuL6HfGuhJfsZRFNyyyBaBoNAUxp5TmdlLGw/vWsGrff32jcyt1wxs3Pc1NQstpGp2FPQWPQmylAVraHWAOpq8L2kX5Z3P7TmQaBfGnmRrFElvyqCQK/afKpPpux/WZ5lA7tS8ZvS+ptFc5q9XcFuW2L7gRcuNhV7DBuBNd7+GlvgopX0+obWsu8RdZrRg7boe7W2cj1v5oK3c11vlxzLvV/yTFmLp0ymqesKW3RN/rmZt+6b8cZR1cMzg06Zih1YZ+fdCnExcA9v/17Ab1X19h6LWgtzzfCbE6hiiRdZsk161vSjQ242omqLqY51X5ZeP1pUM/Vc6rZIB9dZO9jFSwqmYkdE1orIj0VkNxv808A/icjuIjIErAdObqQgNTDXv+0ZRd3OsbJzZSQ/Ew+taUstJMamyLbfGMT9r1LB1+187cfzbDJcNQxsUJWbiv14jBvmVsya1g7LMFOqLwdQ1d8ArwF+gFkz43Lg4z0XpCZaGacm6ljcMY21lwqjaodcTvO66HyRnFPVOyP3XO519Yp+drC6+1blWlL3oUo5cqSfJjtyc+WcZmWewc2NkzEV+/WYVfT8Y18CvtTnomWhJfs+oqwzra5Ek7LwcrX1XhDLo5+fWhEpzdZmaYyYe620cgmy6rNogvTL0u8/4c+F3qKZR0v2NdCUjl4nXh1ZKAdNfi5lVmidSqmuTFC3pZKbT1FHaFn6qQo6ZgxUaR2E6fSCqp24sTL2l/DbxUtyMauMIxE5SESuFZH13rH1InK5nXzIbTeJyFEF5x9RkMeBdgKjn4jI90Rk9yplzCX6ula9O1emaefo3DkPt1c1M0ZwOWk312VmUNTJ3TRyiL5qWuH+ID/MmdLvXdjer3VwHbRzGbPGsheRpwLPYOqIM4Ax4OWqeqENtxi4Bvi+F+aVqnp+Rh5LMAuYr1fV80TkHZje8WeUxR3Ux9eLhBML12xz2aBqerlaf11dOeee9aPlktofNPzrq3qtTbiU5ljzZenUf0btfPa5mDVkD1ysqt8SkfP9g6p6WhDuCcCFqnpbjTwOByZU9Ty7/2ngjyKyh6rWHuhQZNU3iX5JOCFSFUevaTYpmfjH66LIk6Vu2qnrrKrfh2mm4sUq9ab1/arE3Wu86mjJPgezRsZR1T9nBj0G+EJw7Dg7v/T5IvLSgrhTJiayvefbgQdWKqyHft7AlIRTBXWJpZc0mkDTkkyRJOaQK0EVxQnz9H/D4znp1tXoi/KoI2rUaXH2Eq4aWhknB7PJsi+FHcRwEPAc7/DfMH6sp2Dcns4XkUWq+pFIEuHERGAmJ9ozktexwLFVy5ir3ddFL54wg3jdY+XLue5ZY3UEqNIiaboFVNYnkCvpFaVRF7kdsf2z5h1aGScX2WQvInsBT8NYweswz/FvwBXANxPDhZvGUcC3VXXCHVDVs7zzG0XkI8ArgBjZQ+bERHY2vA0AIhKL0xhBhR94brr9eMVTH2ddGaaO9JTjwZKTZ1P3pxfvoUFUYmXX29R9GJR+XwmqMN564+Qg610UkTcDvwKehJE9rgAuw4wgOwT4hYi8R0QW9augFscAXywJcx2wb+JcODERdn9j1YLkyAy5ZJbTeTlINOMhUZx2E5JM6lzsfxnK7nXqfJ3ryJF+clH27vTyDpU9p6JnUPaON/p+dTp52wJHqWVv54IYB/ZR1R2JMMPAi4B3Am9stITdPNZhJhy6PDj+OlU90Tu0DvhLIpmLgWd5ce+MGdpcNHNdLaRe7qovfcqqnGuv7iCkkCp5NKlZl0knvXTOlqGXju8ihJVmqvO36NrLwjbSAlNgYq59DTODnPfkK6r63hTRA6jquKp+AvhEc0WbhmcBoWcOwOEi8mgAEVkOHIfXgSsiX3PngbOAYW//+cDpVT1xqnYepsLnWvR1Og7L0kwdS6EpEo51lDZl7dcN1wRVFPWlFHURVrGOU/DT7se1NJlW1W+hHNpa9pkotexV9U/uv11Oaw9Vvc7O4vZcYBHweUv4tXV7EXkQZurQA4E3iMiTVfUoL8jRwNMjUU8C3mbLsxKzqO+7vfMHYFaGQVV3iMiRwMdFZAK4BTMTXTZ6aWZX0XFDF8AiC66Oddfkq1/krlhXVumXNdyL/l6WbtGxXuSe3OsPw9e5b730y+Ra+I2jcO2QFg5VvXE+DOwmIkcDrwX+Ffgz8FBqeK74sIsAHFxw/qGJ42cAZxTEu1+wfxnwsKrlq2K5N2kZlXXedgrOpdJrEqEF28S1l93PquRXdDy3s9ffL2p5lZUl9z3KqTzqPsui1k3RO1aWd1G8IimoJ6i2VnsmqpL93VX1YLtSy7HAwar6fyLy8z6UbV6haV21jsvlXPgkcu5TzJLstzaeSrff9zT17HL6clIaeU6eZWFzCLuKnl8bSuuNk4mqZO/egccC16jq/9n9rc0VaW6hyAptUnbJQV8sJ+p3TkL+tebetyI0Tbw5nedNp9d0n0Lda/DLkmPJ55B6f+Sc1rLPRVWy/42InAncFzjWavjHAqONl2yeoy7hV5EM/P9VP4d+6L25FmOK8HyymG2fd5kFXdWqnm3XV1amokqqqLLo+Tpbb5xsVCX7lwGHAbeo6kUishozAvX/NV2wuYAqZJ3SQnPIryzdVNhBEWNVT6RUmKHgv4NPgP1oteRYt7Fzsf+9EH1Z2mGaqfep1z6NFKrKZLGypKSl+s+0texzUYnsVVUx7otufwtwqoicQkWvlrmOJj5qSBNKv6z+QaKuVNULkdWpDOoSfiydov1U+lXCu3Bhpdh0hdiEZt9kfoWYh2TfjxkLKt1jEdlLRD4vIr8RkT+4DXhm1YznMpoi515RVdIZBIaIk3VKnimL55/Pybcsr7J8YsipYOpY71U7e8Oy5/RzlKVX5Xgv6LWsSajCxHjeNkfQrxkLqso4G4BvYjT75wGLMdMGL6+YzpxElZe0SHfOOV7mqjdIEi+ybnuVcKrkVZZ2SvqpW5Z+ocqzS7UWwgqmqU7QFCk37YXUaMtgHln2/ZyxoCrZL1fVU0Xk+ap6gT32PyLyrYrpzCkIzZBaUbh+eGJUKUuVzrc6/Qxl2mxIyjFyKdKvq5SlCeSQ1SDcMquSZkozj4UritcEmumgnXea/Vf8gawxqOo48AkR2adKwnW/hY6IPBBARP4BuH/NdOY8mpR0OhSTWipsGYGG6JcMFVqbMckkpcf7/2NbUZ6xvJok+TJJaCYQdr6XdcbHZK4qrbWcTuOytPomf86j6RLKiB5ARJ5nw1bS7ata9heIyMuADwE/E5FbgV2Bd1VMZ16gystbR9PtZ/hcNKG1FskBBOf8TsayOP0g9jooa7X0C7nSSuwZpmSfmbiXPeWpzBkiz4GIvC0j2Hrgc1XTruqN8x/uv4jcBzOPzbV2CoIFjapWS8rveBCo4/LZVNl8Mi8j/qJjZeVp4vMfhJRRlF8MufmXPb+wP6PKsygKX9aP0Pw91PnmZ/8S4OySMCN1Eq5E9iKyRFXHAFT1d8Dv6mQ6H1Bk8dYlothHNRsQXmsTbooplGn3Iar0PZSlU1SZDCXCzQXEWkA572Auqc8onDfO/MHHfaM6BhF5a52Eq8o420Tkaoxb0OX294/Am1X1eXUKMBfRlFTTL+RaXTmWa4woioi4E5yv61mTS6i9VDA5EkZTfRkOdaQWH1UMglyZq2qfTy4GVjEOSMYRkcWYgaVHYvw2lgBvUdVzE+EPBk4GbvQOf1RVv5HKIyR6EVmBccHcBTgV2L+sMkihKtnviZFuDsR0yr4c2Acz8+WCRD8JPofIqrzmMS08p1VS1aotyqepz7Lo3tTpQOyHrJa6l0WEXSXPQRoXZc++yvNttBIYrDfOnYB/Aw5U1VtF5FDgOyJyD1W9IRHnPap6Sp3MRORhwHeBGzAVyxeBk0TkS6p6atX0qmr2m4Hz7eYK9E6mL+I9L5FjRQ0SdV7xqpZwaB3W/VBzOxN7QVXJx4+XS1Y5hNcUyiqGnHLU9axpopVTdq8aewcGR/Zbgbep6q0AqnqOiIwCDwe+3of83gM8RlV/LSLnqep2EfknzJodlcm+iffznZgFvuc1mmriN2nZ9hv98HaJuVKmrOrcfHMIMbeiHqJa3mWoklbVPIcSWw76UWnNWF/GgFwvVfUmVfVXwXNSTtFKd0eKyHki8mMReYsdEFUhS/21+28PjFPzVlftoP04Rqu/HLhCVUeBO7qC9BMick/g45hRuyuwyyWKyHrglZgJ2RzuC7xIVU+PpHMKsF9w+Emquq1KeWIdg/2w7vuVbj/RiwZfJ3wVz6JU2XItzSrhmkBuxzHkVXp1NP9U3LLjYVp9cUDQSt44a0XkEm9/g6pu6CH3RwN/An6UOH8r8DPManojmEWWdgVenZn+DhH5V4x8A4CIPJWaswxX1ez/jJmb4RXAXUXkBoyO/31biKuA36nqRJ3ClOBU4BxVfbOI7A78TkR+BYwBL1fVC2GyE+Ua4PuphFT14F4KUkUrbuKFbtJiqqIPx/ze60glRbJB1c7csrxDF7/U9cbCFqUL5eHrlL9uB3bZsV68korO5UhAqXN96bBVrbJ4ySZVfXAT2YrICGZ80XrV+LqI1iXduaVvE5H3At8QkdfYSSXL8FLge8AnbZ5bgOuAJ9cpc1XNfnLwlCXVewL3w1rS9ncPavqBluDewAm2HDeJyO+AB6jqu4NwTwAuVNXbmsq4bLqEIhQRzqCbvXU7AqGeNZuTR8oXuw5yKhX/fw75pLxkqpSxqkZeVrGm5LUyzyJ3PFZ5V3lWRWUL8xkIGlqDVkTOAh6ZOP1TVX28DSeYecI+aJdTzcV1mHnE9gA2lgVW1d+LyH2BfwT2Bq4Hfp6qXMpQ1bL3C7ITMxvbFf5xEVlTN80SnAkcAZwhInfFkH9sEqBjKBldJiIn2/jbgBNV9byGyzqJKpbSoPKvSlR15IAcCz+s+OoQUFX00jkNzXoWxTq/Y+f9vJq4J71WrLnXnZJuGn/nG+qgVdXDM4OeBPxCVb8uIkuBdbGpC0TkFRipyMku6zBKxE05mYjIY61b50+D469T1RMzyzqJ0mctIu8Xkehi30G4e4vIx63HTj/wAmB/Efk9cCnwKlX9YVCGlcBBmN7qFK4CPqOqjwTeBnxPRA4MA4nIsSJyiYhc0vcOiYZRpbMu16ILt1zEwnYS58K0i/IKibCK1VkFRQScc49zy+UTfizdsrzK0g7TrduhW/Xe9mpslMK5Xg5obhw7K+UwcIrlm7sBz7fn1tqO2N1s8Adip3+30xEfD5xWQeb+hIjsGeT/FOB1dcqeY9mfAHxNRCYwHRF/wLggKbAK2Bd4BLAb/Z3X/nTgZ6p6iIjcGThHRC5R1V96YY4Cvl10M1X1vd7/i+0yi8dhhin74TZgmmosEpnC9zkdV1Wbxb2gjrXq/2/C2opZ6uH51PHY/WxCyslJK1d/DyWcOvcr1Y+QIt2yfMrKkmox+PHL8qnTR1Ml/UYwuEFV+2PcIcEQt8M77O8y4ACMVHMz8CngzXbispUY/f41FbIcBd4rIudjtPuPAo8CaknUpWRvV6M6TESejiHzF2GaI4LRna4AvoGpsfpy160nzuMwEg2qer2InAO8FjjaC3oM8PqKyV+HkXRqo5/yQ9mH0ivR5+aTg37JL7kVQhV5ISd8GVmWpVFWiaQs+FTcOtdcpO/3+szL+hlCuagv5FCtg7bHrPQaDO+lzl+P0ePd/k+Af+ohyweq6riIfBn4BPAd4F7AXeoklq3Z2yG+yWG+fcYS+7vTO7YTWO12RGQdRju7vCihiN61DvhLbkHKrMRcVCHwpsmzrPMuhdwyV/2o61ryVTuNyyq4MskhR8rwr6XM6g4llRyE6Ydlg+npFvU5VCXhsnczlldf7e75veD4eSKyEXgwcCzwROAxwP6YqWoqoWke6ReuxgwZPhpARFZh3I98zf5ZwGlhRBE5RkQ+4B16ldPBROQuwFOAL4Tx+ommLPVeUUW3LfuccvT8XrT+QUtede5JrNIqq0CqPu+iirpIk48965y8y2SmMEzu+9Tcez5YzX7AeDhmXp17q+oXVfVo4A5UVy+AHrxxBglV3SEiRwIfEJGjMfrXt4D/8oIdDTw9Ev0OmE4Uh/cD3xKRcczgrJd7q24Vot9EPBtq3pglVsdSd2nVTSM33SJUsZxDySGVd5F1X0TEqTh1UXZNdUi9qJVTVJGlpCW/j6Juv1YW+qMezwZ8RVVf5h9Q1U+IyH/WSWxOkD2Aql6C6ZxInY96DKnq+zEEH93PRVlztVcMiuhzdOimUNWSryNlpFCmVbv/OWk0hV4sej9OkQWdknncuZz0U/s5cfxjYX59kXTm2bKEIvIoVf2R3b0msZjJ5jpp90T21sd0vE8jZmc1mujY6sXrpF+Yyc8m5dHTxD1KkXyMkHLyLKowqpJsWT6hxZ0i+9j9C+Onyhu716l7EPMoCs/7x1Odto1hHpE98HoR+aWdvuXFxBcyGcjiJW/H+JT+s6r+DNMr/FUReZmbrqBFPgbZ7C9CjsU3yLLkSAhFKCKpKvmGacbIs0z+aAIhsYZafNV+khwvIf83vO6yCqGM5Bu9RwP0xhkEVPWJ3u5JVomYAhGp4r45iaqW/aHAfaw7Jqp6tYgcgtHPH12nAHMFdWSbOhZe+CH1i2RzSWAQZYmVoylCyEkrZd3not8EH0ozRa2PnM7/kHhTnjwEYXIJv6jC7ss7NE+9cRzR2+kZ1mLm9tFYBZCDqu/pmCN6r0A3M4BZL+caiiyeKnGaRuqzqFoRlYXL6RQtQlEncW7HpB+3aKuKfmr5ReeLiD7nWmJykP8/R8IKn2ssjZz4sa0WBjyCdpAQkd1E5EvA7RivnNtF5IveCN1KqHqPbxeR54jIkC3MkIg8B9heJ/P5iqpkVBYnFb7KR5OrRefkW1am3PBV8slNp0mvn9SxXr2VYuTt75fdx6otlTCvFNGn3p+i9Mq23DL3hHlK9piZfrdhBpTeB3g8hvg/XyexqjLOyzHDdj8tIrdg5ma+FjNBWQvqvdRNywappnlTSGmyueXJSbsXlMkyKXktJfmkiD78n1P2XuSYslZLrBwpK7wsryKkWgSxslV9V2ph/rperlNVn1uvAn4kIr+ok1jVKY7/YKfcfCgNTLk5V9GU9thPa6eJtMtIqEoesY++LK86+eSWIzyWY62XebUU5Rnq7kXlacLTy/8f++0wvVwpb6hUPsNMJ/uw0ul35/V866ANcIOILFfVSeXELkD+J2//eapaOMuvQx3Xy2XAnTGrnX8HM6/MrwtjzEM0KYc0/cHn5FnlXCxcTkegQ50Pvh/EELNCYyRf9Dyq9m2EHZpVLPpYJ2rV1kPst6yMsTA+HMn7ZO/K2AHGmU70fcM887MPsAm43E7WeAtmssnHA+d6/vfrKZnS3aGq62Wjq53PNfT6Aue4vM221zZFjqmypiznEL14wFTx1kmRbNF9TskPufnEjpeFr9MPEFaisdZDUeVSpzIJNXmf8H2iHyjmL9k/CeNnv8ZuAD/HzCCw0u5n+9xXtewbXe18rsBfqaqO3lkWJkb44W+vaKpfICSGMqu9iGAGhRjh5RB+zrFUPrF4RZa2n0aVyiyMW7SfEzdWtpgXjyP6kOxd+IE9X2U+k/3HVfU/igKIyFtzE6tK9tHVzkVk3t7tMpRZgLlyR5n00QtJ9kr04TWWlacJucjPry56Ib+q+ZTJM+Hxonsce6fqGhmpspS9l6kWZ2jZx669Squrd+KotOD4nEIZ0eeGcahK9o2udj6fEHtxc/XdIsKcCUs4Vg73P9eqr1PefnvspJ5PlXxj15xLdjn3KEb6RXFi1xBrFebcM99iLypLLqEXVW5lx7Mxvy37RlGV7F8CnMH01c5b18sKyPnIy7TxQaBIZgjP53zYuXJWLxVKUQsrJk3UdTtMnYsRYZE0UyYP1pEJY542ZUhZ6UX55KZb1j/T2/utMDFvvXEaRS+ul3digbpe9gNFH2YvhF+mwVZJw8VNkW4RseQQT45MVFUGSt27pl7YIkkjDJc6FovXCTaCc/0yAnKIPnxOZc+kr63S1rLPRmXXSzvD5U/6UJY5j5glWsXrpMiayyXKWJyUpVmEorixsCmSqyJtlZWrqFIp6zOpSo45ecTuTVWJIyad+C6MsTLkvGc5+YfeO6lrDt/LMqmpLN8w/d4wv1wvReSPGIeXs4BzVPXWptLOJns7LcIz6C4Eci3wDVX9YjrW/IBSzaMmdryssyyUMJqSF0KCrOoZlGO1xaxa/zpyvTRSXkg5LYcy1O0oD8PFCD/Xuo+lF269knYs/ToI38PccsVaImV59Ix5RPaYaREeBxyGWWz8rxjiP1tVL+0l4dJ3QUSGRcTp9BPAD4D/sac3iMgZIrKol0L0ChEZEZFTROQiEblERB5fEPbVInKp3V7bVBnKOsJSFnKKFKsg/KiLiCeHOGPxQzc7/9gwZtDFkmA/FicmXcTOhdeVuj4f4b2sQjy5SJXHH2jkX3tqC+9XOBo1t3Pf/caeV5nVXoay97Gqld5LZZ2EWm+cnG0OQFW3qeq3VfXFqno34EWYucfeLSJ/EpHPi8izRWT3qmnnWPb/D1gE3FVV/+afEJE7AJ8FXgW8r2rmDeLtgKjqQ0Vkf+AiEblnpLyHYW7egfbQ5SJypaqemZtRUYehf3wQr1aRxBL+r9u5VkQUIbGkyGqYqeQbK6dvzYcjMFPXFSOjKrJZXcRINiTzVPlicfHCpTaIP9Oid6AIRe9D6hnFkDpX1Nfg51/XwJma8Nwg8jpQ1aswc+J8UESWAYcAhwNvAw6oklYO2T8dOExVb4kU5K8icgxmlNeMkL2dgfOFwFG2TNeIyGXAc4CTguDHAaep6qiN+yXMajBZZJ8rBfSC3Nc25yMvIvyUxl8mSYQkXGSdFxEXQXhfp865l1XJIlZJ+PthpVOGkORDS72IrOsQfazcdYi+134L/1yq4i2rSGJxakMXjjeOqt4O/LfdKiOH7EdjRO8V4GYRub1O5g3hrsDuwNXesSuBB0fCHgR8OQj30tyMqljIRWGLrKamWgVlH37Mci4j+7ryUkpSCdP2P9nU5xsrQ6ri8n/Dc1UJP7bvyzYjdMneb6GELZqYzBJeO5STZqxcVWWVsjTL3qHwPtWRzxqxyeexZd8kcsi+Y1dKkaIwDZWnDtbZX7/XejNwr0TYMNyesURF5FjgWJh64U3KAjGJJNbUjSH2oaUIKrfSKbPqi8qSSjtWWcTSHwfGvHBFlnjZsZCsytLyz+W0kKBrwTuSHwGWAovt+Z32dzyIO2TDL7LbkBfWJ/3Ys0s9i/A6w/uQ0+rJefYpaSZl1ReRfmOEoaCddu2kHOSQ/aNJG1qzCeETT1VOWW+Gqm4ANgAsEqn8NpURbBmZ+hp2UR5lhO/yqlKesnKlyuCTTIfpnYR+nr51G5KFL+WUEX0ZGRZVVrGWRif4jRF9SsJZinnpFEPkO4O0/LiLmUr4ynSiLyp/ldZhrMUSK1PRO1AmAbrjVS37JjBIw15EjgeOxDzqPYANqvqRgvDHYPo0FbgAeI2qzkjtlEP2vwJeWXBegA82Upp62Gh/1yT+h2HXePtrgL83UYhcixyKZZKQ/KoSflGeqfC5Vl1OuqFVGabv9h1ROnJ0aYx7YXv5hsP8csiqKL7/m/KqcdfSwbithXm5+G5ivaXef3ftTu/3df8wfg7KKv06RB8SeVghjjN4oleFzkR5uAbxQuBQVd0oIncHrhKRn6vqtAVFROQ+mH7D+wA3Y/znXwp8LCcjEXmfqjbmMZhD9q9V1QuKAjTpwlgDv8fcyHvQJfh7Ee/EuNiGwwt3cVMFySH5cL/IgqqSbxGZl5Up15KvSzxl+YVNsJCky1omMQvdR0xmyL3PMcJPEaMj+p0Ysk/JW4uYWmHs8I6lWhPh/xiK+kTCMKGkFvOoCsP7/RCp8hRZ90XPsW4FocD4YMn+uaq6EUBVf2dX7NsPiK0e9QLgv1V1E4CIfBZ4HZlkD6wXkbtg/Oy/Hq7/XRWl36yq/k8TYfoFO1XDp4DnA9ja9kDgSyJyTxE51xsHcDJwtPXLHwGebY/1HTmWVBHp5qQd/vfzKwubo7X6xBDzJ89JczzYJjDkOE68Mgl//XLEzqWQa9nnPp/wOscxpD3GdKIP4/vEKnR1/qJypCqCsEzhM0r59IfbUPDfNx7CZxYSel3ppmrFG4W17HO2JqCqV7j/IvI0zBqxP0gEP4jpjiP3ti6UOXgvcDRwE3CyiHxBRJ5Ud1xTnZWqZiPejrkZF2Gu6WhVvVFE9sP4oi4GJlT1bBG5N93pHj6b62OfIr8cpJrUvSJG7O43RfJlln9KjimqrIos6xTJ+hJAaDGm0vGvwQ+Tsv5j+0UthLLKN2XJurKn7oV/7xZhCN7p9YsxlYM7nlPp57xPIXmHZQ3LF2sBxCpod6xKRdtvVNDs14rIJd7+Bts3Vwl2frCvAiuAZ6rq5kTQmEOIAGsx84oVQlXfb/9+G/i2HSz6OWCxiHwVOFVVL0nFDzEvyN76za+PHL8IM2Gbf+wkpvvfN47UB5kiDPebqyfH8qj7AYadkmGFELMYQ+svtO7CcwTnQr03RkBFZQ3jpML4x1LIsaJTSElDfjqO3F2azmvHN88miHsOFF1H0TvmP6uisqYqyFRLzA8XMwqK0A8tXxUqOONsUtWYS3bFPPXXwL1E5AHAWSLy5Jhm74JHjhV5NnYDiWzAGLLPAZ4L3BH4BvB5jLW/XkSOU9UX5aQ3L8h+tiDXGiuyfFNaZ2y/CumHRBsiRfQuTigL+GQYI4Mw7fCcLx2EebnjMd/zovKXIadPJWXVl5FimMYwXcvd97rxKwE/vibSipUxZln7v6E84/Jxnd/j3jH3G6bjtwJiHa8po6Xqc2iiAmjKG0dEzgIemTj9U1WdMg2Lql5m14d9BYaQQ8QcQpR8pxBH8v8DnAB8V1V3eOV9M3BZZlrVyd6ubv4kzILjpwL7e6tXLVikiL7IQs05FksrlAZy8y2SPMK0Y1ZuakqAHCkgJb3EyjrMVCIKLcowj16QI5uk4sTiu/+LMBa871Pvx4euNT/GdJmkLP9Y3qH27loUrg8hRuCxdB1Cfb4IRXJdP9HkDMeqenjReTsfzcGq+k3v8G2YhcBjiDmE/NaOhE3l8XhVdX0A1wKPVdVU5fAMzOwFWahE9gt9wfEUqsonsSZwTp9AjFSqlLFMr4+RfOzXlydi5S2yglP5+GF9gi/zua+C1H0Ow+ScDytA/5oEQ/RuwJUjer8971/nGF3CryLlpZ6X35LwWw2xjlZXlrDlGbZcisKG1xT+j6Hs3c+FKowPbhTQKuCtInKWXX97D4zP/YkAIrIW+BbwFFW9Gfg0cI6tJG7BSM1lDiHvFZGdmNfojcB9zZjWKVCb3ndV9Su5ha9q2S/IBcdjKJNSqqBJiz4WL6arpiz/mEXv5+tIw7fsU/pvqkwpqSFM3281VCGEmASTm0ZZhein78taoS7vvF9g6jiCDl2L3pHuqN1CEk4961iF4//6RD9BukKJPbvwPoX/Y623ojipeI1hsNPZ3wh8DzhXRMYwssxngY/b88swDiHLgZtV9Tci8hqMt04H+JEXNoX7Y/g0B1tF5EWq+rWcwFXJvl1wvCEUfQBFH3fsfFkaqfgpwo91UIYEEc5jE1p+qZaKT1DOJXAR0zVrf3BVDlLXW9SKKks7Fjcs/1K6g6MWBeEm6A6u8kfIOrLfgXE79YnYH0Wb0ubD//4xZwOGrYYysg+v2d+PyT2p1lhK+ikiiF6t+0ENqrKOIG+1W+z89ZhRtf6xLwFfqpDNBap6SFkgEVkOPBD4MNAXsm8XHI+gKaslh/xjYVIdZykCDAkizMuRmUs71jwPLe6iDzssR8yqDxuqua0Fv8URq8RiRN/L8wrLv5i0d5L7H8ozvmXvE3FIkLFKP9a6C++Ra0mUEX0KsWcZex6x662DXmWceTYP2gk5gVR1O3ChiOwoDWxRlexfimnGtAuOe6hDIGVN9KI4OWnHiCFs9rvj4QfsE3nKCiyyuqteg2/V+9ZhipxSlVT4G7Nay1DWIgolHF+6ge5AMTdYzO8cDcvirtUn4lRZYghbU+G1h/JNLI/c9MvOF70rZen3ivk0D5qqnpcTTkRWYkbW/ik37Upkr6q/bxccr49cOaXsIw8tupCgYlJMiuxj8WP/Y83yGOFXaZI7QhpiKsEXyQG59ya3LGWtnzCsv/mtkbCy8gnWH3Tl55O6zlhrxc8n9uuXzyFWcYZI3aOQyMM4YbjwfxmaIoz5tt64iLwfs9zrRSVB9wV+o6ovyU27qjfOB1T1VSzABcdzPsQcxAi4StzYr1+WsLOuTAJy8PXpmDwQawGUhQnlDP+Yky3CVkSRplxUKcaeTwyhrON+wy32YYRhlK4V3/H+h2TfScRPXWf4DFLvWoyEw1ZGjpVdRPjh84u9B71ybU/xFcZ3lgebQzgB+JqITGA6dP8AbMW8bqswJP//YdbweEaVhKvKOM8VkX0xvp1f7XVinvmKFDGGYXLIPrQIY811P49wrhM/nVh5UiTj5+cGOKVellRzP0X24RzvYfgyok+VPxdl1nzquYTn/Eor1ioJyTa8f0VEnJKgiizp0IOqyGIvuoexyqcofgy5lUCvFYUy72ScLcBhIvJ04JmYZVTXYRqSG4ErMKNoT6uqqFQl+3dhen8PAz4iZp73rwNnLQQpp6qVHIufIpWYVRyLE1rusfRDq77IWi4i1JDYwt/QC8dHmJf79d0q/Qok1mpxlUwZ0RcRU9FLGSP6lDuoH85dR2idjyf+x8oWK3/43sTuXywdV7aU9R1DbrlSla4ra9HzLypjY5h/HbQAqOo3MKTeGKpq9m7e+jOBM0XkUMzEPMPAXk0WbLahitxSFj+UClKE74d14WMzTfrhfH9v6C6g4bv1pT7EWGUSesn4A3RCd8FU2qEU4e/7x/2Rs7HWRFj5hDp0DiHGjoUVTQypFkjKio9VNGUWtDsWq/iLri0k4DKU3acUgcfC5X4X4TveFPErDHo++zmLqpr9ZzA+ps8F/gWzpN/XWOADqqrES8kGDrEP2R+840ZlujlX/PR8X2+nH7sVk/z0UxWKP5+Lm//Gped+/YFAQ0xdSjBFVC6PML+wcvHhW85hvA5TLf6UBQxTySWGWAvLR8z6hu51V/Urj1nNObJJFSklVrGmWlo55SxD0bXEyuSjZ9Kfp5a9Dzul8dOBRwC7Ytbv+AnwTVXNHj9cVcY5GngWZkTYW4AzVHV+dY+UIEYKsZe4UxA2Js2k8gqJfjldsl9M3Jp3ZDiKGbjj0tpJ1zIP83EDnBZjBgn586tAl+zH6BK9b1D5rQbf6g2tzlAuSU3a5Sz7ThA3TNdHkdwQholJYLG0wnsVXlPOJGEpyaOIHMvKUYYUwRe1PFJ555QtVZk4+JVuk3KOKoNevGQm8FngfzEqyq2YecmeYPefm5tIVbL/HXCInfdhwSFlmeTGjenSMUnHlzV8ondE7Ead+jMqOvIH8yGNYojaDfzxib7DVKJ2aY7YLZx6txP5D91JtkKNOyavuA89RvL+fC6uNRLeJ//epIgiVgFXJZYiq9p/Xu5Yru96zPwqItwiPdydj/36YYumRigi5VSePvwKLAzrH0tVok1ivlv2wF1U9V+DY78UkR9VSaQq2T84ZsmLyPNU9XMV05pTSBFJEcrkA/cbs3AdSTtJZYSpMxk60nFEvwoYWWLSHB+HxZ2uzBIOsQtJe7FNfwWm5QBdC367/e8qC3+gzgTTKyqh637o8o+Rvet7iLVM/IoovO9l33Uoi8XilckMKes31krIlTnK/vtlTZ3zzxcd81tWsdZHUSVSp2IsajHUrUxyMQNr0M4Efioin8coKluA1cDjgDJf/CkoJXsReZSquhrkjZEZ2MDM5tYXsheRe2ImD1qM4aOvqOp77bn1mMXQN3tR7gu8SFVPj6R1Cma9SB9PUtVtDRc7iSLydxauk1Ec2bv1SR0cmYoXd9KSGoLhYVg8ZuL5E3K5ysKN7nSW/iLMjR0BFg+DdmC0YyqJ7RjSd6TtE4fzePNJ3C267c9tMx6E83/dNbg+Br/1USSNhPcu/I2RSq4sEZN9/P0yqzuWZiydEDn9C2VISSt15aBUHqn7W1UaaqQ888j1MgZVfYOI3A94OHBnDN99UFV/VSWdHMv+9SLyS0uILyE+f/JIlUwr4lTgHFV9s50q9Hci8itVPRvDQS9X1QsBRGQxcA3w/VRiqnpwnUIUfYQplOnCsfBurhVfk4eude6TodPhJ8ONTZ3TxskhjvBHgEXDMDFu0hu18V2cCWDnuLmpWzDi4FbMhN2pBbT9OWKc1OQqhWGbh1/ecPFMvw8hJKfUZGhhnwdMJ/oyQs6xqsuIOkVUVSqYHBS9N6lrC637WNgpRkJJmkX5Ft2HWKXQpGYPC0LGcWvfXuEfE5F/UdXP56ZRSvaq+kRv9xOqekKQ4Yn0d5m/e2MnB1LVm0Tkd8ADgLNV9bQg7BOAC1X1tj6WpxJCUoI80nfwP1R/tKbDTrokC10vmnAGxSXAyAgsWQJjVqMJR39if518czvdTl5/yH94TcOY1sgKuu6TzltFiMsybg6ZsLWQskJDYvf7OsYjYaA6gcVQhdirnKtqOKTSDK/RJ9ccQu5VUy+6P6lrbLIyXAgyjojcK3YYOA6zRGEWqmr2BzN9VrYN2EVMKqaVizMxE62dISJ3xZD/GxNhj6FEThKRk20a24ATcyceKkJRszskphhZOrgP1HWKxOZBn/CODTF17dIpVj5d616wlYCVeDod83+o003Xz9fNr+6TfOzaXGthBDOR93K60xX74wH8Mvr5TDBV008RR2xcgR9nOBKnVxTp0EVxYv8dUn09ZYZArvThLOaqZJpTkeVWTjlWe5PPSlkQ3jgXYQZYhRr6vlUSySJ7EfkX+3cv77/Dcqaus9g0XgB8V0R+j1n+61Wq+sNIGVcCBxFfC9LhKuCHqnqxiBwEnCcij1DVyyPpHQscC/Hpd3M6ylJEnyL9FPn7U+L677X7v4OuVu7LMhKkPTwMYgl/eBhkbHqnqJvvpeOl4cjUXbfft+B78TjXzQmmWvS+Fr/T/vryTtGMj75MtNg770s8vZBLquL141ax3kOirULsdYi+SF5siuhT+eWSdl9VlgXgZ4/hrdeq6k3+Qbv+bTZyLfvn2d87eP8dtgJvqJJpRZwO/ExVDxGRO2OW+bpEVX8ZhDsK+LaqJut517Fr/19sb9ZxmL6IMOwGTKuFRWZaiMKPt0g79gk+Rvp+56YjtjA9R26pi3Nk6jxk/MFRIxhPHSfjuGXcJjqg49MX1fCJehHTJ/Ny5Xbk7jp3R7y8XZmwYfzFO5xlH1r0/n3zrXnnieSI3Y0KJoif0q+LrNKUjFGmd8dQZFEXVeq9kHUOclsGRefrkHxZ2Maub/6T/aGYrrMpCCT2UmSRvVs5RUTepapvqpJBVVgPm/V296sYF6NjbDmuF5FzgNdiBnj5OAZ4fcXsrsNIOj0hpif7/0NSj5G+I3l/FCtM/SDG6fqiQ9dd0Uk1Q3QJ3pdYVi2BlSth+XLTQTtsWbfTAbYb7xv3wYzb+C59Z6n7ZD9Ed51Vl48ruz8IK5RdhPiAqNj9cu6ZruPXH9Tl0osRfa427bcIUi2qooqkbn+Af639JMIUYdeJVyVOjoTUqIyzADT7piacrKTZ95vobR6nAKcAiMj97WHft38nxs90EiKyDlgXk2OCcK9T1RO9Q+uAv1QpX5GlGFrzZXp9aME6gnTyiMvPEZyz2v38fE8YtzlLe+WIIfiVK7tWPdgOWoxuv9geW2QTHh+H0VEY2d7V7mOrKLn8XZldhePgtHsXzv06t1G/EglbDY7o/ZHCYB78Ti+NopWXQiu6zMJ3YShJNwybQvicQqmoqq7upxXT0mPp5bR6wnRyZLFUGnWvqVfMV9dLETkhcWoH8GeMk8rfctOr2kGbKtQpqrq+ibQCXA3cgLHiPy4iq4AnA58Iwj0LCD1zEJFjgAfZOfgBXmXLulFE7gI8xaZXGWWdV0WafHjOt8p9ooOpHbKhZj/kxXMkvxJYvQRWrYZdVhuyXzpi/Od3jhu3y07HSDgjQ6YScBo+dMl+yRbzOzpq3izfNz+cotiV30lADsLUOXx8GWYJ3f6FkOxDovfjhWu2hqRcVBH7cOQfElSOVV+UTyxcSPx1iDCstIoqobCSqirjpNIPK8w6RF+3xZHCfFu8JMD+wFOBX2AWiroz8BDMaoFHYDjxadYNvRSVyF5E9gJOxCx0u9w7tRdd6aUxqOoOETkS+ICIHI3hsm8B/xUEPRozUVCIOwB38/bfD3xLRMYx3PhyVb2g13LmWI0unPsN46T0XOhasqGbpGstuM7SlcCaEVizBlavNr9LlhgiHx83Fr0j8PFxJr1z3K/D8LCVe+zvYo/d/VaGX3Z3Pepdgz/i11n/Pmm7qRH8ysP3+R9muudO2NKIkXzRvYQ4iYfkXiYLxZ55Tt9Ama6fiufvh4Tv76cqrFh+ZfnWIeYqLaFGOHr+LV7iYwh4lqp+yx0QkacAz1bVh9r1wN9DfOzTNFS17DcA38SMUn0exvA6nKnE3yhU9RLgUSVhHpo4/n4MwUf3q8AnldiHHpJOmXVTJBHAVE8Wn+x9f/cOXet5BFgxbEh+t93M7+rVhrB3jBly374dtm0zv52OIfKltgkx5Mk44+NTdXz/mlxl41rOTlpyv87Sd3r/sFehLBo3HcKO8N01xohlgqkDydzEbkXrqcYI36GIBCk4losioo6dy7GcY/FjZfSJHqZfY9F15LZQUqhqxeecqwLV+SvjYMYNhX2TZwBfsP+/CHwkN7GqZL9cVU8Vked7FvH/iMi3CmMtIOQ0kcP/Tu/2R5f6roo7MeTm3BY7dKUR3+Nm2UhXm3ebw/i4HR071iX0YUfmQ8YlE4zMM26lnlTz2B/16ncSOxnGXdviYbM5sgeQ8al9DaEPfjiWYLL8TCf5Mss6R6IJw/rH/UqoimxTtB/CJ/g6rZPY/1yiLytX1fO9SDm9YB7LOL/HeAp+1Dv2YnscYC1m/GMW6mr2HRF5oKr+UkT+Abh/aYx5ipz3rEjTdxbwUrr6tkt3J1MHODkZx+8YnZz6eMjo8yMjxmIf8jLVBHF3Ouac67CFrtwzPj49vCu3eL+uovI7ml3lsXTJVKKPpeH+w1R/fOhWAjCVdEMdnGC/jORDss+RX4qQIuYcyzzWnxP7jZW9F8KNlbcoXlN82jQvz3PN/oXA6SLyekzf5d4Ye+coe/4emPVFslCV7C8QkZcBHwJ+JiK3YibTf1fFdBYUQuvQkZXzvHHeN/6kZWBeZH/Di+9cHldiZrxcvdp0yq5cCSuWT/W+6XQMea9YbsjdafhgiHhoqGvJ7/SOO6IeH4KhcVjUMRWPf03+xG1LLMkv9voB/I7fTqcryYQt7w7T5/2BqZO9DXvnUsQakzI6FC++HVrXvjRShhRhFlUAYfo5lUSIIkLO5b5QNgrjNt0q6Asnz2PXS2tM3x14KHBH4K+YMUc77fkfYRYlz0JV18v/cP9F5N6YOWquBQ6sks58RY426kjL9zrxR6D6+mvo2eJIbgldkt8T2GMtrNvTaPXLl3e3ETs93diY+b/Y+tvvGOt65XSsZe+2RUPGwl7sSUAAO+35Yeudo165lmI7cj3Jxm0y1JWGxsa6UzD4kkxI/H5l6PvujwbhYqtZORQRfWjVlxF2VaSs817i5Fr2VdFPK34Q+Qx68RIROR44EvNa7gFsUNWobi4iBwMnAzd6hz9q15fNxX7AIcCdMNb9XzHrilRGKdmLyNtKgtyTPk5xPBeRkgh8YvFlHN/PPhw0JXTlkgmmavS7ALutMUS/557G+2b5cmPRh371bqqEZSNd/d5JOK7jdrKcnamk7dIYHbXHRmHc6f10PX58kvf7AXz4I33De+X3W/iDw9xUEK5SCKdK8Ak/V5t3ZY8h16oP48T2U5VJzKpOoQpR9lurbyq9JvMZsGX/QuBQ6759d+AqEfm5qv4iEf49duxQZYjIEcCXMJ2yf8LINpeIyHNV9btV08ux7FPTGvvo5xTHswpVPtIwfIx4/AFC7mE4wgs7MV2lsBxj1e82BHvtBfvsA2vXGilnyZKuhLJkibHcHUl3Osb6dtg5bix2F84nd0fgToYZHe3+73RMR6t2DKG7OKE2D3aw1rDpDHajd10l56Y98DV/6LYW3Ipc/pQNri8jXB4w9gvTCT+nE7SKjBNiKLGF5Yrtp44NCjkt01S41L2vkkcd6ODnxnmuqm40eevvROQWjPWdIvte8C7gKf5kjba18FGgL2T/cV++iUFEsjsJ5iKqeHaVVQa+xbkTQ2RuIjPfLx261r6vqCyiO4Bq9WpD8mvXdiUcR8iLhoHhYRaNj0/KNU6acaQ+Pg5jVr93ko87F5I9mMrBn1sn/MhcheGOL/IqArVunovHp8+I6e4LdCsCR/Yxcnb/Y4QcWvgxxEi+F3IPy+T/Dy37MgIsMyRmsjJwqHuv+lX2Qbpe2nnlARCRp2Fmz/1BQZQjrT/8MGadjfdUWCR8b+DHwbEL7fHKKCX7kOhFZAXwJIyKcCqwf1llMB+Q6swaKjhflJbnADOlE9bX7qE7VYDbX4Kx7Fdi9Hc3541vdQ8N0WXt4WGGh8fN1AjDXWt8siz2C3QtgUXDhqQd2UOX3H3ydqQ+0Qny9bJ2+36lsdz2F4RTMCzyfp21D93xBTsxlaLvflpkwfuo0wFahpTG7hP8MHGiz9XeY+9bEZrU8nPySe3nhmkCM+GNIyL3xczbtQJ4pqpuTgS9FfgZZvr3EYwcsyvw6sysLrdh3+sde5U9XhlVR9A+DNN8uAHDO18EThKRL6nqqXUKMFeRIvcUsfjxXKeh2/cHS7ltkbdBlwSXYOaOd4OmVnhkP0WKWWJ7Y4FFoztYNXI7IyPjjI4y6Z0zMd4l61Bzd3r/zvHuaFvoSkS+a6b/X4a6lUJYpuFh02cwsW3qdAd4v74l7AZeuXV03cpa4YCqMrLsBPux1kJMuknJLzFiD/cd2YdljPUnpIwGv0w51xtDqux1UZT3jPQTVJNx1orIJd7+Bju7bbUsVX8N3EtEHgCcJSJPjmn2qnoZcJnd3SYi7wW+ISKvUdWc9shLMdO7/xtmuoR9MLNfHlG1zFDd9fI9wGNU9dcicp6qbheRfwLOxVj5LTykOuncuxmb28VZrv68MG5zVv2uQ0a68TtlneUsS+ww2j33hL33hpFlMLYDxnayeHSUxaO3w+bNcPMtLP3LrZOjZX2t3ln+2jGdtzuHps6D7/cH+Ja9u1YnzfhTKbu+gqGhrnbvLF+fZN298OfwH6W70HnZBGj+vQ9JPhamLG4snP88h4NjqVZDSPIxAq9DxEUyVlH4uq2G1LE6lVETBrlWmy5hk6o+OHVSRM4CHpk4/VNVffzUvPUyO036KyheR8PhOswnvAewsSywql5l1+B2rpd/AX7uXC+roirZq63VwErZqjouIrNBSpw1KPvo3a9PdI7AltCVc9zcMc4zxVn1a9YYLt9zT9h9N1i8egSGFhkWXrkS9twD9rsLHHAALF3BpA/MxDhsvw3+8le47jpWDl/FzrGbGR7ueuwstxNfOO+bsTFL0ENTSR66vvPj3tPvdLqE784P26wdFg3FZQ6fxH33zNgUCSEZx17AIq28jFjLKojQio89c98q968pRvY570tRBVeVbOtWLmX55Ug6qWO1y9KQZq+qhxedt2tgH6yq3/QO34ZZVCkW/hWY1oPzGl6HeZ1vioW3cR6TOLUJQwGPFBFiCziVoSrZ77CdDV/0CvdUprtALyhU/XDC5nlIFi7MOIb01Tu/bMjw+W67Get+2cqhrni/ehdYuzvc8U4mwJIloDsNwXc6sHwFrNoF9hmG5cug02HX8StZuelWtm3ryjcTHWBbd2TtpNVuCX+x7aR1co4Mdcvuyzguri8D+a0Bf4rj0Pc+nMo4lG7CexWTbDqR3xT8cEUoIvsQKUu+qEXi5+Gn4//GzqX2i1CHcIvyG6RF76AwSNfLVcBbReQsq2rsgfG5PxFARNZiJmp8iqrejJkw8pnA50VkEXA8cFrRAkvAZzLKocBdqxa+Ktm/BNPJ8EkAEdmCaZrU0pDmEopIoJfmt09C4WyOTs5wKzWB8ZpZubLrhTMp3u99ZyPb7H0nWHYH4Db4+1/hxr/CjXbK6zveAfa6A+y+Du6826SYvvi669h1498mzfiJsQ47bPXt5tGBLtmDsdR3jE3vGPanR3BeQI7wHSbsZGj+/D+u89VfBN1v8eTc55D06xB+7H8sXEqic3n7/8tkp1Rl4eLnVhT9bl73UrH0DYN1vbwRM73wuSIyhlmO9bPAx+35ZcABGKnmZuBTwJtF5HkYn4rLgNcUZaCqd+lLyak+gvYPtif6HzHuP9cDP8doSv/XfPFmB8I1aMuQQzpFcR1BQFcScbNKun7X1atBVq7ous04nX7ZHsBy2LERfvMbuPZa+MsNJrG97wx3vSs88IGwy96wdg/Ye4vR9LdtnWTl8XG4fdRs/sRp/kflSzsOvgcPdEfNQjfuRGeqte68bWKd1O76i0g6vFexStRHjNBjzyNlqcfiFXFNEcmX5RlrGcwUwZblm1sB9aP8gyJ7K8e8lcR8NKp6PUaPd/s/Af5pMKUrR1XLHtsE+anbt82TD2Em1Z/3SFl0KeuuiOjLOvP8dNxI2+XLzRw4q1cDK1fAkqWGeZcvsweHgZvgyivZ+T8X8JvfwI03GpLdY+317L//9ewK8PARs6rJPvvAli3whz+gY8ZbZ9s22LoFbttmOmjd/Pcw1Vr3ffoXDXUXQnHhxsaMrLNzjMl5dybGDTnvoOtlM8ZUl8rw/sZINSS/8SBO2f2PyTGxZ+GnlfoNw8UQniur8N1vr0Sf0+qsS+RV0+1Hi2TQ0yXMZeRMl7AMs+brgzFLYf2Hqv7V6lPHYdyD+jaf/WxHFWkhFi9GOsPBf0f0IxirftVKWLxySbc3dXix2cRbwG/TJq69Fq6+GjZuNGT7d/v7sL/cYFh86SpYscYk2ukwOtoldzdXzk5vDh1fb4eubLNkqNt56/zvfZ3eQTtdoncrTjlXSn+dW/Bm0IzcT9fKcVZ9TDsvIvjU/Q7DuHTCyneIOOHH5KYqJB1LK0b0Ze9Uk2jKaO6X9DRgzX5OI8ey/yTweMxIrjtglsI6B7MIyFbMqlEf7bUgInIQ8GXgnf5cEnYB8lcCm73g9wVepKqnJ86/RVUvTORzIGZZww5GV1uvqsnecR9FOm0R3McaxkkRvZsmYSnBcoNTrPqVpsO1MwHDzhvfdeUugqGhSSt9+/Yu+W7bBow5z60VJvzwYhifYNRKN/4qVkuXGJIG65tv/4erXPmzZzr55vZRY9W7uXjGO90pm29j6mIkPlH6Hkj+vXaVwhBTFyWOIfV8UpVqWFnAVKIdD34JwhXtx8pQFCe3JdEUUuUpk9DK5LUiNHYtg58uYc4ih+wfChzgRomJyD7AVcCHgXeo6u29FsJ69DwDM+IsxBhm+cALbdjFwDWYoccOr1TV8zPyWQJ8B0Pw54nIOzCz0j2jTrlj1mBo+cXOhWmkiN6fEXMEYzm7OeInHd47Q54J7XJYAcuXsXjJVB3dTZA2Kfq7mXc6EzC2Y9LnHpv8yMhUS37yOrwLccVw0y84+cYR/ZiVcNyoWbe0oD84KkX0/vq1LpxvxMWkkVSFGt7r8L7H4vtEn3rWJPZz9PzU+aJWw6AQkxvrtFBy9nvFPF6pqlHkkP1f/eHAqnqdiPxWVd/gjonIAap6dQ/luFhVvyUi54cnVDVcSPwJwIWqeluNfA4HJryJhT4N/FFE9lDVvxdFLNN0U6QekxNScR3Z+DNbOtIbwpDm9u1mY3SH6Vgdsla9W4lEbKy97sC++8BNm7rulGvWwF3uCvzDP8Ci/Wyq15lBVlaUd7NjOrIfGYHR5d0Wgr+wiT8ydqLT1eXHxmCH17nb6XQ7Y0OXynA5Q38CNE+UmhxJ6/vd+5a2X2HEKttYqyxWERAc6wTnhr18fcTknVTrosxiL9tvWq7JJd/Qks+J1+9KSufxfPZNI4fsOyLiZtp1uC049gnMnMu1oKp/rhD8GKZPp3yctdIV+Jqqfnx6NAAOAiYrJVW9XkS2Y/xhv5+Ik4WYJZ8KF5JRjPDdVAmO+KA7HfGWLRjfeTcSqrPYEP/o7bBsJ7AK9lrHqvvtx0OG/8iNNxrCXbMGdr/PHeA+98E4U90It9wMW7YC3SkS3EvhOmGdFi9DZj77sTFD7v60COPjxpJXT8YZG5tqkftulQ5u6mZ/xS5/biAX13XmuhZBSPIOIWmnyD32XMIwRRV1jPRTen4n2GB62XPlkKpE3++KIsxjYPKNn2Yr42Qhh+wfzXRDRiLH+g4RWYkhbH9o8t8ws86dgnF7Ol9EFiUWFFjHdKloM2YNkDCvY4FjIe16WWS9ORRJPWFaPgH4C3o7i9hp8Nu2wY5t4ywd3QEr7SPcsgX+fAPsswiWTsCydXDUUSx73Bbust0qbSNLYc91sPiBmPEhfzbxOhOwchUrx26d1PfdB+SmMF5k57VxMo8/0Cpc7WrSVROmEbtvxbuXL5Sv3HF33Y7o/YVPQgu6bINi8k09F4ewxTAe/A/TKNLZc4ne5VsHZZVHnXRjZS66jn7LN2Cn1GjJPgs5ZP8rTAdoCgJ8sJHSlOMo4Nv+CDRVPcs7v1FEPoKZqyK16npM4ZvG53aCpA0Ai0SSqmAZQVBwPvYx+JtvCbuBR9u3w21Wylk6ertxvwRD2uMTZqKQ/SZg2Z1h1SGwag1TV7d1KvVtwDbTQgBYvZpFnQ4jna1s394lbkfui4dBl3iyTOB37+AvVu6uwV+UxXkXLabbnQxduWpSsvLugSN93zc/hCNj1ypY5KXl39uwokgRUkr7939dWqG8ESJ8rkUVQROomm5Z+VPpV5V0+oWW6/OQQ/avVdULigKIyGurZGo9aNbb3VMqrORyDPD6kjDXAfsmzm3ELKXoYw0ZkxI5xJr2IeHHpINY519MA3XE5iQcnxwWweRgpkkML+7qL9tvM1cyPg577zCTqbIXZhH6ZRj624mZZmMj7LjReOYsWWqmV+h0WLxtK0Oe66U/+tVp+ZPltaQ+NGRG07rwPtErUztV3XU4d1JfwnHkLEwlxjB+qKW76ms4ko6r4qo2Q2OkH+sPSPXDuN9UKyJErkHgh02lV5W8c9KMSVPhuVj4ojBNwF+gvkUxSsleVf+niTBB+FMwsks2RGQdsE5VLw+Ov05VT/QOrcPMDhfDxcCzvLh3xowRuLQs/yJyjyEmI4RphS+pI6SdGMJyHZjQJbMpo1QnRfWllpV3wuZb4OabzRQJa/8Ie62DO+wH7G4vtQP8FW79G2zaZBeoXQpDa4zuv2kJMDY5ERp0ZZqlS4wu70s2E52pOv2Osa6E43+I4fU6S9/vo3D3yVUQbgvvaXh/h5m6IEron19EUEVk7f4XSUJhvKJWQ6wsuTJg6lwdwq+aZq9EX4QmiLol+zxUHkE7g3gWEHrmABxu14C8QESWYwZ6fcGdFJGvAR+zrZOzgP8SkUfb/ecDp5d54jiEJJ+y6MustNSH6Fz8nMeJmwETrPwx3DXib9sOu27bZqY5GFnaHVjV6RhrffttsNEzy3fbakbMagc2WqLftg22325F9p2T7jO+ROP70rvVrpyOP9GZupj46GjXC8cNmPL1L9dyCUkcusTvwvlrzvoVg//Cun3XMnAtBj8df6pkv3M41vpycUKiTp0PO4pjRJ+y6lMykZ9P+D/2XuWSem7lUkb0dVDWWugFrWWfj1lB9iLyIMxqLgcCb7CLARwVBDsaeHok+knA20RkCDP26Fzg3d75AzA6Bqq6Q0SOxAwMmwBuoSsnZSFm1Zdp9i5eKg23P8xUwvf15WG6Pvbj48aJZumScfYY+bth3t12M4OsRpZCR7u9pNu3W2K/rRt52zaj8W/basl+p3Hl3HIrO0c7k9LMkiWG3Jd6I2PHxox+v4OpFv3oKJODsrbT9aUP/eLddal3zN0rv3JwrRxH9E6L98MLXZIP9XmXliN5Rwr+/fTTcPFi8/TAdPL2p11OeQeVSTfuOopQ9N6UpZGqsHLzqvI/dayfRN+PtOYzZgXZq+qlwMElYR6aOH4GZibOVLz7BfuXAQ+rXsrqyH0J/Q7J0HJ0hNmBKaNTN292vvBbWeUSGl5sOmyXr7BEbztfR3eYzls38sm1CLZsMWQ/tgNft3E+9p1OVzZyRD85GtbbfLLf4Q2e2sH03vCYhe0QVgAEYZzGD13N399geuXiE72fll9B+HGHbblTRO+uoYjoqzz38H+TxFUlzbrknkqjiXA5cBV6i3LMCrKfS4h9oD5S1k4YL5R0/A/Tbb5uPUaXVLduY8rUBLtu2creo869ch87Opap6wc6kX1sh+fDeZv14tk5mdjiJbByyJvXHmPBb7WTo910s6lodox2R8k6ot8+anx8ttO1fEM4Mg6vG4yVrcG+3+LBC+93yvpkD8WVhuu0jcUdxxC9a004xCSZmISTQ2JFrcJU5VIlPR91SLUKuVdJq6k0c/NpMR0t2TeIkLRjiJFc2NkYEoBzOxzrdEenbrdPbnzcEO3i4XHWDf/ZWPW77Was/MlEbGk6E9YUd5a8teqDIbGLhjoMdzpM2MXBt283BO+2rVu6Vr5v1Tvpxp/cDKbq6O76fZfM8N74+r0jbmH6vRvyjjvfWd/Dxx+r4Ov5fkXhp9vxwsdaWu55xEg+R65JtVjqoJe4IerIMVX3+4VWs89HS/Y9wBFPDslD3KobJm6l+iNnFW9emVFjdbvlAh3hGnVmlLuN/sqQ+Jo1Zv1ZN0laR7tazKhZk3ZaL6zD6Oik8b95szH+3a+brsHvnL09kG/8Dljfivbhn/fvjW81O4zbcP4cNY7cHYn7ujteeL/Scccd4bs03KIxbmI2t4U++e43RfIxjTzWiquDshaljxzrvEmreybkm0GkO9/Qkn1DiMkyMV3a7YfWvE/yzsNk2EtnJ3bGSEv2zitHhro+8c5V8m5cY1akWrvWulXaEoyPG5IftR44He2ec3PsjO+cYs1v2mR+b90Ct3vTHztVaOe4IfpRutMZwHQr2mtnAN0Xzydt6BK6P8ptwjumdKUYl/4i77xP5E7+cbp9CH+lrAmmkn1qOoaUtV+EuiRfpTPWoYjomyLFOtp9Pwm5Jfs8tGRfEyGhk7Hvjvn/fbIfYfqgIOgSvRtoxRZz3C0WsnPYkC4YF/vVG2GPIbsU4RSy92WcnV0Jx6sMdm4fZ/NmMwf+zTebbdu2rlTj3DJ3WIlnB1PlG0eqjoRT3jKp++II2o2wJRLWhXeLsIe+9R26Mo7fieqTvq+9u0pqlK7ba1jGWJ8Kkd8YUmFicl7qvSKyX0Tmg5JVZkq+cWg7aPPRkn0GQl/xoch/tw/FVn0MPuH7/uJ+mqNe2AkAq5uPjNh5azrGJdJNlDYy0mHV8E1GyhmSrozjBl9Z1p7wuN55+WzePJXot2+fvoiJdqaSpO+u6MrpE32ozRfBWehL6FZ4Q0z9qH2py0/fX5w9JL8J779P9G61rJh8E5a3imRRR1dPxcm16PtNvnUqlH5WAK1mn4+W7DMRk2nC43XScaTj708SOlM7KH2rVIFlox7hD3WnF96+3cguw8NjjIyMIUNM0eQnxjpTOlb9eehdZbF5sxm45SQbbBJu9O7YWNdLyP36ermTVnwSDu+B+w2v1cGvMHxZxaXrJk0L9X4nzSiGyCfotjx8V0y/M9lZ9Km5d3zE9PpUuNj/EHUqhbq6fB30ks4giLgl+zy0ZF8RKT0+15Jz8caZOohqCEM2YAhpMVOtUXfcHZuUHzowvp3JQVDbtxtrXIaM9e30/eHhzuRUxTvGjP7uOl2d5u9PTbx1W3eVKbDz8Qx1562XIavZ010/1t0Pv1O2SLpx1xQOeHJpLPLCDDO1MvFbDT7Jd5g+4MmN5nWkr14cd96P41cqMYREW0fDdtfptirxUkTfD1LOzWsmCbcl+zy0ZJ+JIvmmbho+0eP9DhMnQI2EdZplZ1t3kNPoqFmeduVKMwJ22YjZ3203u1IVTBmg5RYl8ee5KUK4tuzkcaZ2NIdEH3rFhPdmIjg+7P3GKoOlTO3IdcTtz3vvW/ahS2VqYFRKEvHLGiP5Ku9F2EkfthRDoyJWlvBYTp9RDsrymg3yjUMr4+SjJfsKiH3MqQ+86KMPX04ngbiPcwnTpQRHCDu8fUdm2+22eRQ23QjLbzT6/bIRMx3OqpXGE3Pvva2DjiV8N7+NP1Wx2BaC0+VTUxkvGppqgStTiX6JF9aNBA595t22k6nSFTbNcCqDcS/+YrpeOX5Lx61x60h+jKnE3gm2sikPHGLkG6sYygjfr6xdyycke1/WC9MuQ6pzN5eQ+91S6Adass9DS/YV4X/0ZVZcVTc595GHFr8PZ8m7hTzGbLjtdDs1h4HhcVi8DUa2wapNsNsaQ9q3jxriX7qk66o5uUbtEJMjc6XroDNloXFgchbMJXQtaFde333UwVns7teV093HRXQJv+OlFXolhf0W7n44CWaCbodrOP+9I/IU4YfHYqgrn8S8aWKb33LJbWUU5VdFXsol/dkk30DrjVMFLdk3gKIKYCjxP5WOIx9fo/atQXfet4LDKQb8ztGlmNnh/r7Z6PNr18KeexrCn3SxH4Jly01rwFn1w9vMOTdPvU/2zvpf6vVm+rNzOvdRd01455xV7ioEd83O7dGFd542sQ5eN2jL3Y8xpk6+FiP6JsjeRy8k7Fv1sRHTYRnCvIresdwy1SHz2STfzGR+cxUt2WcgtUxVmXWf26SPxYm9wM6CCbXwGEH5+vl2zJw1OzuwbaPpwN1tNyPxOKln2Qgw0l1vdtGwsf6XLoGd3qyXvl6/zGPpUGIZHup2Eg/5FQW2EhruLsIyYRnX9+hxA8uGgngujO/BEw6GSk13kEPyZWRfVwf344f9Lg6xvOtUKn5eKUmq7H/dPAdNvK1mn4+W7DPhE3fsf3iMyHGIW2VlH71PDv6UAWVk77Yxulr2ZuDm7bByu1m7avmw0fRXrzbbypXd0blg/q9cOV3KGR42LYHhYVg8atw+3RKGbvYFV0EMd2Bxx5yXIUPy/gwNk66d410iD+elhy7BO8ved69MzVQZu68h0YdafXjvw+fZC2Lvif9bVulUserLylqF6HMqgpki3ZnIV0TuDlwJHKqq5xeEezXwbLv7FVV93wCKF0VL9hWQIvxUGIewE84/TnAu9QHG0igit5j0Mw7cjrHyR4AVwMpxWLkZdtlmZJ7Vq00H7hLPmgdLzvZ/pwNqpz2elH2Gp1r+oceOv4ThZBm9/4uGQF3rIbhGfwTszsivI/2dTEWKOFPkGruPZa2zOkiRU07LIjetsvDzhehn0LI/ga63dBQichjwIsw6HQCXi8iVqnpmn8sWRUv2FVFk1aeIPoaypnz4UaYqjKJyOoQ+6GN0SX8LZrHCm8ZhZDOs2GxkmGVDXR/9kZHu1AzA5AAsN2WCs+KHhrqWu4M/TXIn2PzZl51XkCunv8KU85N3BO9kmlCTV+IuljELvojo/XteFbmyXoxAi6z6nLIUVSK5cWaKtHvBoMssIgcB24CyFe6OA05T1VEb70vAi4GFSfYishh4GXAkRppdArxFVc/1wuyCWZHqAGAV8FfgSao6LiJHAMdjrmUNZgHzDxfkdyNwtXfoQlV9S93yFxF9CqlwocXpH3PxQtLP7fT1y+gIdBgj7WzFdOT60w+MdGBkFFaMwqotsHql8dUHQ8w7vQXGh4e7i5yEC5K78P4xtwDKxHic2Pw5/J07ZTggKqwQfMKPVQQpko/d837Cr0hC6zrVAslJr+xYTno5ac0mqx5mzBvnHcCxwKEl4Q4CvuztXwm8tF+FKsOMkz1wJ+DfgANV9VYRORT4jojcQ1VvsGG+BHxCVc+0yw+eTpfnPgg8Q1UvE5G9gN+KyJ9U9TuJ/M5W1fW9FDiX2MtIPdfKc2E7TF+D1f2mdOAwTRfWJ0S3OpNfkbiJ2VZiKoMt22DZtq4LpSNjAUbGYPkYrFje9eH3p0B2vvqTx5i+Rq3vRQRT+xm2M9VidwinPnD+9i59/xpj1r1/b0JUqbjD9yHHO8avgGPnilA1Tl3rfbYTvUOFMqwVkUu8/Q2quqFKXiJyOPBbVf2ziJQFXwfc6u1vBvaskl+TmA1kvxV4m6reCqCq54jIKPBw4Ot2fdo9nM6lqh1MK8DhY3apQVT1RhE5D3g8kCL7Wgg/6CqWfFGaMP2j910Q/d+ws9D9hkSTInw/35D0QwxhLP1tmI7cVRi5xy+jm9ZhOTA6DmpH8Tqtf3TULLgSI+VwHhq/VTFE16J3A8Z8Lxx/lG3Mug/JvsiqLyOKnBZUEdG7Y1UJPNfCr9ISqJLHXCH6ipr9JlV9cN28rKH5euCoCtFSznwDx4yTvareBHzB7YupLpfQ1cMeC/xRRD4CPAi4CXijqv7Gxv9gkOQIxVraPUXkLAx/XQm8SVU35ZQ1Rfgp4o+F9xHr7C37eMM8UxZ8Kr9YXrE4Tu5xhOnmex/ywjviHcXc9J0dGNk+tRJxI1nx4mhwHBvWTWvsVptyI2/drz83UHi9OX71fvgigggJvhftPqycw/NlyJVkqlj24bG5SvQOTZXF8sIjE6d/Cnwe+L6q3pyZ5EaMtOywhnKdv2+YcbKP4NHAn4Af2f39MDXpM1T1eBF5DnCeiNxVVbf6EUVkNUYne1lB+r8FXolpUZwInCUiD1HVrBq4qkWfehHLXPpyXuAYqcfkn9ivX1nESN/fd4Tpux6Me2nchtH8nfbvr+maGgDmH3cjaEeCvH2rPZxC2b/ukNxD2cYP25R8E0OscohV9nXz6Afxz3Wib9IbR1UPLzovIp8E7iMiT7CH9gI+ZGXjp0SiXAzcw9u/lz02I5hVZC8iI8C7gPVWrgHDH9ep6rcBVPWLIvJe4AjgtCCJ9wInqOqfUnmo6vO9/N6OcUh5CPDzoCzHYjphspGy3MNzKZ03FsbfL9PmYxarL9mEZSuqJGDqIK5Rb9+dc2k7zX8H0+eWj7UY3H9/GgUi8SaC35S85Z8LZRuYfl2p1k/TLpYhyjT6WDkhHicMk9qvEraOwTEbMKgOWlU9zt8XkT8Cr3R+9iJyT+CjwONVdQI4GfiAiDjf+mcDrxlQcadhRsheRNYD6+3uKap6ipVvNgAfVNVLveC3AH8LkrgB2DtI81hgp6p+LLccqnqbiNwM7EtA9rbjZoNNe4rVH0ohKSmnEwnvI9W0j4WPEbb/kocEFmr6RS2SIlkjJFI/vE/gTuP3J/fKgV++CYx178jf78SNlSEsS2oLr2emUETeOZVRbvplx3ux3mdbBTATfvYi8hCMKuAs+9NV9QRgF4zH4GJgQlXPFpF7Az+xUT87Uz72MENkr6qnAKcEh08CfqGqXxeRpcA6Vb0OuJypHbIAewB/cTsi8lTgEOxINRG5u6r+LsxXRB4DbFHVS+z+EmBXP61cpMgzJQ3kVhCx8DCVvP18YlZsWL5YfkWyhh8e0qN2wzI7z55wvpfY9fn/3UvoZBs3OMpp/rG55sPyllVYRb+5KOp/ccdy34nYuZRlnxM39/x8InqHQZdLVX8BHBw5fhHGu9A/dhKG22Yc/W65ZkFEXo/55k8RkZXA3QAnt3wHWCUiB9uwh2A6V8+w+48CXgG8HFhh47/FS/trIvJou7sP8BLp+kwdD/yewKqvihR5NGVpFrUYcvNIxYmdD3+dd0tqGw/COJfJscSx8Lzbvx2jqW222xZMf8Ao0wk/5kKZg7pEH6Low8lpbYTXkHoeRemFeYbhY+Uq2k8dKzo+0/DHXZRtCx0zrtmLyP7Ae+zu8d6pdwCo6lY7cOrDIuL66Q5X1c023JeBOwK+R80F3v8DgLX2/w+BRwE/toS/FThCVcOR9lkos+RSlrX/4sXcKYvyKSPtorIWfdy55BDLz0kx4cpbMQ8jvDh+3PFInJxrzHFrTJWhCL14z8T6Q8ripMJWvbZcsp4PRO8w28s3WyCZTigLGr5mX6S9hwQW++//xhavcAgrhDDvGOnHyhVuIVIkUJRXLJwj+1hesfKF98fX7lN5hvFi15Jj3ZWRQ5F8FsuzCLl5xgi7SpxU+F6O5ZShYVxa1Q9+hYgekBn2lzXSn0+Ycct+riFlzfvnfCIM/6cs/FhauYgRc6zyiLUQcvJKEa87VmTBl1nlRV5GKSu+jID9+FWa8HWt+VT+Zf9z49QJW4W8ZwnR10K7eEk+WrKvgZDwi+ScHCknFjZ1LofoHMqIvWplk7LqU/FDog8tdHddqZZAzKL3/4fXkmPNp645ln5q38+zaD9WxhTqSDG5ZagSPyed2YR2Pvt8tGTfMFKknmPZFxFRGfHllCtnP5V2rrTgwoQkX1SB+fuplkCHrkxU1IJIkX1R2WMVaC8EHzvXi5ySS8hNWPNl52Yj5lp5Zwot2ddEkXVfRuq5Uk4Yp+x8LqHHzoXHc8oWa43E8iiSZML9spZAqhxFJJ9CitxjlVyYXxmK7nWv5F2WftPHZzvmarkHjZbse0AR4YfHqpK7QypOUYduuJ+yynNaEr0QX0pCCbX3VNhUfsNMv76Q5Mus+NSx1PXmkGsOerHG+xG/7PhsRyvj5KMl+x5RJEcUWfplFUAYN5ZvbL/Iwk7tx9Iu6j/IRRFZFlUiZaQdDvLy4/j7dTpYc1tDYaujalqx/dSxKmHrkPlcJ8u5Xv5BoSX7BlBE+JBP9EWthCpE0YT1VpR/k9ZhrGKJWfVlJFxUyZWRfpV7XUfW6cUa71fYnHNzAa03Tj5asu8TUpZ9DDEruqhiiFmtZURfB3VIqoo1HbsvZVZ9Ud9EzrXntpTCY6k8yzySyvLIybtu+KqV0FzFfLmOfqMl+4YQ+/hjhO//z5Fvigg/ln8qvV6QY9WnZJ8cqzr8H/4WVYZl5SrLs074KvnWsapbaz4frWafj5bs+4yYTBHT9P3jYZiylgGRcyny9c+l4uakHzufYzEXlcs/HhJqUZljZJzTcR6WKVWWOsitjHPybKJSqFqOuYT5eE39QEv2DaPMwvf3U5ZrL947ReUIz1VJJzxWt8UwCGmh6jXPhPTVa9wmpJ/5gNayz0dL9gNCjNhjJO+fi1n8YbgYytwlY2nmoqjfICeen3/R+brp1tHSe7mOsnLUTbe15vPRdtDmoSX7PiFFOmUk7/ZT//1wVfOOhclFWfiqUkgTBFQm5TSJXuSVJu513fs434m+tezz0ZJ9n5HSi2PWd1XSz8m7KnqVfYri5ejkLlyVyqPXj72sldKL1T1TRL+QCHAhXWsvaMl+ACjqIMzR9sPwda3sHFTVmMtaKal0yzp0c2WilHXftBdSbL/sXBN9I1XC18l3rqO17PPRkv2AUERuuVZ+UTphmjloihDrTKmQS+RF190JfsvyzMk3N60m5ZNWtukNC/Ga66Al+wGizJqtauWHceqUx0evHjZNVB6xtIv6KurIJHUGVdXNr6wsVdJviT6OhXrdVTEryF5EjscsKi6YxcQ3qOpHvPM3Ald7US5UVX+d2VdjFxsHvqKq7yvI63HAuzHrW/8vcJyqjjZ0KaUoIsaqVr5/LEQv88LkdgSHecUqoSYqlCoE3Ut6RenONKG0RB9HO11CPmYF2QMvBA5V1Y0icnfgKhH5uV3FHeBsVV0fiygihwEvAg60hy4XkStV9cxI2D2ArwAPV9VrRORU4D+A1zZ7OfWR26GbK0f0QvpVw8fKWKdjOZVHky2HpiuQqmm00k0zaDX7fPSj5V0Hz1XVjQCq+jvgFmC/zLjHAaep6qi10L8EvDgR9tnAFap6jd3/NPBCEVlUu+Q10YQHib/1K58m4Ei/VzR9LeE9rEu2TZWlTt6z4fnONGLPMffZLiTMCrJX1SvcfxF5GrAN+IEX5J4icpaIXCgiG0RkrXfuIKZKPFcCqUWFY2HXAP/QQ/EbR787BOcyijplWyxMtGSfh9ki4yAi9wW+CqwAnqmqm73TvwVeCWwFTgTOEpGHqKoC64BbvbCbgT0T2awDrg/CYsP/b1CeY4Fj7e4O4DdVricHBS/g2g5sajq/VF60ec2lvAad3yDzukeNON/HlDEHg3xGsw6zhuxV9dfAvUTkARgyf7LT7FX1+S6ciLwd2AI8BPi5i14lq8gxiZRnA7DB5nmJqqZaC41jkPm1ec2tvAad36DzqhpHVQ/rR1nmI2ZExhGR9SJyvt3W++dU9TLgTOAVsbiqehtwM7CvPbQRI8U4rAH+nsg6FtYdb9GiRYt5ixkhe1U9RVUPVtWDge9Znd7HbRg5BxF5jIhMWhYisgTYFfiLPXQxU5t/97LHYoiF3QxcW+9KWrRo0WJuYDZ00K4C3ioiy2HSPfJI4Fx7fh/gJSLipJbjgd/TlXBOBo4WkRERGcF43Jxs0xoWkR+KiCP404D7W/dOgOcDn1bVMlfdDb1cYA0MMr82r7mV16Dzm695LTiI6eOcwQIYgn4z8DhgDCOtfAs4QVU7IrIP8HZgf4y2vhV4hec+mRxUZdP+A3Ck0/+DQVXXAMcOclBVixYtWswEZpzsW7Ro0aJF/zEbZJwWLVq0aNFnLBiyF5HjReRcq+H/2s7H487d6HkHnS8i7wzivlpELrVb4dQKIvIEEblORLbYdC8Skcd653cRkU/bAWK/EpGzRWTYnjtCRH5gy/hLEYl6JEXKfamI3C4i3/XOrReRy4PruklEjio4/4iCvA4UkZ+JyE9E5HsisruI3FNEzrPXcpmIvD4n70japwRhzxeRlUXXbuON2LgXicglIvL4grDZz9CLE72+Bq/xUSJybeiR1uSzE5HFIvI+EbnVbjeLyFODME2+k1tE5Ba7bRORs4PzTX5rjxORi+3zP1WMbNsiBVVdEBvwK2BP+//umPmTHmL3TymIdxhm1O2I3a4GnpgIuwfGLfR6YBfgVOBrmBHBd7JhznDxMZXtt4Eldv9a4AH2/17ATcBTCsp2CvBUTMfzpcB679yzgUd4+4uB/wNW2P31wMGZ924J8CfgELv/DuDrwC+A/7THdrfXflhZ3rHrqPlM3wOcav/vb/Nf18szDOJFry/n/pZdY+q59eHZuXf9SXb/C3b/Tl6YJt/Jm0l8Z3341jYB+9v9U4H31XmPFsq2YCx76s+/U3Xund8Ab1LVWzFz7xwKjAIPF5EHAXuonaRNVTuqeqSqjtn4H1MzzgBVvRE4D0haqxYXq+qzMR3Xk1DV01T1Qu/QEzCzhd6Wcc0hDgcmVPU8u/9p4Cjg3sDPbH43Ab/DEEOTeUchIkOYCfQ+Y/O/BrgMeE4keJVn6CN6fXa/12uMPreG0vbxj8DNqnqG3X8TsAhDrPThnfxxze8M5ug8V3MFC4bstXj+nSbn3vmNqn7BC7sGY6X8HXgs8EcR+YiI/NTKIffxyvjBID0XL4V7Ap8SkQsxlm2R9HEMxqrzcZyIXGCb0y8tiDvlHqjq9cB24BLgCAARuSuGHH8eiR/LewpE5GQR+bF9DocUhbW4K8baznk2VZ6hjzPJuz6oeI0YqzcXvTy7AzDPyeHP9nc3+9v0O7mX9y2dg3lPFuw8V7MJC4bswcy/IyJXAh8AnqXd+Xd+C/wz8EjMPDtniUz69VedeycMC/A34EcYC+co4FxVfThmLqDzRGRVpKyrMS/05wouyS/3OPAqr9x+WittWud6h/+G+QgPBp4JvFy8foyS63LX9kVgfxH5PUaOeJWq/jAj7xBXAZ9R1UcCb8MMtDuwILwrE+Q9myrP0McLKLk+6Os19uPZPRrYadOA/ryT78BUJg/BDJC8NTjfz28t57kuSCwoslfVX6vqvTCDtr4jIg+xx5+vqltUVTE+/Q/EvKiTUatk4/1fan/fraodu3+dqn7b5vtFzNiCIyLpvBcz1uBPBdfjl/uPmA/3IZGgRwHfVtUJL+5Zqvo5NdgIfAQoshBj9+DfgJ+p6t2A+2EqmweW5R25jveq6sX2/8UYi/q4grIUlWtaZZcIl4PTKb8+6O81NvbsbAfmuzC6ukM/3smL7Hd2GKb1uT44349vzSH1/Bc8FhTZO2jB/Dva0Nw71lr5rD3u9Ndb6FpUDjcAe/sHxMy4uVNVP1Z2LR46GGlq38i5YzBWeBGuS8SF6fcAjOV2b+BDMCntnMP0hWBy8q5SFr9MMP3ZxOY5ynqGMnXOppdgBvp9CAqvDzKuUabPB5VzjVlph2n5eWE6VdfY93ED8EHMVCTuPvX0TkauaxKq+jNMf9XzYoVu6lvzwrrjLSJYEGQvxk0wOv+O9G/unZOAv2Kal9eJGQl8OdObmXt4eSHGLe4QjNWMdKd2CK9pSrkxFs0KPy0bbh3GQ+Xy4PjrgiTXhXET14WI3Bmj3YKRBPD+ry7LO3ItVcri8HsMUeQ8m6xnqFPnbPqpPZy8Plv2rGvEeKgcbLdTyLjGus8uuI7PYK79JIx30UXAcuBGG/xyengng7w2+2Wz39JSui2Ldp6rmYTOApegfm8YeeNyYLnd3wNjDb0c08T8DN3RxK/GzG2/2O4fhun8ce5gV9F1UxsGfgjcw+7viXEHOxH4MKZT7UOYF/HtmHmA/oZ1m8N8QJuANXb/URhvh90xna0rsa6F9vzXgEfb/2G5r8VULouDa/834HWRe3Kel9ZyTMfjvyfyWopxvXT7/w58E9PZ91J7bJUtw6sz8j4G+IC3fyNdd727YLTYR2c81/cAn7P/745xC9wLIx2cCywqe4YFaS8tu74mrhE4n8D1sg/P7hb7vFYC/wmcDbzdu66m3snX2GfgvrO3YSrIVyTe2Sa+tbvb/c/Rul4Wfy8zXYCBXKR5cf4D40Z3Acbn/u2Yls0+GLnlQuAn9kPYP4j/akwH3aXAa4N0/8JUP+J/xVgy4fZ2e/4hGOvqJ7YsB3lxb4jEO987fwXwNPvflfsyDHHsxFi7pwdlvwjYO3JPnoQhxPMwVtJ7sL7VYV52/wH2/l0IfM9+/A/GdDz/2JbjfcBwRt6vAb4T7Lv7cQnGTTb3uZ5i87kEeLw9/lB7L0fKnmFJ+oXX1+M1vhVD9JsxXiWnR9Lo+dlhvLSS72PD7+TdMUbVFvtObsH0JwwF72xT39rj7PVfBHzef97tNn1r58Zp0aJFiwWABaHZt2jRosVCR0v2LVq0aLEA0JJ9ixYtWiwAtGTfokWLFgsALdm3aNGixQJAS/YtWrRosQDQkn2LFi1aLAC0ZN+iRYsWCwAt2bcAQEQOFbPUndp50n8kIr8TkS+IyIqM+G8Ts+Tc22vm/98icnCduAVpVromETlGRDbbOVty0t9FRE5qssxe2vuJyBvELNLSokXPaF+kFgCo6jnAK+3uY1X1UZhh9I8nPtNjGP8EzPD3LERmSXwWZqh+Y6hxTU/BLAH4hLK07SySX8PMOdM4VPWP9u+b+pF+i4WHluxbJKGqt2DmhclZ1anXvNwc5/3OJ3pNIrILMIGZ9+eZGUk9Heio6k9LQ9bHh4BXiMgd+5hHiwWCluxblGGY7lJ2iMjdROQHVhb5sYg8PBbJyjo/tNsZPmGJyLuBA4E3WAv/350EJCJLROQKEbldRD5nw79KRDaJyIeqlCH3miyegrHSvww8RUSWTos1Fc/ETJLmrunNInKyt7+riOy0C4Yk74eIDInIJ8Qs0/cjEfm0k5jUrMP6SyCcnrtFi8poyb5FEnYOfsHMGIqIDANnAF9R1UcDLwO+K5El7DDT6j5WVR8DfAOzyhEAqvpGzOyI71EzF/o7sBKQmoWu3Rq0b7W/H8YsZP3KimUovSYPT7DpnoWx8A8vSeqBwB+8/fvaa3I4EPhfS9iQvh+HAfup6iOszLQ7Zgpuh2ttXi1a9ISW7FvEcK6IXIyZevccVb3BHv9H4G7Yxa/VLOJ+A2bK3RDXY9Yy/RFGN39QbuaqehPwfeC59tBhdPsDqpQh55oQkTXANlUdtZXNNzHrpBZhHbDV24+R/a+8/dT9uAW4r+1MHgKOxqy14LCV7nq7LVrURkv2LWJ4rKoehJmL/H0i4lYy2hszn/k50l32bimwix/ZrmT0Ncx85I/CkNvyimX4PPAv9v8zMQthZ5ehwjWBWZP4YV56BwFPEpFlBekJ3RWYlmAqoCu88/fHkn/R/VCzdN+xwOsxC8S8hqnrqCrtd9qiAQzPdAFazGq8A7N+6HEY2eN6zDqkB7sAVl/uBPEeAGxRu8A2xsOlKs4APiUijwdQ1c32eG4ZUgivCYyE8yBV3WnTW4JZ+/SJGMklho2YVZ7ArIx1g6put/EFOBg4zZ5P3g/bMXy+qv63iNwN04K5AbPyEnRXkmrRoie0FkOLJCx5/RfwEhFZjFn+7joROQomNfxvY1ZD8nEtsKuIuOOHRZLfCiwXkbuLyPsieY9hrPnPAV/3TuWWIeuaRGRXYNwRvZf3f1PslXMF3YWy7wfsaTuOl2EqkX2BP9rzRffjqRjLHlX9PabjeJF3fj+mthhatKiHmV4qq91mxwYcipEdFOPvfi97fBfMEnOXAI/AyBVn2zA/Bp5vw70Ns87qH4EXYAjvj8B3gE8Co8Dnvfyeill/9BcYn/fJuF6Yf8RY0OFSgNEy1Limy4BxTEfrE714T8Qs8TgKfDyR9nOBb9v/J2JaANdjrPLX2//+Wq3R+4FZNPtMzPqqvwA+jV1iENMC+BumA3fG35F2m9tbuyxhixY1ICKLMGvIvhRD9p9W1UYHWInISzFE/7om022xMNHKOC1a1ICqTgDPwLh+3he4qsn0RWRfjBT05ibTbbFw0Vr2LVr0AKv5/w1YoZ7u36LFbENL9i1atGixANDKOC1atGixANCSfYsWLVosALRk36JFixYLAC3Zt2jRosUCQEv2LVq0aLEA0JJ9ixYtWiwAtGTfokWLFgsA/z/s8Jr/hGNJeAAAAABJRU5ErkJggg==\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No stations specified in self cal: defaulting to calibrating all stations!\n", - "Computing the Model Visibilities with nfft Fourier Transform...\n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Using Multiprocessing with 16 Processes\n", - "Scan 67/67 : [------------------------------]100%\n", - "self_cal time: 7.483548 s\n" - ] - } - ], - "source": [ - "# Second Round of Imaging\n", - "# ························\n", - "print(\"Round 2: Imaging with visibilities and closure quantities...\")\n", - "\n", - "# Blur the previous reconstruction to the intrinsic resolution of ~25 uas\n", - "init = imgr.out_last().blur_circ(res)\n", - "\n", - "# Increase the weights on the data terms and reinitialize imaging\n", - "data_term_intermediate = {'vis':imgr.dat_terms_last()['amp']*10,\n", - " 'cphase':imgr.dat_terms_last()['cphase']*10,\n", - " 'logcamp':imgr.dat_terms_last()['logcamp']*10}\n", - "\n", - "\n", - "imgr2 = eh.imager.Imager(obs_sc, init, prior_im=gaussprior, flux=zbl,\n", - " data_term=data_term_intermediate, maxit=maxit, \n", - " norm_reg=True, reg_term=reg_term, ttype=ttype,\n", - " stop=stop)\n", - "\n", - "# Imaging\n", - "imgr2.make_image_I(show_updates=False)\n", - "imgr2 = converge(imgr2)\n", - "\n", - "# Self-calibrate to the previous model starting from scratch\n", - "obs_sc = eh.selfcal(obs_sc_init, imgr2.out_last(), method='both', ttype=ttype,\n", - " solution_interval=0.0, processes=0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Output the results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"d2dtf\" yielded 1 of \"dubious year (Note 5)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Building NX table\n", - "No NX table in saved uvfits\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 1 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 1 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Save the reconstructed image\n", - "im_out = imgr2.out_last().copy()\n", - "obs_sc_final = obs_sc.copy()\n", - "\n", - "# Save the final image\n", - "im_out.save_fits(outpath+'.fits')\n", - "obs_sc_final.save_uvfits(outpath+'.uvfits')\n", - "\n", - "# Save a png of the final image\n", - "im_out.display(cbar_unit=['Tb'], label_type='scale', export_pdf=outpath+'.png')\n", - "im_out.display(cbar_unit=['Tb'], label_type='scale', scale='log', export_pdf=outpath+'_logscale.png')\n", - "\n", - "# Generate a summary of the final image and associated data consistency metrics (might take a while)\n", - "#eh.imgsum(im_out, obs_sc_final, obs_orig, outpath+'_imgsum.pdf', gainplots=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Check image fit to data" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning!: in add_noise, some SEFDs are <= 0!\n", - "NOT recomputing sigmas, which may result in double systematic noise\n" - ] - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utcut1\" yielded 3592 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n", - "/home/achael/anaconda3/lib/python3.8/site-packages/erfa/core.py:154: ErfaWarning: ERFA function \"utctai\" yielded 3592 of \"dubious year (Note 3)\"\n", - " warnings.warn('ERFA function \"{}\" yielded {}'.format(func_name, wmsg),\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning!: in add_noise, some SEFDs are <= 0!\n", - "NOT recomputing sigmas, which may result in double systematic noise\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plot self-calibrated visibility amplitudes and image model\n", - "eh.plotall_obs_im_compare(obs_sc_final, im_out, 'uvdist', 'amp')\n", - "\n", - "# Plot closure phases and image model\n", - "eh.plot_cphase_obs_im_compare(obs_sc_final, im_out, 'AA', 'SM', 'LM')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'./tutorial_results/'" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "outpath" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "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": "3.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb b/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb deleted file mode 100644 index 526b742b..00000000 --- a/tutorials/.ipynb_checkpoints/space_vlbi_tutorial-checkpoint.ipynb +++ /dev/null @@ -1,554 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "80df3aa1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to eht-imaging! v 1.2.4 \n", - "\n" - ] - } - ], - "source": [ - "import ehtim as eh\n", - "from astropy.time import Time\n", - "import matplotlib.pyplot as plt\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "061e425a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "60083.827770977245\n" - ] - } - ], - "source": [ - "mjd_now = Time.now().mjd\n", - "print(mjd_now)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "c1f03554", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading text image: ./models/jason_mad_eofn.txt\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "89.0\n" - ] - } - ], - "source": [ - "# load an image\n", - "im = eh.image.load_txt('../models/jason_mad_eofn.txt')\n", - "im.mjd = mjd_now\n", - "im.display(has_title=False,cbar_unit=['Tb'],label_type='scale');\n", - "im.ra = 89.\n", - "print(im.ra)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e6e07306", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loaded spacecraft ephemeris ./arrays/ephemeris/TESS\n" - ] - } - ], - "source": [ - "# load an array\n", - "arr = eh.array.load_txt('../arrays/EHT2025wTESS.txt')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "820b2774", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['PDB', 'PV', 'SMT', 'SMA', 'LMT', 'ALMA', 'SPT', 'APEX', 'JCMT',\n", - " 'CARMA', 'KP', 'GLT', 'TESS'], dtype='" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot the orbit over a 1 day period\n", - "arr.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+50, npoints=1000);" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "6be62fca", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generating empty observation file . . . \n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n" - ] - } - ], - "source": [ - "# generate a synthetic observation with no noise\n", - "tstart = 0 # hr relative to im.mjd\n", - "tstop = 24*50 # hr relative to im.mjd\n", - "tadv = 1200 # s\n", - "tint = 1200\n", - "bw = 4.e9\n", - "obs = im.observe(arr,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", - " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "d5b7bfde", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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- "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot uv coverage and visamps\n", - "obs.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", - "obs.plotall('uvdist','amp');" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "e1283deb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'GEO': [60053.91684552315, 1, 0, 0, 0, 0]}" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# replace TESS with a geosynchronous orbiter\n", - "arr2 = arr.remove_site('TESS')\n", - "arr2 = arr2.add_satellite_elements('GEO', \n", - " perigee_mjd=mjd_now,\n", - " period_days=1,\n", - " eccentricity=0,\n", - " inclination=0,\n", - " arg_perigee=0,\n", - " long_ascending=0,\n", - " sefd=10000)\n", - "arr2.ephem" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "d4fed862", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot orbit\n", - "arr2.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "d7d5e30f", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generating empty observation file . . . \n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n" - ] - } - ], - "source": [ - "# generate observation and plot\n", - "obs2 = im.observe(arr2,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", - " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "aee5190a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot uv coverage and visamps\n", - "obs2.plotall('u','v',conj=True, rangex=[5.e10,-5.e10],rangey=[-5.e10,5.e10]);\n", - "obs2.plotall('uvdist','amp');" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "c2d36a3a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# replace with a random elliptical orbiter\n", - "arr3 = arr2.remove_site('GEO')\n", - "arr3 = arr3.add_satellite_elements('RANDOM', \n", - " perigee_mjd=mjd_now-2,\n", - " period_days=10.2,\n", - " eccentricity=0.5,\n", - " inclination=20.,\n", - " arg_perigee=44.,\n", - " long_ascending=172.,\n", - " sefd=10000)\n", - "# plot orbit\n", - "arr3.plot_satellite_orbits(tstart_mjd=mjd_now, tstop_mjd=mjd_now+1, npoints=1000);" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "3c351462", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generating empty observation file . . . \n", - "Producing clean visibilities from image with nfft FT . . . \n", - "Adding gain + phase errors to data and applying a priori calibration . . . \n" - ] - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# generate observation and plot\n", - "obs3 = im.observe(arr3,tint, tadv, tstart,tstop, bw, no_elevcut_space=True, \n", - " dcal=True, ampcal=True, phasecal=True, add_th_noise=False)\n", - "obs3.plotall('u','v',conj=True, rangex=[1.e11,-1.e11],rangey=[-1.e11,1.e11]);\n", - "obs3.plotall('uvdist','amp');" - ] - } - ], - "metadata": { - "kernelspec": { - "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": "3.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From e406d470cc2781a3da0d00028877d46cf84ae4e4 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 23 Jun 2023 15:39:30 -0400 Subject: [PATCH 42/52] added EHT2025wTESS --- arrays/EHT2025wTESS.txt | 16 ++++++++++++++++ arrays/ephemeris/TESS | 3 +++ docs/source/survey.rst | 11 +++++++++++ 3 files changed, 30 insertions(+) create mode 100644 arrays/EHT2025wTESS.txt create mode 100644 arrays/ephemeris/TESS create mode 100644 docs/source/survey.rst diff --git a/arrays/EHT2025wTESS.txt b/arrays/EHT2025wTESS.txt new file mode 100644 index 00000000..d7ad5087 --- /dev/null +++ b/arrays/EHT2025wTESS.txt @@ -0,0 +1,16 @@ +#NAME X Y Z SEFDR SEFDL FR_PAR_ANGLE FR_ELEV_ANGLE FR_OFFSET[d] DR_RE DR_IM DL_RE DL_IM +PDB 4523998.40 468045.240 4460309.760 1500 1500 0 0 0 0 0 0 0 +PV 5088967.9000 -301681.6000 3825015.8000 1400 1400 1 -1 0 0 0 0 0 +SMT -1828796.200 -5054406.800 3427865.200 5000 5000 1 1 0 0.012 0.106 -0.007 0.093 +SMA -5464523.400 -2493147.080 2150611.750 4900 4900 1 -1 45 0.022 0.009 0.008 0.010 +LMT -768713.9637 -5988541.7982 2063275.9472 600 600 1 -1 0 0 0 0 0 +ALMA 2225061.164 -5440057.37 -2481681.15 90 90 1 0 0 0 0 0 0 +SPT 0.01 0.01 -6359609.7 5000 5000 1 0 0 0 0 0 0 +APEX 2225039.53 -5441197.63 -2479303.36 3500 3500 1 1 0 0 0 0 0 +JCMT -5464584.68 -2493001.17 2150653.98 6000 6000 1 0 0 0 0 0 0 +CARMA -2397431.300 -4482018.900 3843524.500 10000 10000 0 0 0 0 0 0 0 +KP -1995678.840 -5037317.697 3357328.025 10000 10000 0 0 0 0 0 0 0 +GLT 1500692.0 -1191735.0 6066409.0 10000 10000 0 0 0 0 0 0 0 +TESS 0.0 0.0 0.0 10000 10000 0 0 0 0 0 0 0 + + diff --git a/arrays/ephemeris/TESS b/arrays/ephemeris/TESS new file mode 100644 index 00000000..3cdac3a4 --- /dev/null +++ b/arrays/ephemeris/TESS @@ -0,0 +1,3 @@ +TESS +1 43435U 18038A 23096.90060626 -.00000924 00000-0 00000-0 0 9994 +2 43435 37.5590 76.7615 4777727 169.3023 2.8332 0.07302504 994 diff --git a/docs/source/survey.rst b/docs/source/survey.rst new file mode 100644 index 00000000..032e4123 --- /dev/null +++ b/docs/source/survey.rst @@ -0,0 +1,11 @@ +.. module:: survey + +.. _survey: + +Survey +=============== + +.. automodule:: ehtim.survey + :members: + + From 09c97f918127180d2574431893c6aff46b066d52 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Mon, 17 Jul 2023 15:04:28 -0400 Subject: [PATCH 43/52] added dtype=object to numpy array calls in obs.tlist, obs.bllist, obs.unpack_bl --- ehtim/obsdata.py | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 5cd4e81e..65e7fd69 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -594,8 +594,9 @@ def tlist(self, conj=False, t_gather=0., scan_gather=False): data, lambda x: np.searchsorted(self.scans[:, 0], x['time'])): datalist.append(np.array([obs for obs in group])) -# return np.array(datalist, dtype=object) - return np.array(datalist) +# return np.array(datalist) + return np.array(datalist, dtype=object) + def split_obs(self, t_gather=0., scan_gather=False): """Split single observation into multiple observation files, one per scan.. @@ -673,9 +674,9 @@ def bllist(self, conj=False): for key, group in it.groupby(data[idx], lambda x: set((x['t1'], x['t2']))): datalist.append(np.array([obs for obs in group])) -# return np.array(datalist, dtype=object) - return np.array(datalist) - +# return np.array(datalist) + return np.array(datalist, dtype=object) + def unpack_bl(self, site1, site2, fields, ang_unit='deg', debias=False, timetype=False): """Unpack the data over time on the selected baseline site1-site2. @@ -717,9 +718,9 @@ def unpack_bl(self, site1, site2, fields, ang_unit='deg', debias=False, timetype allout.append(out) -# return np.array(allout, dtype=object) - return np.array(allout) - +# return np.array(allout) + return np.array(allout, dtype=object) + def unpack(self, fields, mode='all', ang_unit='deg', debias=False, conj=False, timetype=False): """Unpack the data for the whole observation . From 15c2f0629447a92edda4dd194b9a2b110376143b Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Mon, 17 Jul 2023 15:27:09 -0400 Subject: [PATCH 44/52] reverted show_noblock behavior for matplotlib 3.7 --- ehtim/const_def.py | 22 +++++++++++----------- ehtim/obsdata.py | 3 --- 2 files changed, 11 insertions(+), 14 deletions(-) diff --git a/ehtim/const_def.py b/ehtim/const_def.py index 1fde268c..e76d05c5 100644 --- a/ehtim/const_def.py +++ b/ehtim/const_def.py @@ -169,17 +169,17 @@ def show_noblock(pause=0.001): """helper function for image display with different matplotlib versions""" - # TODO can't close via gui X! - if version.parse(mpl.__version__) <= version.parse('3.2.2'): - plt.show(block=False) - else: - plt.ion() - plt.show() - plt.pause(pause) - plt.draw() - #plt.show(block=False) - plt.pause(pause) - #plt.ioff() + plt.show(block=False) + +# this was required for matplotlib version 3.5 +# if version.parse(mpl.__version__) <= version.parse('3.2.2'): +# plt.show(block=False) +# else: +# plt.ion() +# plt.show() +# plt.pause(pause) +# plt.draw() +# plt.pause(pause) FIELD_LABELS = {'time': 'Time', 'time_utc': 'Time (UTC)', diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 65e7fd69..d7c0f517 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -594,7 +594,6 @@ def tlist(self, conj=False, t_gather=0., scan_gather=False): data, lambda x: np.searchsorted(self.scans[:, 0], x['time'])): datalist.append(np.array([obs for obs in group])) -# return np.array(datalist) return np.array(datalist, dtype=object) @@ -674,7 +673,6 @@ def bllist(self, conj=False): for key, group in it.groupby(data[idx], lambda x: set((x['t1'], x['t2']))): datalist.append(np.array([obs for obs in group])) -# return np.array(datalist) return np.array(datalist, dtype=object) def unpack_bl(self, site1, site2, fields, ang_unit='deg', debias=False, timetype=False): @@ -718,7 +716,6 @@ def unpack_bl(self, site1, site2, fields, ang_unit='deg', debias=False, timetype allout.append(out) -# return np.array(allout) return np.array(allout, dtype=object) def unpack(self, fields, mode='all', ang_unit='deg', debias=False, conj=False, timetype=False): From 6df6953d1f8472db3f84b4f8f252a0a154fd2bd9 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Jul 2023 14:21:14 -0400 Subject: [PATCH 45/52] adding initial stokes v imaging --- ehtim/imager.py | 4 +- ehtim/imaging/pol_imager_utils.py | 462 ++++++++++++++++++++++++++---- 2 files changed, 400 insertions(+), 66 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 6c31ebab..34c7d042 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -982,8 +982,7 @@ def init_imager(self): print("Initializing imager data products . . .") if self.nruns > 0: print("Recomputing imager data products . . .") -# if hasattr(self, "_data_tuples"): -# del self._data_tuples + self._data_tuples = {} # Loop over all data term types @@ -999,7 +998,6 @@ def init_imager(self): # Polarimetric data products if dname in DATATERMS_POL: - #if self.pol_next == 'P': tup = polutils.polchisqdata(obs, self.prior_next, self._embed_mask, dname, ttype=self._ttype, fft_pad_factor=self._fft_pad_factor, diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index acd985d7..e07b662d 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -124,7 +124,6 @@ def pol_imager_func(Obsdata, InitIm, Prior, clipfloor = kwargs.get('clipfloor', -1) ttype = kwargs.get('ttype','direct') grads = kwargs.get('grads',True) - #mcv_transform = kwargs.get('logim',True) f#transform m,chi with mcv (see below) norm_init = kwargs.get('norm_init',False) show_updates = kwargs.get('show_updates',True) @@ -370,7 +369,9 @@ def pack_poltuple(poltuple, pol_solve = (0,1,1)): vec = np.hstack((vec,poltuple[1])) if pol_solve[2] != 0: vec = np.hstack((vec,poltuple[2])) - + if len(pol_solve)==4 and pol_solve[3] != 0: + vec = np.hstack((vec,poltuple[3])) + return vec @@ -381,7 +382,8 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): init0 = inittuple[0] init1 = inittuple[1] init2 = inittuple[2] - + if len(pol_solve)==4: init3 = inittuple[3] + imct = 0 if pol_solve[0] == 0: im0 = init0 @@ -400,7 +402,17 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): else: im2 = polvec[imct*nimage:(imct+1)*nimage] imct += 1 - return np.array((im0, im1, im2)) + + if len(pol_solve)==4: + if pol_solve[3] == 0: + im3 = init3 + else: + im3 = polvec[imct*nimage:(imct+1)*nimage] + imct += 1 + out = np.array((im0, im1, im2, im3)) + else: + out = np.array((im0, im1, im2)) + return out def make_p_image(imtuple, pol_prim="amp_phase"): """construct a polarimetric image P = Q + iU @@ -455,7 +467,7 @@ def make_q_image(imtuple, pol_prim="amp_phase"): elif pol_prim=="qu_frac": qimage = imtuple[1]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_m_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_q_image!"%pol_prim) return qimage def make_u_image(imtuple, pol_prim="amp_phase"): @@ -469,23 +481,52 @@ def make_u_image(imtuple, pol_prim="amp_phase"): elif pol_prim=="qu_frac": uimage =imtuple[2]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_u_image!"%pol_prim) return uimage +def make_v_image(imtuple, pol_prim="amp_phase"): + """construct an image of stokes V + """ + + if pol_prim=="amp_phase": + vimage = imtuple[0] * imtuple[3] + else: + raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + return vimage + +def make_vfrac_image(imtuple, pol_prim="amp_phase"): + """construct an image of stokes V + """ + + if pol_prim=="amp_phase": + vfimage = imtuple[3] + else: + raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + return vfimage + + # these change of variables only apply to polarimetric ratios # !AC In these pol. changes of variables, might be useful to # take m -> m/100 by adjusting B (function becomes less steep around m' = 0) B = .5 +BV = 1 def mcv(imtuple): """Change of pol. ratio from range (-inf, inf) to (0,1) """ + iimage = imtuple[0] mimage = imtuple[1] chiimage = imtuple[2] mtrans = 0.5 + np.arctan(mimage/B)/np.pi + if len(imtuple)==4: + vfimage = imtuple[3] + vtrans = 2*np.arctan(vfimage/BV)/np.pi + out = np.array((iimage, mtrans, chiimage, vtrans)) + else: + out = np.array((iimage, mtrans, chiimage)) + - out = np.array((iimage, mtrans, chiimage)) return out def mcv_r(imtuple): @@ -496,8 +537,13 @@ def mcv_r(imtuple): chiimage = imtuple[2] mtrans = B*np.tan(np.pi*(mimage - 0.5)) - - out = np.array((iimage, mtrans, chiimage)) + if len(imtuple)==4: + vfimage = imtuple[3] + vtrans = BV*np.tan(0.5*np.pi*(vfimage)) + out = np.array((iimage, mtrans, chiimage, vtrans)) + else: + out = np.array((iimage, mtrans, chiimage)) + return out def mchain(imtuple): @@ -507,13 +553,20 @@ def mchain(imtuple): mimage = imtuple[1] chiimage = imtuple[2] - mchain = 1 / (B*np.pi*(1 + (mimage/B)**2)) - chichain = np.ones(len(chiimage)) ichain = np.ones(len(iimage)) - - out = np.array((ichain, mchain, chichain)) + mmchain = 1 / (B*np.pi*(1 + (mimage/B)**2)) + chichain = np.ones(len(chiimage)) + + if len(imtuple)==4: + vfimage = imtuple[3] + vchain = 2. / (BV*np.pi*(1 + (vfimage/B)**2)) + out = np.array((ichain, mmchain, chichain, vchain)) + else: + out = np.array((ichain, mmchain, chichain)) + return np.array(out) + ################################################################################################## # Wrapper Functions ################################################################################################## @@ -529,15 +582,18 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_prim=" raise Exception("Possible ttype values are 'fast' and 'direct'!") if ttype == 'direct': + # linear if dtype == 'pvis': chisq = chisq_p(imtuple, A, data, sigma, pol_prim) - elif dtype == 'm': chisq = chisq_m(imtuple, A, data, sigma, pol_prim) - elif dtype == 'pbs': chisq = chisq_pbs(imtuple, A, data, sigma, pol_prim) - + + # circular + elif dtype == 'vvis': + chisq = chisq_v(imtuple, A, data, sigma, pol_prim) + elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisq!") @@ -545,15 +601,17 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_prim=" if len(mask)>0 and np.any(np.invert(mask)): imtuple = embed_pol(imtuple, mask, randomfloor=True) + # linear if dtype == 'pvis': chisq = chisq_p_nfft(imtuple, A, data, sigma, pol_prim) - elif dtype == 'm': chisq = chisq_m_nfft(imtuple, A, data, sigma, pol_prim) - elif dtype == 'pbs': chisq = chisq_pbs_nfft(imtuple, A, data, sigma, pol_prim) - + + # circular + elif dtype == 'vvis': + chisq = chisq_v_nfft(imtuple, A, data, sigma, pol_prim) return chisq @@ -570,33 +628,42 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', raise Exception("Possible ttype values are 'fast' and 'direct'!") if ttype == 'direct': + # linear if dtype == 'pvis': chisqgrad = chisqgrad_p(imtuple, A, data, sigma, pol_prim,pol_solve) - elif dtype == 'm': chisqgrad = chisqgrad_m(imtuple, A, data, sigma, pol_prim,pol_solve) - elif dtype == 'pbs': chisqgrad = chisqgrad_pbs(imtuple, A, data, sigma, pol_prim,pol_solve) - + + # circular + elif dtype == 'vvis': + chisqgrad = chisqgrad_v(imtuple, A, data, sigma, pol_prim,pol_solve) + elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisqgrad!") elif ttype== 'nfft': if len(mask)>0 and np.any(np.invert(mask)): imtuple = embed_pol(imtuple, mask, randomfloor=True) - + + # linear if dtype == 'pvis': chisqgrad = chisqgrad_p_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) - elif dtype == 'm': chisqgrad = chisqgrad_m_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) - elif dtype == 'pbs': - chisqgrad = chisqgrad_pbs_nffts(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_pbs_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + # circular + elif dtype == 'vvis': + chisqgrad = chisqgrad_v_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + if len(mask)>0 and np.any(np.invert(mask)): - chisqgrad = np.array((chisqgrad[0][mask],chisqgrad[1][mask],chisqgrad[2][mask])) + if len(chisqgrad==4): + chisqgrad = np.array((chisqgrad[0][mask],chisqgrad[1][mask],chisqgrad[2][mask],chisqgrad[3][mask])) + else: + chisqgrad = np.array((chisqgrad[0][mask],chisqgrad[1][mask],chisqgrad[2][mask])) return chisqgrad @@ -608,6 +675,7 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): pol_solve = kwargs.get('pol_solve', (0,1,1)) beam_size = kwargs.get('beam_size',1) + # linear if stype == "msimple": reg = -sm(imtuple, flux, pol_prim, norm_reg=norm_reg) elif stype == "hw": @@ -617,6 +685,12 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): imtuple = embed_pol(imtuple, mask, randomfloor=True) reg = -stv_pol(imtuple, flux, xdim, ydim, psize, pol_prim, norm_reg=norm_reg, beam_size=beam_size) + # circular + elif stype == "l1v": + reg = -sl1v(imtuple, flux, pol_prim, norm_reg=norm_reg) + elif stype == "l2v": + reg = -sl2v(imtuple, flux, pol_prim, norm_reg=norm_reg) + else: reg = 0 @@ -629,6 +703,7 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): pol_solve = kwargs.get('pol_solve', (0,1,1)) beam_size = kwargs.get('beam_size',1) + # linear if stype == "msimple": reggrad = -smgrad(imtuple, flux, pol_prim, pol_solve, norm_reg=norm_reg) elif stype == "hw": @@ -639,9 +714,19 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): reggrad = -stv_pol_grad(imtuple, flux, xdim, ydim, psize, pol_prim, pol_solve, norm_reg=norm_reg, beam_size=beam_size) if np.any(np.invert(mask)): - reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask])) + if len(reggrad==4): + reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask],reggrad[3][mask])) + else: + reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask])) + + # circular + elif stype == "l1v": + reg = -sl1vgrad(imtuple, flux, pol_prim, norm_reg=norm_reg) + elif stype == "l2v": + reg = -sl2vgrad(imtuple, flux, pol_prim, norm_reg=norm_reg) + else: - reggrad = np.zeros((3,len(imtuple[0]))) + reggrad = np.zeros((len(imtuple),len(imtuple[0]))) return reggrad @@ -663,7 +748,8 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): (data, sigma, A) = chisqdata_m(Obsdata, Prior, mask) elif dtype == 'pbs': (data, sigma, A) = chisqdata_pbs(Obsdata, Prior, mask) - + elif dtype == 'vvis': + (data, sigma, A) = chisqdata_vvis(Obsdata, Prior, mask) elif ttype=='fast': raise Exception("FFT not yet implemented in polchisqdata!") @@ -674,7 +760,8 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): (data, sigma, A) = chisqdata_m_nfft(Obsdata, Prior, mask, **kwargs) elif dtype == 'pbs': (data, sigma, A) = chisqdata_pbs_nfft(Obsdata, Prior, mask, **kwargs) - + elif dtype == 'vvis': + (data, sigma, A) = chisqdata_v_nfft(Obsdata, Prior, mask, **kwargs) return (data, sigma, A) @@ -684,7 +771,7 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): ################################################################################################## def chisq_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase"): - """Polarimetric ratio chi-squared + """Polarimetric visibility chi-squared """ pimage = make_p_image(imtuple, pol_prim) @@ -693,7 +780,7 @@ def chisq_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase"): return chisq def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): - """Polarimetric ratio chi-squared gradient + """Polarimetric visibility chi-squared gradient """ @@ -714,7 +801,7 @@ def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1 gradi = zeros if pol_solve[1]!=0: - gradm = -np.real(iimage*np.exp(-2j*chiimage) * np.dot(Amatrix.conj().T, pdiff)) / len(p) + gradm = -np.real(iimage * np.exp(-2j*chiimage) * np.dot(Amatrix.conj().T, pdiff)) / len(p) else: gradm = zeros @@ -723,7 +810,12 @@ def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1 else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + # output tuple can be length 3 or 4 depending on V + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) + else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -773,7 +865,12 @@ def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1 else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + # output tuple can be length 3 or 4 depending on V + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) + else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -791,7 +888,7 @@ def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase"): return chisq def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_solve=(0,1,1)): - """The gradient of the polarimetric bispectrum chisq + """Polarimetric bispectrum chi-squared gradient """ pimage = make_p_image(imtuple, pol_prim) bisamples_p = np.dot(Amatrices[0], pimage) * np.dot(Amatrices[1], pimage) * np.dot(Amatrices[2], pimage) @@ -820,7 +917,52 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + # output tuple can be length 3 or 4 depending on V + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) + + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + + return gradout + +# stokes v +def chisq_v(imtuple, Amatrix, v, sigmav, pol_prim="amp_phase"): + """V visibility chi-squared + """ + + vimage = make_v_image(imtuple, pol_prim) + vsamples = np.dot(Amatrix, vimage) + chisq = np.sum(np.abs((v - vsamples))**2/(sigmav**2)) / (2*len(v)) + return chisq + +def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): + """V visibility chi-squared gradient + """ + + + iimage = imtuple[0] + vimage = make_v_image(imtuple, pol_prim) + vsamples = np.dot(Amatrix, vimage) + pdiff = (v - vsamples) / (sigmav**2) + zeros = np.zeros(len(iimage)) + + if pol_prim=="amp_phase": + vfimage = imtuple[3] # fractional + if pol_solve[0]!=0: + gradi = -np.real(vfimage * np.dot(Amatrix.conj().T, vdiff)) / len(v) + else: + gradi = zeros + + if pol_solve[3]!=0: + gradv = -np.real(iimage * np.dot(Amatrix.conj().T, vdiff)) / len(v) + else: + gradm = zeros + + + gradout = np.array((gradi, zeros, zeros, gradv)) else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -831,7 +973,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol # NFFT Chi-squared and Gradient Functions ################################################################################################## def chisq_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase"): - """Polarimetric ratio chi-squared + """P visibility chi-squared """ #get nfft object @@ -851,7 +993,7 @@ def chisq_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase"): return chisq def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): - """Polarimetric ratio chi-squared gradient + """P visibility chi-squared gradient """ #get nfft object @@ -895,7 +1037,10 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1, else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -928,7 +1073,7 @@ def chisq_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase"): return chisq def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1,1)): - """The gradient of the polarimetric ratio chisq + """Polarimetric ratio chi-squared gradient """ iimage = imtuple[0] pimage = make_p_image(imtuple, pol_prim) @@ -983,7 +1128,12 @@ def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1, else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + # output tuple can be length 3 or 4 depending on V + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) + else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -1030,7 +1180,7 @@ def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_prim="amp_phase"): return chisq def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_solve=(0,1,1)): - """The gradient of the polarimetric bispectrum chisq + """Polarimetric bispectrum chi-squared gradient """ #get nfft objects @@ -1100,13 +1250,84 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol else: gradchi = zeros - gradout = np.array((gradi, gradm, gradchi)) + # output tuple can be length 3 or 4 depending on V + if len(imtuple)==4: + gradout = np.array((gradi, gradm, gradchi, zeros)) + else: + gradout = np.array((gradi, gradm, gradchi)) + else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) return gradout +# stokes v +def chisq_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase"): + """V visibility chi-squared + """ + + #get nfft object + nfft_info = A[0] + plan = nfft_info.plan + pulsefac = nfft_info.pulsefac + + #compute uniform --> nonuniform transform + vimage = make_v_image(imtuple, pol_prim) + plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T + plan.trafo() + vsamples = plan.f.copy()*pulsefac + + #compute chi^2 + chisq = np.sum(np.abs((v - vsamples))**2/(sigmav**2)) / (2*len(v)) + + return chisq + +def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1,1)): + """V visibility chi-squared gradient + """ + + #get nfft object + nfft_info = A[0] + plan = nfft_info.plan + pulsefac = nfft_info.pulsefac + + #compute uniform --> nonuniform transform + iimage = imtuple[0] + vimage = make_v_image(imtuple, pol_prim) + plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T + plan.trafo() + vsamples = plan.f.copy()*pulsefac + + + vdiff_vec = (-1.0/len(v)) * (v - vsamples) / (sigmav**2) * pulsefac.conj() + plan.f = vdiff_vec + plan.adjoint() + vpart = (plan.f_hat.copy().T).reshape(nfft_info.xdim*nfft_info.ydim) + + zeros = np.zeros(len(iimage)) + + if pol_prim=="amp_phase": + + vfimage = imtuple[3] #fractional + + if pol_solve[0]!=0: + gradi = np.real(vfimage*vpart) + else: + gradi = zeros + + if pol_solve[3]!=0: + gradv = np.real(iimage*vpart) + else: + gradv = zeros + + + gradout = np.array((gradi, zeros, zeros, gradv)) + + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + + return gradout ################################################################################################## # Polarimetric Entropy and Gradient Functions @@ -1137,14 +1358,24 @@ def smgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), mimage = make_m_image(imtuple, pol_prim) if pol_prim=="amp_phase": - gradi = zeros - gradchi = zeros + + + if pol_solve[0]!=0: + gradi = -np.log(mimage) + else: + gradi = zeros + if pol_solve[1]!=0: gradm = -iimage / mimage else: gradm = zeros + + gradchi = zeros - out = (gradi, gradm, gradchi) + if len(imtuple)==4: + out = (gradi, gradm, gradchi,zeros) + else: + out = (gradi, gradm, gradchi) else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -1173,13 +1404,23 @@ def shwgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), zeros = np.zeros(len(iimage)) mimage = make_m_image(imtuple, pol_prim) if pol_prim=="amp_phase": - gradi = zeros - gradchi = zeros + + if pol_solve[0]!=0: + gradi = -(((1+mimage)/2) * np.log((1+mimage)/2) + ((1-mimage)/2) * np.log((1-mimage)/2)) + else: + gradi = zeros + if pol_solve[1]!=0: gradm = -iimage * np.arctanh(mimage) else: gradm = zeros - out = (gradi, gradm, gradchi) + + gradchi = zeros + + if len(imtuple)==4: + out = (gradi, gradm, gradchi,zeros) + else: + out = (gradi, gradm, gradchi) else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) @@ -1257,40 +1498,103 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", pol_solve=( else: chigrad = zeros - out = np.array((igrad, mgrad, chigrad)) + if len(imtuple)==4: + out = (igrad, mgrad, chigrad,zeros) + else: + out = (igrad, mgrad, chigrad,) else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) return out/norm +# circular polarization +# TODO check!! +def sl1v(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): + """L1 norm regularizer on V/I + """ + if norm_reg: norm = len(imtuple[0]) + else: norm = 1 + + iimage = imtuple[0] + vfimage = make_vfrac_image(imtuple, pol_prim) + l1 = -np.sum(np.abs(vfrac_image)) + return l1/norm + + +def sl1vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): + """L1 norm gradient + """ + if norm_reg: norm = len(imtuple[0]) + else: norm = 1 + + iimage = imtuple[0] + zeros = np.zeros(len(iimage)) + vfimage = make_vfrac_image(imtuple, pol_prim) + vfgrad = -np.sign(vfrac_image) + l1grad = np.array((zeros, zeros, zeros, vfgrad)) + + return l1grad/norm + +def sl2v(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): + """L1 norm regularizer on V/I + """ + if norm_reg: norm = len(imtuple[0]) + else: norm = 1 + + iimage = imtuple[0] + vfimage = make_vfrac_image(imtuple, pol_prim) + l1 = -np.sum((vfrac_image)**2) + return l1/norm + + +def sl2vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): + """L2 norm gradient + """ + if norm_reg: norm = len(imtuple[0]) + else: norm = 1 + iimage = imtuple[0] + zeros = np.zeros(len(iimage)) + vfimage = make_vfrac_image(imtuple, pol_prim) + vfgrad = -2*vfrac_image + l2grad = np.array((zeros, zeros, zeros, vfgrad)) + + return l2grad/norm + ################################################################################################## # Embedding and Chi^2 Data functions ################################################################################################## def embed_pol(imtuple, mask, clipfloor=0., randomfloor=False): """Embeds a polarimetric image tuple into the size of boolean embed mask """ + out0=np.zeros(len(mask)) out1=np.zeros(len(mask)) out2=np.zeros(len(mask)) - + if len(imtuple)==4: out3=np.zeros(len(mask)) + # Here's a much faster version than before out0[mask.nonzero()] = imtuple[0] out1[mask.nonzero()] = imtuple[1] out2[mask.nonzero()] = imtuple[2] - + if len(imtuple)==4: + out3[mask.nonzero()] = imtuple[3] + if clipfloor != 0.0: + out0[(mask-1).nonzero()] = clipfloor + out1[(mask-1).nonzero()] = 0 + out2[(mask-1).nonzero()] = 0 + if len(imtuple)==4: out3[(mask-1).nonzero()] = 0 if randomfloor: # prevent total variation gradient singularities - out0[(mask-1).nonzero()] = clipfloor * np.abs(np.random.normal(size=len((mask-1).nonzero()))) - out1[(mask-1).nonzero()] = 0 #ANDREW TODO Right? - out2[(mask-1).nonzero()] = 0 - else: - out0[(mask-1).nonzero()] = clipfloor - out1[(mask-1).nonzero()] = 0 - out2[(mask-1).nonzero()] = 0 - - return (out0, out1, out2) + out0[(mask-1).nonzero()] *= np.abs(np.random.normal(size=len((mask-1).nonzero()))) + + if len(imtuple==4): + out = (out0, out1, out2, out3) + else: + out = (out0, out1, out2) + + return out def chisqdata_pvis(Obsdata, Prior, mask): """Return the visibilities, sigmas, and fourier matrix for an observation, prior, mask @@ -1403,6 +1707,38 @@ def chisqdata_pbs_nfft(Obsdata, Prior, mask): return (bi, sigma, A) +def chisqdata_vvis(Obsdata, Prior, mask): + """Return the visibilities, sigmas, and fourier matrix for an observation, prior, mask + """ + + data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=True) + uv = np.hstack((data_arr['u'].reshape(-1,1), data_arr['v'].reshape(-1,1))) + vis = data_arr['vvis'] + sigma = data_arr['vsigma'] + A = ftmatrix(Prior.psize, Prior.xdim, Prior.ydim, uv, pulse=Prior.pulse, mask=mask) + + return (vis, sigma, A) + +def chisqdata_vvis_nfft(Obsdata, Prior, mask, **kwargs): + """Return the visibilities, sigmas, and fourier matrix for an observation, prior, mask + """ + + # unpack keyword args + fft_pad_factor = kwargs.get('fft_pad_factor',FFT_PAD_DEFAULT) + p_rad = kwargs.get('p_rad', GRIDDER_P_RAD_DEFAULT) + + # unpack data + data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=True) + uv = np.hstack((data_arr['u'].reshape(-1,1), data_arr['v'].reshape(-1,1))) + vis = data_arr['vvis'] + sigma = data_arr['vsigma'] + + # get NFFT info + npad = int(fft_pad_factor * np.max((Prior.xdim, Prior.ydim))) + A1 = NFFTInfo(Prior.xdim, Prior.ydim, Prior.psize, Prior.pulse, npad, p_rad, uv) + A = [A1] + + return (vis, sigma, A) ################################################################################################## # Plotting From 35b931f1915ac52999551d3c92afe1feab343387 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Jul 2023 19:02:26 -0400 Subject: [PATCH 46/52] more edits for stokes v --- ehtim/imager.py | 59 +++--- ehtim/imaging/pol_imager_utils.py | 321 +++++++++++++++--------------- ehtim/obsdata.py | 12 +- ehtim/plotting/summary_plots.py | 8 +- 4 files changed, 200 insertions(+), 200 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 34c7d042..5f7f29be 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -58,8 +58,9 @@ REG_DEFAULT = {'simple': 1} DAT_DEFAULT = {'vis': 100} -POL_PRIM_SOLVE = "amp_phase" # this means we solve for polarization in the m, chi basis -POL_WHICH_SOLVE = (0, 1, 1) # this means that pol imaging solves for m & chi (not I), for now +POL_TRANS = "amp_phase" # this means we solve for polarization in the m, chi basis +#POL_WHICH_SOLVE = (0, 1, 1) # this means that pol imaging solves for m & chi (not I), for now + # not used, now determined by 'pol_next' MF_WHICH_SOLVE = (1, 1, 0) # this means that mf imaging solves for I0 and alpha (not beta), for now # DEFAULT ONLY: object now uses self.mf_which_solve @@ -341,8 +342,8 @@ def callback_func(xcur): if np.any(np.invert(self._embed_mask)): out = polutils.embed_pol(out, self._embed_mask) iimage_out = out[0] - qimage_out = polutils.make_q_image(out, POL_PRIM_SOLVE) - uimage_out = polutils.make_u_image(out, POL_PRIM_SOLVE) + qimage_out = polutils.make_q_image(out, POL_TRANS) + uimage_out = polutils.make_u_image(out, POL_TRANS) elif self.mf_next: if np.any(np.invert(self._embed_mask)): @@ -903,11 +904,11 @@ def init_imager(self): # Pack into single vector if self.pol_next == 'P': - pol_which_solve = (0,1,1) # solve only for polarization, fix I + self._pol_which_solve = (0,1,1) # solve only for polarization, fix I else: - pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field + self._pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field - self._xinit = polutils.pack_poltuple(self._xtuple, pol_which_solve) + self._xinit = polutils.pack_poltuple(self._xtuple, self._pol_which_solve) # Set prior & initial image vectors for multifrequency imaging elif self.mf_next: @@ -1086,7 +1087,7 @@ def make_chisq_dict(self, imcur): if dname in DATATERMS_POL: chi2 = polutils.polchisq(imcur, A, data, sigma, dname, ttype=self._ttype, mask=self._embed_mask, - pol_prim=POL_PRIM_SOLVE) + pol_trans=POL_TRANS) elif dname in DATATERMS: # If multifrequency imaging, get the image at the right frequency @@ -1127,8 +1128,8 @@ def make_chisqgrad_dict(self, imcur, i=0): if dname in DATATERMS_POL: chi2grad = polutils.polchisqgrad(imcur, A, data, sigma, dname, ttype=self._ttype, mask=self._embed_mask, - pol_prim=POL_PRIM_SOLVE, - pol_solve=POL_WHICH_SOLVE) + pol_solve=self._pol_which_solve, + pol_trans=POL_TRANS) # Single polarization data products elif dname in DATATERMS: @@ -1175,7 +1176,7 @@ def make_reg_dict(self, imcur): self.prior_next.xdim, self.prior_next.ydim, self.prior_next.psize, regname, norm_reg=self.norm_reg, beam_size=self.beam_size, - pol_prim=POL_PRIM_SOLVE, pol_solve=POL_WHICH_SOLVE) + pol_trans=POL_TRANS) # Multifrequency regularizers elif self.mf_next: @@ -1265,8 +1266,8 @@ def make_reggrad_dict(self, imcur): self.prior_next.xdim, self.prior_next.ydim, self.prior_next.psize, regname, norm_reg=self.norm_reg, beam_size=self.beam_size, - pol_prim=POL_PRIM_SOLVE, - pol_solve=POL_WHICH_SOLVE) + pol_solve=self._pol_which_solve, + pol_trans=POL_TRANS) # Multifrequency regularizer elif self.mf_next: @@ -1359,11 +1360,11 @@ def objfunc(self, imvec): # Unpack polarimetric/multifrequency vector into an array if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - if self.pol_next == 'P': - pol_which_solve = (0,1,1) # solve only for polarization, fix I - else: - pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field - imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, pol_which_solve) +# if self.pol_next == 'P': +# pol_which_solve = (0,1,1) # solve only for polarization, fix I +# else: +# pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field + imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple(imvec, self._xtuple, self._nimage, self.mf_which_solve) else: @@ -1429,11 +1430,11 @@ def objgrad(self, imvec): # Unpack polarimetric/multifrequency vector into an array if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - if self.pol_next == 'P': - pol_which_solve = (0,1,1) # solve only for polarization, fix I - else: - pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field - imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, pol_which_solve) +# if self.pol_next == 'P': +# pol_which_solve = (0,1,1) # solve only for polarization, fix I +# else: +# pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field + imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple(imvec, self._xtuple, self._nimage, self.mf_which_solve) else: @@ -1511,9 +1512,9 @@ def objgrad(self, imvec): # Repack gradient for polarimetric imaging if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - if self.pol_next == 'P': pol_which_solve = (0,1,1) - else: pol_which_solve = (1,1,1) - grad = polutils.pack_poltuple(grad, pol_which_solve) +# if self.pol_next == 'P': pol_which_solve = (0,1,1) +# else: pol_which_solve = (1,1,1) + grad = polutils.pack_poltuple(grad, self._pol_which_solve) # repack gradient for multifrequency imaging elif self.mf_next: @@ -1528,10 +1529,10 @@ def plotcur(self, imvec, **kwargs): if self._show_updates: if self._nit % self._update_interval == 0: if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - if self.pol_next == 'P': pol_which_solve = (0,1,1) - else: pol_which_solve = (1,1,1) +# if self.pol_next == 'P': pol_which_solve = (0,1,1) +# else: pol_which_solve = (1,1,1) imcur = polutils.unpack_poltuple( - imvec, self._xtuple, self._nimage, pol_which_solve) + imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple( imvec, self._xtuple, self._nimage, self.mf_which_solve) diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index e07b662d..1b3bb7f8 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -74,7 +74,7 @@ def uimage(iimage, mimage, chiimage): # Polarimetric Imager ################################################################################################## def pol_imager_func(Obsdata, InitIm, Prior, - pol_prim="amp_phase", pol_solve = (0,1,1), + pol_trans="amp_phase", pol_solve = (0,1,1), d1='pvis', d2=False, s1='msimple', s2=False, alpha_d1=100, alpha_d2=100, @@ -88,7 +88,7 @@ def pol_imager_func(Obsdata, InitIm, Prior, Prior (Image): The Image object with the prior image InitIm (Image): The Image object with the initial image for the minimization - pol_prim (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I + pol_trans (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I pol_solve (tuple): len 3 tuple, solve for the corresponding pol image when not zero d1 (str): The first data term; options are 'pvis', 'm', 'pbs' @@ -144,8 +144,8 @@ def pol_imager_func(Obsdata, InitIm, Prior, raise Exception("Initial image does not match dimensions of the prior image!") if (ttype not in ["direct","nfft"]): raise Exception("FFT no yet implemented in polarimetric imaging -- use NFFT!") - if (pol_prim!="amp_phase"): - raise Exception("Only amp_phase pol_prim currently supported!") + if (pol_trans!="amp_phase"): + raise Exception("Only amp_phase pol_trans currently supported!") if (len(pol_solve)!=3): raise Exception("pol_solve tuple must have 3 entries!") @@ -176,7 +176,7 @@ def pol_imager_func(Obsdata, InitIm, Prior, nimage = len(iimage) # initial pol image - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": if len(InitIm.qvec) and (np.any(InitIm.qvec!=0) or np.any(InitIm.uvec!=0)): #TODO right? or should it be if any=0 init1 = (np.abs(InitIm.qvec + 1j*InitIm.uvec) / InitIm.imvec)[embed_mask] init2 = (np.arctan2(InitIm.uvec, InitIm.qvec) / 2.0)[embed_mask] @@ -197,26 +197,26 @@ def pol_imager_func(Obsdata, InitIm, Prior, # Define the chi^2 and chi^2 gradient def chisq1(imtuple): return polchisq(imtuple, A1, data1, sigma1, d1, ttype=ttype, - mask=embed_mask, pol_prim=pol_prim) + mask=embed_mask, pol_trans=pol_trans) def chisq1grad(imtuple): return polchisqgrad(imtuple, A1, data1, sigma1, d1, ttype=ttype, mask=embed_mask, - pol_prim=pol_prim, pol_solve=pol_solve) + pol_trans=pol_trans, pol_solve=pol_solve) def chisq2(imtuple): return polchisq(imtuple, A2, data2, sigma2, d2, ttype=ttype, mask=embed_mask, - pol_prim=pol_prim) + pol_trans=pol_trans) def chisq2grad(imtuple): return polchisqgrad(imtuple, A2, data2, sigma2, d2, ttype=ttype, mask=embed_mask, - pol_prim=pol_prim,pol_solve=pol_solve) + pol_trans=pol_trans,pol_solve=pol_solve) # Define the regularizer and regularizer gradient def reg1(imtuple): return polregularizer(imtuple, embed_mask, flux, Prior.xdim, Prior.ydim, Prior.psize, s1, **kwargs) return polregularizer(imtuple, embed_mask, Prior.xdim, Prior.ydim, Prior.psize, s1, - pol_prim=pol_prim,norm_reg=norm_reg) + pol_trans=pol_trans,norm_reg=norm_reg) def reg1grad(imtuple): return polregularizergrad(imtuple, embed_mask, flux, @@ -237,7 +237,7 @@ def objfunc(allvec): cvtuple = unpack_poltuple(allvec, xtuple, nimage, pol_solve) # change of variables - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": imtuple = mcv(cvtuple) else: raise Exception() @@ -252,7 +252,7 @@ def objgrad(allvec): cvtuple = unpack_poltuple(allvec, xtuple, nimage, pol_solve) # change of variables - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": imtuple = mcv(cvtuple) else: raise Exception() @@ -262,7 +262,7 @@ def objgrad(allvec): gradarr = datterm + regterm # chain rule - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": chainarr = mchain(cvtuple) gradarr = gradarr*chainarr @@ -278,7 +278,7 @@ def plotcur(im_step): global nit cvtuple = unpack_poltuple(im_step, xtuple, nimage, pol_solve) #print( np.max(np.abs((cvtuple[2]-xtuple[2])/xtuple[2]))) - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": imtuple = mcv(cvtuple) #change of variables else: raise Exception() @@ -326,7 +326,7 @@ def plotcur(im_step): # Format output outcv = unpack_poltuple(res.x, xtuple, nimage, pol_solve) - if pol_prim == "amp_phase": + if pol_trans == "amp_phase": outcut = mcv(outcv) #change of variables else: outcut = outcv @@ -337,8 +337,8 @@ def plotcur(im_step): out = outcut iimage = out[0] - qimage = make_q_image(out, pol_prim) - uimage = make_u_image(out, pol_prim) + qimage = make_q_image(out, pol_trans) + uimage = make_u_image(out, pol_trans) outim = image.Image(iimage.reshape(Prior.ydim, Prior.xdim), Prior.psize, Prior.ra, Prior.dec, rf=Prior.rf, source=Prior.source, @@ -414,94 +414,94 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): out = np.array((im0, im1, im2)) return out -def make_p_image(imtuple, pol_prim="amp_phase"): +def make_p_image(imtuple, pol_trans="amp_phase"): """construct a polarimetric image P = Q + iU """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": pimage = imtuple[0] * imtuple[1] * np.exp(2j*imtuple[2]) - elif pol_prim=="qu": + elif pol_trans=="qu": pimage = imtuple[1] + 1j*imtuple[2] - elif pol_prim=="qu_frac": + elif pol_trans=="qu_frac": pimage = imtuple[0] * (imtuple[1] + 1j*imtuple[2]) else: - raise Exception("polarimetric representation %s not recognized in make_p_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_p_image!"%pol_trans) return pimage -def make_m_image(imtuple, pol_prim="amp_phase"): +def make_m_image(imtuple, pol_trans="amp_phase"): """construct a polarimetric ratrio image abs(P/I) = abs(Q + iU)/I """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": mimage = imtuple[1] - elif pol_prim=="qu": + elif pol_trans=="qu": mimage = np.abs((imtuple[1] + 1j*imtuple[2])/imtuple[0]) - elif pol_prim=="qu_frac": + elif pol_trans=="qu_frac": mimage = np.abs(imtuple[1] + 1j*imtuple[2]) else: - raise Exception("polarimetric representation %s not recognized in make_m_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_m_image!"%pol_trans) return mimage -def make_chi_image(imtuple, pol_prim="amp_phase"): +def make_chi_image(imtuple, pol_trans="amp_phase"): """construct a polarimetric angle image """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": chiimage = imtuple[2] - elif pol_prim=="qu": + elif pol_trans=="qu": chiimage = 0.5*np.angle((imtuple[1] + 1j*imtuple[2])/imtuple[0]) - elif pol_prim=="qu_frac": + elif pol_trans=="qu_frac": chiimage = 0.5*np.angle(imtuple[1] + 1j*imtuple[2]) else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) return chiimage -def make_q_image(imtuple, pol_prim="amp_phase"): +def make_q_image(imtuple, pol_trans="amp_phase"): """construct an image of stokes Q """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": qimage = imtuple[0] * imtuple[1] * np.cos(2*imtuple[2]) - elif pol_prim=="qu": + elif pol_trans=="qu": qimage = imtuple[1] - elif pol_prim=="qu_frac": + elif pol_trans=="qu_frac": qimage = imtuple[1]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_q_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_q_image!"%pol_trans) return qimage -def make_u_image(imtuple, pol_prim="amp_phase"): +def make_u_image(imtuple, pol_trans="amp_phase"): """construct an image of stokes U """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": uimage = imtuple[0] * imtuple[1] * np.sin(2*imtuple[2]) - elif pol_prim=="qu": + elif pol_trans=="qu": uimage = imtuple[2] - elif pol_prim=="qu_frac": + elif pol_trans=="qu_frac": uimage =imtuple[2]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_u_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_u_image!"%pol_trans) return uimage -def make_v_image(imtuple, pol_prim="amp_phase"): +def make_v_image(imtuple, pol_trans="amp_phase"): """construct an image of stokes V """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": vimage = imtuple[0] * imtuple[3] else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) return vimage -def make_vfrac_image(imtuple, pol_prim="amp_phase"): +def make_vfrac_image(imtuple, pol_trans="amp_phase"): """construct an image of stokes V """ - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": vfimage = imtuple[3] else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_prim) + raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) return vfimage @@ -571,7 +571,7 @@ def mchain(imtuple): # Wrapper Functions ################################################################################################## -def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_prim="amp_phase"): +def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans="amp_phase"): """return the chi^2 for the appropriate dtype """ @@ -584,15 +584,15 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_prim=" if ttype == 'direct': # linear if dtype == 'pvis': - chisq = chisq_p(imtuple, A, data, sigma, pol_prim) + chisq = chisq_p(imtuple, A, data, sigma, pol_trans) elif dtype == 'm': - chisq = chisq_m(imtuple, A, data, sigma, pol_prim) + chisq = chisq_m(imtuple, A, data, sigma, pol_trans) elif dtype == 'pbs': - chisq = chisq_pbs(imtuple, A, data, sigma, pol_prim) + chisq = chisq_pbs(imtuple, A, data, sigma, pol_trans) # circular elif dtype == 'vvis': - chisq = chisq_v(imtuple, A, data, sigma, pol_prim) + chisq = chisq_v(imtuple, A, data, sigma, pol_trans) elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisq!") @@ -603,20 +603,20 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_prim=" # linear if dtype == 'pvis': - chisq = chisq_p_nfft(imtuple, A, data, sigma, pol_prim) + chisq = chisq_p_nfft(imtuple, A, data, sigma, pol_trans) elif dtype == 'm': - chisq = chisq_m_nfft(imtuple, A, data, sigma, pol_prim) + chisq = chisq_m_nfft(imtuple, A, data, sigma, pol_trans) elif dtype == 'pbs': - chisq = chisq_pbs_nfft(imtuple, A, data, sigma, pol_prim) + chisq = chisq_pbs_nfft(imtuple, A, data, sigma, pol_trans) # circular elif dtype == 'vvis': - chisq = chisq_v_nfft(imtuple, A, data, sigma, pol_prim) + chisq = chisq_v_nfft(imtuple, A, data, sigma, pol_trans) return chisq def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', - mask=[], pol_prim="amp_phase",pol_solve=(0,1,1)): + mask=[], pol_trans="amp_phase",pol_solve=(0,1,1)): """return the chi^2 gradient for the appropriate dtype """ @@ -630,15 +630,15 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', if ttype == 'direct': # linear if dtype == 'pvis': - chisqgrad = chisqgrad_p(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_p(imtuple, A, data, sigma, pol_trans,pol_solve) elif dtype == 'm': - chisqgrad = chisqgrad_m(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_m(imtuple, A, data, sigma, pol_trans,pol_solve) elif dtype == 'pbs': - chisqgrad = chisqgrad_pbs(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_pbs(imtuple, A, data, sigma, pol_trans,pol_solve) # circular elif dtype == 'vvis': - chisqgrad = chisqgrad_v(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_v(imtuple, A, data, sigma, pol_trans,pol_solve) elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisqgrad!") @@ -649,15 +649,15 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', # linear if dtype == 'pvis': - chisqgrad = chisqgrad_p_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_p_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) elif dtype == 'm': - chisqgrad = chisqgrad_m_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_m_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) elif dtype == 'pbs': - chisqgrad = chisqgrad_pbs_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_pbs_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) # circular elif dtype == 'vvis': - chisqgrad = chisqgrad_v_nfft(imtuple, A, data, sigma, pol_prim,pol_solve) + chisqgrad = chisqgrad_v_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) if len(mask)>0 and np.any(np.invert(mask)): if len(chisqgrad==4): @@ -671,25 +671,24 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): norm_reg = kwargs.get('norm_reg', NORM_REGULARIZER) - pol_prim = kwargs.get('pol_prim', 'amp_phase') - pol_solve = kwargs.get('pol_solve', (0,1,1)) + pol_trans = kwargs.get('pol_trans', 'amp_phase') beam_size = kwargs.get('beam_size',1) # linear if stype == "msimple": - reg = -sm(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -sm(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "hw": - reg = -shw(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -shw(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "ptv": if np.any(np.invert(mask)): imtuple = embed_pol(imtuple, mask, randomfloor=True) - reg = -stv_pol(imtuple, flux, xdim, ydim, psize, pol_prim, + reg = -stv_pol(imtuple, flux, xdim, ydim, psize, pol_trans, norm_reg=norm_reg, beam_size=beam_size) # circular elif stype == "l1v": - reg = -sl1v(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -sl1v(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": - reg = -sl2v(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -sl2v(imtuple, flux, pol_trans, norm_reg=norm_reg) else: reg = 0 @@ -699,19 +698,19 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): norm_reg = kwargs.get('norm_reg', NORM_REGULARIZER) - pol_prim = kwargs.get('pol_prim', 'amp_phase') + pol_trans = kwargs.get('pol_trans', 'amp_phase') pol_solve = kwargs.get('pol_solve', (0,1,1)) beam_size = kwargs.get('beam_size',1) # linear if stype == "msimple": - reggrad = -smgrad(imtuple, flux, pol_prim, pol_solve, norm_reg=norm_reg) + reggrad = -smgrad(imtuple, flux, pol_trans, pol_solve, norm_reg=norm_reg) elif stype == "hw": - reggrad = -shwgrad(imtuple, flux, pol_prim, pol_solve, norm_reg=norm_reg) + reggrad = -shwgrad(imtuple, flux, pol_trans, pol_solve, norm_reg=norm_reg) elif stype == "ptv": if np.any(np.invert(mask)): imtuple = embed_pol(imtuple, mask, randomfloor=True) - reggrad = -stv_pol_grad(imtuple, flux, xdim, ydim, psize, pol_prim, pol_solve, + reggrad = -stv_pol_grad(imtuple, flux, xdim, ydim, psize, pol_trans, pol_solve, norm_reg=norm_reg, beam_size=beam_size) if np.any(np.invert(mask)): if len(reggrad==4): @@ -721,9 +720,9 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): # circular elif stype == "l1v": - reg = -sl1vgrad(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -sl1vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": - reg = -sl2vgrad(imtuple, flux, pol_prim, norm_reg=norm_reg) + reg = -sl2vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) else: reggrad = np.zeros((len(imtuple),len(imtuple[0]))) @@ -770,27 +769,27 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): # DFT Chi-squared and Gradient Functions ################################################################################################## -def chisq_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase"): +def chisq_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase"): """Polarimetric visibility chi-squared """ - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) psamples = np.dot(Amatrix, pimage) chisq = np.sum(np.abs((p - psamples))**2/(sigmap**2)) / (2*len(p)) return chisq -def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): """Polarimetric visibility chi-squared gradient """ iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) psamples = np.dot(Amatrix, pimage) pdiff = (p - psamples) / (sigmap**2) zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": mimage = imtuple[1] chiimage = imtuple[2] @@ -818,30 +817,30 @@ def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1 else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout -def chisq_m(imtuple, Amatrix, m, sigmam, pol_prim="amp_phase"): +def chisq_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase"): """Polarimetric ratio chi-squared """ iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) msamples = np.dot(Amatrix, pimage) / np.dot(Amatrix, iimage) return np.sum(np.abs((m - msamples))**2/(sigmam**2)) / (2*len(m)) -def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1,1)): """The gradient of the polarimetric ratio chisq """ iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) isamples = np.dot(Amatrix, iimage) psamples = np.dot(Amatrix, pimage) zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": mimage = imtuple[1] chiimage = imtuple[2] @@ -873,24 +872,24 @@ def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1 else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout -def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase"): +def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase"): """Polarimetric bispectrum chi-squared """ iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) bisamples_p = np.dot(Amatrices[0], pimage) * np.dot(Amatrices[1], pimage) * np.dot(Amatrices[2], pimage) chisq = np.sum(np.abs((bis_p - bisamples_p)/sigma)**2) / (2.*len(bis_p)) return chisq -def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_solve=(0,1,1)): """Polarimetric bispectrum chi-squared gradient """ - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) bisamples_p = np.dot(Amatrices[0], pimage) * np.dot(Amatrices[1], pimage) * np.dot(Amatrices[2], pimage) wdiff = ((bis_p - bisamples_p).conj()) / (sigma**2) @@ -899,7 +898,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol pt3 = wdiff * np.dot(Amatrices[0],pimage) * np.dot(Amatrices[1],pimage) ptsum = np.dot(pt1, Amatrices[0]) + np.dot(pt2, Amatrices[1]) + np.dot(pt3, Amatrices[2]) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": iimage = imtuple[0] mimage = imtuple[1] chiimage = imtuple[2] @@ -924,32 +923,32 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol gradout = np.array((gradi, gradm, gradchi)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout # stokes v -def chisq_v(imtuple, Amatrix, v, sigmav, pol_prim="amp_phase"): +def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans="amp_phase"): """V visibility chi-squared """ - vimage = make_v_image(imtuple, pol_prim) + vimage = make_v_image(imtuple, pol_trans) vsamples = np.dot(Amatrix, vimage) chisq = np.sum(np.abs((v - vsamples))**2/(sigmav**2)) / (2*len(v)) return chisq -def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): """V visibility chi-squared gradient """ iimage = imtuple[0] - vimage = make_v_image(imtuple, pol_prim) + vimage = make_v_image(imtuple, pol_trans) vsamples = np.dot(Amatrix, vimage) pdiff = (v - vsamples) / (sigmav**2) zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": vfimage = imtuple[3] # fractional if pol_solve[0]!=0: gradi = -np.real(vfimage * np.dot(Amatrix.conj().T, vdiff)) / len(v) @@ -965,14 +964,14 @@ def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_prim="amp_phase",pol_solve=(0,1 gradout = np.array((gradi, zeros, zeros, gradv)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout ################################################################################################## # NFFT Chi-squared and Gradient Functions ################################################################################################## -def chisq_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase"): +def chisq_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase"): """P visibility chi-squared """ @@ -982,7 +981,7 @@ def chisq_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase"): pulsefac = nfft_info.pulsefac #compute uniform --> nonuniform transform - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() psamples = plan.f.copy()*pulsefac @@ -992,7 +991,7 @@ def chisq_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase"): return chisq -def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): """P visibility chi-squared gradient """ @@ -1003,7 +1002,7 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1, #compute uniform --> nonuniform transform iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() psamples = plan.f.copy()*pulsefac @@ -1016,7 +1015,7 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1, zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": mimage = imtuple[1] chiimage = imtuple[2] @@ -1043,12 +1042,12 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_prim="amp_phase",pol_solve=(0,1, gradout = np.array((gradi, gradm, gradchi)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout -def chisq_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase"): +def chisq_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase"): """Polarimetric ratio chi-squared """ #get nfft object @@ -1062,7 +1061,7 @@ def chisq_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase"): plan.trafo() isamples = plan.f.copy()*pulsefac - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() psamples = plan.f.copy()*pulsefac @@ -1072,11 +1071,11 @@ def chisq_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase"): chisq = np.sum(np.abs((m - msamples))**2/(sigmam**2)) / (2*len(m)) return chisq -def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1,1)): """Polarimetric ratio chi-squared gradient """ iimage = imtuple[0] - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) #get nfft object @@ -1090,14 +1089,14 @@ def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1, plan.trafo() isamples = plan.f.copy()*pulsefac - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() psamples = plan.f.copy()*pulsefac zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": mimage = imtuple[1] chiimage = imtuple[2] @@ -1136,12 +1135,12 @@ def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_prim="amp_phase",pol_solve=(0,1, else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout -def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_prim="amp_phase"): +def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_trans="amp_phase"): """Polarimetric bispectrum chi-squared """ @@ -1159,7 +1158,7 @@ def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_prim="amp_phase"): pulsefac3 = nfft_info3.pulsefac #compute uniform --> nonuniform transforms - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan1.f_hat = pimage.copy().reshape((nfft_info1.ydim,nfft_info1.xdim)).T plan1.trafo() @@ -1179,7 +1178,7 @@ def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_prim="amp_phase"): return chisq -def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_solve=(0,1,1)): """Polarimetric bispectrum chi-squared gradient """ @@ -1197,7 +1196,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol pulsefac3 = nfft_info3.pulsefac #compute uniform --> nonuniform transforms - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) plan1.f_hat = pimage.copy().reshape((nfft_info1.ydim,nfft_info1.xdim)).T plan1.trafo() @@ -1232,7 +1231,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol ptsum = out1 + out2 + out3 - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": iimage = imtuple[0] mimage = imtuple[1] chiimage = imtuple[2] @@ -1258,12 +1257,12 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_prim="amp_phase",pol_sol else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout # stokes v -def chisq_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase"): +def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase"): """V visibility chi-squared """ @@ -1273,7 +1272,7 @@ def chisq_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase"): pulsefac = nfft_info.pulsefac #compute uniform --> nonuniform transform - vimage = make_v_image(imtuple, pol_prim) + vimage = make_v_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() vsamples = plan.f.copy()*pulsefac @@ -1283,7 +1282,7 @@ def chisq_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase"): return chisq -def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase",pol_solve=(0,1,1)): """V visibility chi-squared gradient """ @@ -1294,7 +1293,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1, #compute uniform --> nonuniform transform iimage = imtuple[0] - vimage = make_v_image(imtuple, pol_prim) + vimage = make_v_image(imtuple, pol_trans) plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() vsamples = plan.f.copy()*pulsefac @@ -1307,7 +1306,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1, zeros = np.zeros(len(iimage)) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": vfimage = imtuple[3] #fractional @@ -1325,7 +1324,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1, gradout = np.array((gradi, zeros, zeros, gradv)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return gradout @@ -1333,7 +1332,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_prim="amp_phase",pol_solve=(0,1, # Polarimetric Entropy and Gradient Functions ################################################################################################## -def sm(imtuple, flux, pol_prim="amp_phase", +def sm(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """I log m entropy """ @@ -1341,11 +1340,11 @@ def sm(imtuple, flux, pol_prim="amp_phase", else: norm = 1 iimage = imtuple[0] - mimage = make_m_image(imtuple, pol_prim) + mimage = make_m_image(imtuple, pol_trans) S = -np.sum(iimage * np.log(mimage)) return S/norm -def smgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), +def smgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER): """I log m entropy gradient """ @@ -1355,9 +1354,9 @@ def smgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), iimage = imtuple[0] zeros = np.zeros(len(iimage)) - mimage = make_m_image(imtuple, pol_prim) + mimage = make_m_image(imtuple, pol_trans) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": if pol_solve[0]!=0: @@ -1373,15 +1372,15 @@ def smgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), gradchi = zeros if len(imtuple)==4: - out = (gradi, gradm, gradchi,zeros) + out = np.array((gradi, gradm, gradchi,zeros)) else: - out = (gradi, gradm, gradchi) + out = np.array((gradi, gradm, gradchi)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return np.array(out)/norm -def shw(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): +def shw(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """Holdaway-Wardle polarimetric entropy """ @@ -1389,11 +1388,11 @@ def shw(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): else: norm = 1 iimage = imtuple[0] - mimage = make_m_image(imtuple, pol_prim) + mimage = make_m_image(imtuple, pol_trans) S = -np.sum(iimage * (((1+mimage)/2) * np.log((1+mimage)/2) + ((1-mimage)/2) * np.log((1-mimage)/2))) return S/norm -def shwgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), +def shwgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER): """Gradient of the Holdaway-Wardle polarimetric entropy """ @@ -1402,8 +1401,8 @@ def shwgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), iimage = imtuple[0] zeros = np.zeros(len(iimage)) - mimage = make_m_image(imtuple, pol_prim) - if pol_prim=="amp_phase": + mimage = make_m_image(imtuple, pol_trans) + if pol_trans=="amp_phase": if pol_solve[0]!=0: gradi = -(((1+mimage)/2) * np.log((1+mimage)/2) + ((1-mimage)/2) * np.log((1-mimage)/2)) @@ -1418,15 +1417,15 @@ def shwgrad(imtuple, flux, pol_prim="amp_phase",pol_solve=(0,1,1), gradchi = zeros if len(imtuple)==4: - out = (gradi, gradm, gradchi,zeros) + out = np.array((gradi, gradm, gradchi,zeros)) else: - out = (gradi, gradm, gradchi) + out = np.array((gradi, gradm, gradchi)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return np.array(out)/norm -def stv_pol(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", +def stv_pol(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER, beam_size=None): """Total variation of I*m*exp(2Ichi)""" @@ -1434,7 +1433,7 @@ def stv_pol(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", if norm_reg: norm = flux*psize / beam_size else: norm = 1 - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) im = pimage.reshape(ny, nx) impad = np.pad(im, 1, mode='constant', constant_values=0) @@ -1443,7 +1442,7 @@ def stv_pol(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", S = -np.sum(np.sqrt(np.abs(im_l1 - im)**2 + np.abs(im_l2 - im)**2)) return S/norm -def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", pol_solve=(0,1,1), +def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER, beam_size=None): """Total variation entropy gradient""" @@ -1453,7 +1452,7 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", pol_solve=( iimage = imtuple[0] zeros = np.zeros(len(iimage)) - pimage = make_p_image(imtuple, pol_prim) + pimage = make_p_image(imtuple, pol_trans) im = pimage.reshape(ny, nx) impad = np.pad(im, 1, mode='constant', constant_values=0) @@ -1469,7 +1468,7 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", pol_solve=( d2 = np.sqrt(np.abs(im_r1 - im)**2 + np.abs(im_r1l2 - im_r1)**2) d3 = np.sqrt(np.abs(im_r2 - im)**2 + np.abs(im_l1r2 - im_r2)**2) - if pol_prim=="amp_phase": + if pol_trans=="amp_phase": # dS/dI Numerators if pol_solve[0]!=0: @@ -1499,30 +1498,30 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_prim="amp_phase", pol_solve=( chigrad = zeros if len(imtuple)==4: - out = (igrad, mgrad, chigrad,zeros) + out = np.array((igrad, mgrad, chigrad,zeros)) else: - out = (igrad, mgrad, chigrad,) + out = np.array((igrad, mgrad, chigrad)) else: - raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_prim) + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) return out/norm # circular polarization # TODO check!! -def sl1v(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): +def sl1v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """L1 norm regularizer on V/I """ if norm_reg: norm = len(imtuple[0]) else: norm = 1 iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_prim) + vfimage = make_vfrac_image(imtuple, pol_trans) l1 = -np.sum(np.abs(vfrac_image)) return l1/norm -def sl1vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): +def sl1vgrad(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """L1 norm gradient """ if norm_reg: norm = len(imtuple[0]) @@ -1530,25 +1529,25 @@ def sl1vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): iimage = imtuple[0] zeros = np.zeros(len(iimage)) - vfimage = make_vfrac_image(imtuple, pol_prim) + vfimage = make_vfrac_image(imtuple, pol_trans) vfgrad = -np.sign(vfrac_image) l1grad = np.array((zeros, zeros, zeros, vfgrad)) return l1grad/norm -def sl2v(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): +def sl2v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """L1 norm regularizer on V/I """ if norm_reg: norm = len(imtuple[0]) else: norm = 1 iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_prim) + vfimage = make_vfrac_image(imtuple, pol_trans) l1 = -np.sum((vfrac_image)**2) return l1/norm -def sl2vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): +def sl2vgrad(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): """L2 norm gradient """ if norm_reg: norm = len(imtuple[0]) @@ -1556,7 +1555,7 @@ def sl2vgrad(imtuple, flux, pol_prim="amp_phase", norm_reg=NORM_REGULARIZER): iimage = imtuple[0] zeros = np.zeros(len(iimage)) - vfimage = make_vfrac_image(imtuple, pol_prim) + vfimage = make_vfrac_image(imtuple, pol_trans) vfgrad = -2*vfrac_image l2grad = np.array((zeros, zeros, zeros, vfgrad)) @@ -1744,7 +1743,7 @@ def chisqdata_vvis_nfft(Obsdata, Prior, mask, **kwargs): # Plotting ################################################################################################## -#TODO this only works for pol_prim == "amp_cphase" +#TODO this only works for pol_trans == "amp_cphase" def plot_m(imtuple, Prior, nit, chi2_dict, **kwargs): cmap = kwargs.get('cmap','afmhot') diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index d7c0f517..903f4ebb 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -1134,7 +1134,7 @@ def chisq(self, im_or_mov, dtype='vis', pol='I', ttype='nfft', mask=[], **kwargs return chisq - def polchisq(self, im, dtype='pvis', ttype='nfft', pol_prim='amp_phase', mask=[], **kwargs): + def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[], **kwargs): """Give the reduced chi^2 for the specified image and polarimetric datatype. Args: @@ -1143,7 +1143,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_prim='amp_phase', mask=[] pol (str): polarization type ('I', 'Q', 'U', 'V', 'LL', 'RR', 'LR', or 'RL' mask (arr): mask of same dimension as im.imvec ttype (str): if "fast" or "nfft" or "direct" - pol_prim (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I + pol_trans (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I fft_pad_factor (float): zero pad the image to (fft_pad_factor * image size) in FFT conv_func ('str'): The convolving function for gridding; 'gaussian', 'pill','cubic' p_rad (int): The pixel radius for the convolving function @@ -1173,7 +1173,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_prim='amp_phase', mask=[] # Pack the comparison image in the proper format imstokes = im.switch_polrep(polrep_out='stokes', pol_prim_out='I') - if pol_prim == 'amp_phase': + if pol_trans == 'amp_phase': ivec = imstokes.imvec mvec = (np.abs(imstokes.qvec + 1j * imstokes.uvec) / ivec) chivec = np.angle(imstokes.qvec + 1j * imstokes.uvec) / 2 @@ -1182,7 +1182,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_prim='amp_phase', mask=[] mvec = mvec[mask] chivec = chivec[mask] imtuple = np.array((ivec, mvec, chivec)) - elif pol_prim == 'qu': + elif pol_trans == 'qu': ivec = imstokes.imvec qvec = imstokes.qvec uvec = imstokes.uvec @@ -1192,11 +1192,11 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_prim='amp_phase', mask=[] uvec = uvec[mask] imtuple = np.array((ivec, qvec, uvec)) else: - raise Exception("Only amp_phase & qu pol_prim are currently supported in polchisq!") + raise Exception("Only amp_phase & qu pol_trans are currently supported in polchisq!") # Calculate the chi^2 chisq = piu.polchisq(imtuple, A, data, sigma, dtype, - ttype=ttype, mask=mask, pol_prim=pol_prim) + ttype=ttype, mask=mask, pol_trans=pol_trans) return chisq diff --git a/ehtim/plotting/summary_plots.py b/ehtim/plotting/summary_plots.py index 4f13bfec..a0cdab94 100644 --- a/ehtim/plotting/summary_plots.py +++ b/ehtim/plotting/summary_plots.py @@ -984,18 +984,18 @@ def imgsum_pol(im, obs, obs_uncal, outname, # compute chi^2 chi2pvis = obs.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_prim='qu') + systematic_noise=sysnoise, pol_trans='qu') chi2m = obs.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_prim='qu') + systematic_noise=sysnoise, pol_trans='qu') chi2qvis = obs.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='Q') chi2uvis = obs.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='U') chi2pvis_uncal = obs_uncal.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_prim='qu') + systematic_noise=sysnoise, pol_trans='qu') chi2m_uncal = obs_uncal.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_prim='qu') + systematic_noise=sysnoise, pol_trans='qu') chi2qvis_uncal = obs_uncal.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='Q') chi2uvis_uncal = obs_uncal.chisq(im, dtype='vis', ttype='nfft', From dd6aa79ee634108fa09ea56c1d3766a2820bb65f Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Jul 2023 19:15:35 -0400 Subject: [PATCH 47/52] replaced 'pol_prim' str flag with 'pol_trans' bool --- ehtim/imager.py | 2 +- ehtim/imaging/pol_imager_utils.py | 169 ++++++++++++++---------------- ehtim/obsdata.py | 11 +- ehtim/plotting/summary_plots.py | 8 +- 4 files changed, 86 insertions(+), 104 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 5f7f29be..42586d55 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -58,7 +58,7 @@ REG_DEFAULT = {'simple': 1} DAT_DEFAULT = {'vis': 100} -POL_TRANS = "amp_phase" # this means we solve for polarization in the m, chi basis +POL_TRANS = True # this means we solve for polarization in the m, chi basis #POL_WHICH_SOLVE = (0, 1, 1) # this means that pol imaging solves for m & chi (not I), for now # not used, now determined by 'pol_next' MF_WHICH_SOLVE = (1, 1, 0) # this means that mf imaging solves for I0 and alpha (not beta), for now diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index 1b3bb7f8..ebb966e5 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -74,7 +74,7 @@ def uimage(iimage, mimage, chiimage): # Polarimetric Imager ################################################################################################## def pol_imager_func(Obsdata, InitIm, Prior, - pol_trans="amp_phase", pol_solve = (0,1,1), + pol_trans=True, pol_solve = (0,1,1), d1='pvis', d2=False, s1='msimple', s2=False, alpha_d1=100, alpha_d2=100, @@ -88,7 +88,7 @@ def pol_imager_func(Obsdata, InitIm, Prior, Prior (Image): The Image object with the prior image InitIm (Image): The Image object with the initial image for the minimization - pol_trans (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I + pol_trans (bool): polarization scaled to physical values or not pol_solve (tuple): len 3 tuple, solve for the corresponding pol image when not zero d1 (str): The first data term; options are 'pvis', 'm', 'pbs' @@ -144,8 +144,8 @@ def pol_imager_func(Obsdata, InitIm, Prior, raise Exception("Initial image does not match dimensions of the prior image!") if (ttype not in ["direct","nfft"]): raise Exception("FFT no yet implemented in polarimetric imaging -- use NFFT!") - if (pol_trans!="amp_phase"): - raise Exception("Only amp_phase pol_trans currently supported!") + if (not pol_trans): + raise Exception("Only pol_trans==True supported!") if (len(pol_solve)!=3): raise Exception("pol_solve tuple must have 3 entries!") @@ -176,7 +176,7 @@ def pol_imager_func(Obsdata, InitIm, Prior, nimage = len(iimage) # initial pol image - if pol_trans == "amp_phase": + if pol_trans: if len(InitIm.qvec) and (np.any(InitIm.qvec!=0) or np.any(InitIm.uvec!=0)): #TODO right? or should it be if any=0 init1 = (np.abs(InitIm.qvec + 1j*InitIm.uvec) / InitIm.imvec)[embed_mask] init2 = (np.arctan2(InitIm.uvec, InitIm.qvec) / 2.0)[embed_mask] @@ -237,7 +237,7 @@ def objfunc(allvec): cvtuple = unpack_poltuple(allvec, xtuple, nimage, pol_solve) # change of variables - if pol_trans == "amp_phase": + if pol_trans: imtuple = mcv(cvtuple) else: raise Exception() @@ -252,7 +252,7 @@ def objgrad(allvec): cvtuple = unpack_poltuple(allvec, xtuple, nimage, pol_solve) # change of variables - if pol_trans == "amp_phase": + if pol_trans: imtuple = mcv(cvtuple) else: raise Exception() @@ -262,7 +262,7 @@ def objgrad(allvec): gradarr = datterm + regterm # chain rule - if pol_trans == "amp_phase": + if pol_trans: chainarr = mchain(cvtuple) gradarr = gradarr*chainarr @@ -277,8 +277,7 @@ def objgrad(allvec): def plotcur(im_step): global nit cvtuple = unpack_poltuple(im_step, xtuple, nimage, pol_solve) - #print( np.max(np.abs((cvtuple[2]-xtuple[2])/xtuple[2]))) - if pol_trans == "amp_phase": + if pol_trans: imtuple = mcv(cvtuple) #change of variables else: raise Exception() @@ -326,7 +325,7 @@ def plotcur(im_step): # Format output outcv = unpack_poltuple(res.x, xtuple, nimage, pol_solve) - if pol_trans == "amp_phase": + if pol_trans: outcut = mcv(outcv) #change of variables else: outcut = outcv @@ -414,94 +413,78 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): out = np.array((im0, im1, im2)) return out -def make_p_image(imtuple, pol_trans="amp_phase"): +def make_p_image(imtuple, pol_trans=True): """construct a polarimetric image P = Q + iU """ - if pol_trans=="amp_phase": + if pol_trans: pimage = imtuple[0] * imtuple[1] * np.exp(2j*imtuple[2]) - elif pol_trans=="qu": - pimage = imtuple[1] + 1j*imtuple[2] - elif pol_trans=="qu_frac": - pimage = imtuple[0] * (imtuple[1] + 1j*imtuple[2]) else: - raise Exception("polarimetric representation %s not recognized in make_p_image!"%pol_trans) + pimage = imtuple[1] + 1j*imtuple[2] + return pimage -def make_m_image(imtuple, pol_trans="amp_phase"): +def make_m_image(imtuple, pol_trans=True): """construct a polarimetric ratrio image abs(P/I) = abs(Q + iU)/I """ - if pol_trans=="amp_phase": + if pol_trans: mimage = imtuple[1] - elif pol_trans=="qu": - mimage = np.abs((imtuple[1] + 1j*imtuple[2])/imtuple[0]) - elif pol_trans=="qu_frac": - mimage = np.abs(imtuple[1] + 1j*imtuple[2]) else: - raise Exception("polarimetric representation %s not recognized in make_m_image!"%pol_trans) + mimage = np.abs((imtuple[1] + 1j*imtuple[2])/imtuple[0]) return mimage -def make_chi_image(imtuple, pol_trans="amp_phase"): +def make_chi_image(imtuple, pol_trans=True): """construct a polarimetric angle image """ - if pol_trans=="amp_phase": + if pol_trans: chiimage = imtuple[2] - elif pol_trans=="qu": + else: chiimage = 0.5*np.angle((imtuple[1] + 1j*imtuple[2])/imtuple[0]) - elif pol_trans=="qu_frac": - chiimage = 0.5*np.angle(imtuple[1] + 1j*imtuple[2]) - else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) + return chiimage -def make_q_image(imtuple, pol_trans="amp_phase"): +def make_q_image(imtuple, pol_trans=True): """construct an image of stokes Q """ - if pol_trans=="amp_phase": + if pol_trans: qimage = imtuple[0] * imtuple[1] * np.cos(2*imtuple[2]) - elif pol_trans=="qu": - qimage = imtuple[1] - elif pol_trans=="qu_frac": - qimage = imtuple[1]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_q_image!"%pol_trans) + qimage = imtuple[1] + return qimage -def make_u_image(imtuple, pol_trans="amp_phase"): +def make_u_image(imtuple, pol_trans=True): """construct an image of stokes U """ - if pol_trans=="amp_phase": + if pol_trans: uimage = imtuple[0] * imtuple[1] * np.sin(2*imtuple[2]) - elif pol_trans=="qu": - uimage = imtuple[2] - elif pol_trans=="qu_frac": - uimage =imtuple[2]*imtuple[0] else: - raise Exception("polarimetric representation %s not recognized in make_u_image!"%pol_trans) + uimage = imtuple[2] + return uimage -def make_v_image(imtuple, pol_trans="amp_phase"): +def make_v_image(imtuple, pol_trans=True): """construct an image of stokes V """ - if pol_trans=="amp_phase": + if pol_trans: vimage = imtuple[0] * imtuple[3] else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) + vimage = imtuple[3] return vimage -def make_vfrac_image(imtuple, pol_trans="amp_phase"): +def make_vfrac_image(imtuple, pol_trans=True): """construct an image of stokes V """ - if pol_trans=="amp_phase": + if pol_trans: vfimage = imtuple[3] else: - raise Exception("polarimetric representation %s not recognized in make_chi_image!"%pol_trans) + vfimage = imtuple[3]/imtuple[0] return vfimage @@ -571,7 +554,7 @@ def mchain(imtuple): # Wrapper Functions ################################################################################################## -def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans="amp_phase"): +def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans=True): """return the chi^2 for the appropriate dtype """ @@ -616,7 +599,7 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans= return chisq def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', - mask=[], pol_trans="amp_phase",pol_solve=(0,1,1)): + mask=[], pol_trans=True,pol_solve=(0,1,1)): """return the chi^2 gradient for the appropriate dtype """ @@ -671,7 +654,7 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): norm_reg = kwargs.get('norm_reg', NORM_REGULARIZER) - pol_trans = kwargs.get('pol_trans', 'amp_phase') + pol_trans = kwargs.get('pol_trans', True) beam_size = kwargs.get('beam_size',1) # linear @@ -698,7 +681,7 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): norm_reg = kwargs.get('norm_reg', NORM_REGULARIZER) - pol_trans = kwargs.get('pol_trans', 'amp_phase') + pol_trans = kwargs.get('pol_trans', True) pol_solve = kwargs.get('pol_solve', (0,1,1)) beam_size = kwargs.get('beam_size',1) @@ -769,7 +752,7 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): # DFT Chi-squared and Gradient Functions ################################################################################################## -def chisq_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase"): +def chisq_p(imtuple, Amatrix, p, sigmap, pol_trans=True): """Polarimetric visibility chi-squared """ @@ -778,7 +761,7 @@ def chisq_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase"): chisq = np.sum(np.abs((p - psamples))**2/(sigmap**2)) / (2*len(p)) return chisq -def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_trans=True,pol_solve=(0,1,1)): """Polarimetric visibility chi-squared gradient """ @@ -789,7 +772,7 @@ def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase",pol_solve=(0, pdiff = (p - psamples) / (sigmap**2) zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: mimage = imtuple[1] chiimage = imtuple[2] @@ -821,7 +804,7 @@ def chisqgrad_p(imtuple, Amatrix, p, sigmap, pol_trans="amp_phase",pol_solve=(0, return gradout -def chisq_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase"): +def chisq_m(imtuple, Amatrix, m, sigmam, pol_trans=True): """Polarimetric ratio chi-squared """ @@ -830,7 +813,7 @@ def chisq_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase"): msamples = np.dot(Amatrix, pimage) / np.dot(Amatrix, iimage) return np.sum(np.abs((m - msamples))**2/(sigmam**2)) / (2*len(m)) -def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_trans=True,pol_solve=(0,1,1)): """The gradient of the polarimetric ratio chisq """ iimage = imtuple[0] @@ -840,7 +823,7 @@ def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase",pol_solve=(0, psamples = np.dot(Amatrix, pimage) zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: mimage = imtuple[1] chiimage = imtuple[2] @@ -876,7 +859,7 @@ def chisqgrad_m(imtuple, Amatrix, m, sigmam, pol_trans="amp_phase",pol_solve=(0, return gradout -def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase"): +def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans=True): """Polarimetric bispectrum chi-squared """ @@ -886,7 +869,7 @@ def chisq_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase"): chisq = np.sum(np.abs((bis_p - bisamples_p)/sigma)**2) / (2.*len(bis_p)) return chisq -def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans=True,pol_solve=(0,1,1)): """Polarimetric bispectrum chi-squared gradient """ pimage = make_p_image(imtuple, pol_trans) @@ -898,7 +881,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_so pt3 = wdiff * np.dot(Amatrices[0],pimage) * np.dot(Amatrices[1],pimage) ptsum = np.dot(pt1, Amatrices[0]) + np.dot(pt2, Amatrices[1]) + np.dot(pt3, Amatrices[2]) - if pol_trans=="amp_phase": + if pol_trans: iimage = imtuple[0] mimage = imtuple[1] chiimage = imtuple[2] @@ -928,7 +911,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_so return gradout # stokes v -def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans="amp_phase"): +def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans=True): """V visibility chi-squared """ @@ -937,7 +920,7 @@ def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans="amp_phase"): chisq = np.sum(np.abs((v - vsamples))**2/(sigmav**2)) / (2*len(v)) return chisq -def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans=True,pol_solve=(0,1,1)): """V visibility chi-squared gradient """ @@ -948,7 +931,7 @@ def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans="amp_phase",pol_solve=(0, pdiff = (v - vsamples) / (sigmav**2) zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: vfimage = imtuple[3] # fractional if pol_solve[0]!=0: gradi = -np.real(vfimage * np.dot(Amatrix.conj().T, vdiff)) / len(v) @@ -971,7 +954,7 @@ def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans="amp_phase",pol_solve=(0, ################################################################################################## # NFFT Chi-squared and Gradient Functions ################################################################################################## -def chisq_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase"): +def chisq_p_nfft(imtuple, A, p, sigmap, pol_trans=True): """P visibility chi-squared """ @@ -991,7 +974,7 @@ def chisq_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase"): return chisq -def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_trans=True,pol_solve=(0,1,1)): """P visibility chi-squared gradient """ @@ -1015,7 +998,7 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1 zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: mimage = imtuple[1] chiimage = imtuple[2] @@ -1047,7 +1030,7 @@ def chisqgrad_p_nfft(imtuple, A, p, sigmap, pol_trans="amp_phase",pol_solve=(0,1 return gradout -def chisq_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase"): +def chisq_m_nfft(imtuple, A, m, sigmam, pol_trans=True): """Polarimetric ratio chi-squared """ #get nfft object @@ -1071,7 +1054,7 @@ def chisq_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase"): chisq = np.sum(np.abs((m - msamples))**2/(sigmam**2)) / (2*len(m)) return chisq -def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_trans=True,pol_solve=(0,1,1)): """Polarimetric ratio chi-squared gradient """ iimage = imtuple[0] @@ -1096,7 +1079,7 @@ def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1 zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: mimage = imtuple[1] chiimage = imtuple[2] @@ -1140,7 +1123,7 @@ def chisqgrad_m_nfft(imtuple, A, m, sigmam, pol_trans="amp_phase",pol_solve=(0,1 return gradout -def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_trans="amp_phase"): +def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_trans=True): """Polarimetric bispectrum chi-squared """ @@ -1178,7 +1161,7 @@ def chisq_pbs_nfft(imtuple, A, bis_p, sigma, pol_trans="amp_phase"): return chisq -def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans=True,pol_solve=(0,1,1)): """Polarimetric bispectrum chi-squared gradient """ @@ -1231,7 +1214,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_so ptsum = out1 + out2 + out3 - if pol_trans=="amp_phase": + if pol_trans: iimage = imtuple[0] mimage = imtuple[1] chiimage = imtuple[2] @@ -1262,7 +1245,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans="amp_phase",pol_so return gradout # stokes v -def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase"): +def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans=True): """V visibility chi-squared """ @@ -1282,7 +1265,7 @@ def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase"): return chisq -def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase",pol_solve=(0,1,1)): +def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans=True,pol_solve=(0,1,1)): """V visibility chi-squared gradient """ @@ -1306,7 +1289,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase",pol_solve=(0,1 zeros = np.zeros(len(iimage)) - if pol_trans=="amp_phase": + if pol_trans: vfimage = imtuple[3] #fractional @@ -1332,7 +1315,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans="amp_phase",pol_solve=(0,1 # Polarimetric Entropy and Gradient Functions ################################################################################################## -def sm(imtuple, flux, pol_trans="amp_phase", +def sm(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """I log m entropy """ @@ -1344,7 +1327,7 @@ def sm(imtuple, flux, pol_trans="amp_phase", S = -np.sum(iimage * np.log(mimage)) return S/norm -def smgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), +def smgrad(imtuple, flux, pol_trans=True,pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER): """I log m entropy gradient """ @@ -1356,7 +1339,7 @@ def smgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), zeros = np.zeros(len(iimage)) mimage = make_m_image(imtuple, pol_trans) - if pol_trans=="amp_phase": + if pol_trans: if pol_solve[0]!=0: @@ -1380,7 +1363,7 @@ def smgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), return np.array(out)/norm -def shw(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): +def shw(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """Holdaway-Wardle polarimetric entropy """ @@ -1392,7 +1375,7 @@ def shw(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): S = -np.sum(iimage * (((1+mimage)/2) * np.log((1+mimage)/2) + ((1-mimage)/2) * np.log((1-mimage)/2))) return S/norm -def shwgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), +def shwgrad(imtuple, flux, pol_trans=True,pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER): """Gradient of the Holdaway-Wardle polarimetric entropy """ @@ -1402,7 +1385,7 @@ def shwgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), iimage = imtuple[0] zeros = np.zeros(len(iimage)) mimage = make_m_image(imtuple, pol_trans) - if pol_trans=="amp_phase": + if pol_trans: if pol_solve[0]!=0: gradi = -(((1+mimage)/2) * np.log((1+mimage)/2) + ((1-mimage)/2) * np.log((1-mimage)/2)) @@ -1425,7 +1408,7 @@ def shwgrad(imtuple, flux, pol_trans="amp_phase",pol_solve=(0,1,1), return np.array(out)/norm -def stv_pol(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", +def stv_pol(imtuple, flux, nx, ny, psize, pol_trans=True, norm_reg=NORM_REGULARIZER, beam_size=None): """Total variation of I*m*exp(2Ichi)""" @@ -1442,7 +1425,7 @@ def stv_pol(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", S = -np.sum(np.sqrt(np.abs(im_l1 - im)**2 + np.abs(im_l2 - im)**2)) return S/norm -def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", pol_solve=(0,1,1), +def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans=True, pol_solve=(0,1,1), norm_reg=NORM_REGULARIZER, beam_size=None): """Total variation entropy gradient""" @@ -1468,7 +1451,7 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", pol_solve= d2 = np.sqrt(np.abs(im_r1 - im)**2 + np.abs(im_r1l2 - im_r1)**2) d3 = np.sqrt(np.abs(im_r2 - im)**2 + np.abs(im_l1r2 - im_r2)**2) - if pol_trans=="amp_phase": + if pol_trans: # dS/dI Numerators if pol_solve[0]!=0: @@ -1509,7 +1492,7 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans="amp_phase", pol_solve= # circular polarization # TODO check!! -def sl1v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): +def sl1v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """L1 norm regularizer on V/I """ if norm_reg: norm = len(imtuple[0]) @@ -1521,7 +1504,7 @@ def sl1v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): return l1/norm -def sl1vgrad(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): +def sl1vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """L1 norm gradient """ if norm_reg: norm = len(imtuple[0]) @@ -1535,7 +1518,7 @@ def sl1vgrad(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): return l1grad/norm -def sl2v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): +def sl2v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """L1 norm regularizer on V/I """ if norm_reg: norm = len(imtuple[0]) @@ -1547,7 +1530,7 @@ def sl2v(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): return l1/norm -def sl2vgrad(imtuple, flux, pol_trans="amp_phase", norm_reg=NORM_REGULARIZER): +def sl2vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): """L2 norm gradient """ if norm_reg: norm = len(imtuple[0]) diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 903f4ebb..22492903 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -1134,7 +1134,7 @@ def chisq(self, im_or_mov, dtype='vis', pol='I', ttype='nfft', mask=[], **kwargs return chisq - def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[], **kwargs): + def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans=True, mask=[], **kwargs): """Give the reduced chi^2 for the specified image and polarimetric datatype. Args: @@ -1143,7 +1143,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[ pol (str): polarization type ('I', 'Q', 'U', 'V', 'LL', 'RR', 'LR', or 'RL' mask (arr): mask of same dimension as im.imvec ttype (str): if "fast" or "nfft" or "direct" - pol_trans (str): "amp_phase" I,m,chi "qu" for IQU, "qu_frac" for I,Q/I,U/I + pol_trans (bool): True for I,m,chi, False for IQU fft_pad_factor (float): zero pad the image to (fft_pad_factor * image size) in FFT conv_func ('str'): The convolving function for gridding; 'gaussian', 'pill','cubic' p_rad (int): The pixel radius for the convolving function @@ -1173,7 +1173,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[ # Pack the comparison image in the proper format imstokes = im.switch_polrep(polrep_out='stokes', pol_prim_out='I') - if pol_trans == 'amp_phase': + if pol_trans: ivec = imstokes.imvec mvec = (np.abs(imstokes.qvec + 1j * imstokes.uvec) / ivec) chivec = np.angle(imstokes.qvec + 1j * imstokes.uvec) / 2 @@ -1182,7 +1182,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[ mvec = mvec[mask] chivec = chivec[mask] imtuple = np.array((ivec, mvec, chivec)) - elif pol_trans == 'qu': + else: ivec = imstokes.imvec qvec = imstokes.qvec uvec = imstokes.uvec @@ -1191,8 +1191,7 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans='amp_phase', mask=[ qvec = qvec[mask] uvec = uvec[mask] imtuple = np.array((ivec, qvec, uvec)) - else: - raise Exception("Only amp_phase & qu pol_trans are currently supported in polchisq!") + # Calculate the chi^2 chisq = piu.polchisq(imtuple, A, data, sigma, dtype, diff --git a/ehtim/plotting/summary_plots.py b/ehtim/plotting/summary_plots.py index a0cdab94..c8de71c5 100644 --- a/ehtim/plotting/summary_plots.py +++ b/ehtim/plotting/summary_plots.py @@ -984,18 +984,18 @@ def imgsum_pol(im, obs, obs_uncal, outname, # compute chi^2 chi2pvis = obs.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_trans='qu') + systematic_noise=sysnoise, pol_trans=False) chi2m = obs.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_trans='qu') + systematic_noise=sysnoise, pol_trans=False) chi2qvis = obs.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='Q') chi2uvis = obs.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='U') chi2pvis_uncal = obs_uncal.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_trans='qu') + systematic_noise=sysnoise, pol_trans=False) chi2m_uncal = obs_uncal.polchisq(im, dtype='m', ttype='nfft', - systematic_noise=sysnoise, pol_trans='qu') + systematic_noise=sysnoise, pol_trans=False) chi2qvis_uncal = obs_uncal.chisq(im, dtype='vis', ttype='nfft', systematic_noise=sysnoise, pol='Q') chi2uvis_uncal = obs_uncal.chisq(im, dtype='vis', ttype='nfft', From 04a835901c6be54dd93f6b7c6fc47a3a8fea2a32 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Jul 2023 21:31:17 -0400 Subject: [PATCH 48/52] fixed stokes v bugs --- ehtim/imager.py | 412 +++++++++++++++--------------- ehtim/imaging/pol_imager_utils.py | 99 +++---- ehtim/obsdata.py | 12 +- 3 files changed, 264 insertions(+), 259 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index 42586d55..b4623a12 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -47,8 +47,10 @@ REGULARIZERS_SPECIND = ['l2_alpha', 'tv_alpha'] REGULARIZERS_CURV = ['l2_beta', 'tv_beta'] -DATATERMS_POL = ['pvis', 'm', 'pbs'] -REGULARIZERS_POL = ['msimple', 'hw', 'ptv'] + + +DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v'] GRIDDER_P_RAD_DEFAULT = 2 GRIDDER_CONV_FUNC_DEFAULT = 'gaussian' @@ -70,6 +72,8 @@ 'alpha_A':1.0, 'epsilon_tv':0.0} +POLARIZATION_MODES = ['P','QU','IP','IQU','V','IV','IQUV','IPV'] # TODO: treatment of V may be inconsistent + ################################################################################################### # Imager object ################################################################################################### @@ -255,8 +259,8 @@ def make_image(self, pol=None, grads=True, mf=False, **kwargs): print("Imager run %i " % (int(self.nruns)+1)) # For polarimetric imaging, switch polrep to Stokes - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - print("Imaging P: switching to Stokes!") + if self.pol_next in POLARIZATION_MODES: + print("Imaging Polarization: switching to Stokes!") self.prior_next = self.prior_next.switch_polrep(polrep_out='stokes', pol_prim_out='I') self.init_next = self.init_next.switch_polrep(polrep_out='stokes', pol_prim_out='I') pol_prim = 'I' @@ -295,24 +299,44 @@ def callback_func(xcur): out = res.x[:] self.tmpout = res.x - if self.pol_next == 'P': - out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (0,1,1)) - if 'mcv' in self.transform_next: - out = polutils.mcv(out) + if self.pol_next in POLARIZATION_MODES: # polarization + if self.pol_next == 'P': + out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (0,1,1)) + if 'mcv' in self.transform_next: + out = polutils.mcv(out) - elif self.pol_next == 'IP' or self.pol_next == 'IQU': - out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (1,1,1)) - if 'mcv' in self.transform_next: - out = polutils.mcv(out) - if 'log' in self.transform_next: - out[0] = np.exp(out[0]) + elif self.pol_next == 'IP' or self.pol_next == 'IQU': + out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (1,1,1)) + if 'mcv' in self.transform_next: + out = polutils.mcv(out) + if 'log' in self.transform_next: + out[0] = np.exp(out[0]) - elif self.mf_next: + elif self.pol_next == 'V': + out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (0,0,0,1)) + if 'mcv' in self.transform_next: + out = polutils.mcv(out) + + elif self.pol_next == 'IV': + out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (1,0,0,1)) + if 'mcv' in self.transform_next: + out = polutils.mcv(out) + if 'log' in self.transform_next: + out[0] = np.exp(out[0]) + + elif self.pol_next == 'IQUV': + out = polutils.unpack_poltuple(out, self._xtuple, self._nimage, (1,1,1,1)) + if 'mcv' in self.transform_next: + out = polutils.mcv(out) + if 'log' in self.transform_next: + out[0] = np.exp(out[0]) + + elif self.mf_next: # multi-frequency out = mfutils.unpack_mftuple(out, self._xtuple, self._nimage, self.mf_which_solve) if 'log' in self.transform_next: out[0] = np.exp(out[0]) - elif 'log' in self.transform_next: + elif 'log' in self.transform_next: # simple single-frequency out = np.exp(out) # Print final stats @@ -338,20 +362,22 @@ def callback_func(xcur): print("==============================") # Embed image - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: # polarization if np.any(np.invert(self._embed_mask)): out = polutils.embed_pol(out, self._embed_mask) iimage_out = out[0] qimage_out = polutils.make_q_image(out, POL_TRANS) uimage_out = polutils.make_u_image(out, POL_TRANS) - - elif self.mf_next: + vimage_out = polutils.make_v_image(out, POL_TRANS) + + elif self.mf_next: # multi-frequency if np.any(np.invert(self._embed_mask)): out = mfutils.embed_mf(out, self._embed_mask) iimage_out = out[0] specind_out = out[1] curv_out = out[2] - else: + + else: # simple single-pol if np.any(np.invert(self._embed_mask)): out = imutils.embed(out, self._embed_mask) iimage_out = out @@ -370,10 +396,12 @@ def callback_func(xcur): continue # Did we solve for polarimeric image or are we copying over old pols? - if self.pol_next in ['P','IP','IQU'] and pol2 == 'Q': + if self.pol_next in POLARIZATION_MODES and pol2 == 'Q': polvec = qimage_out - elif self.pol_next in ['P','IP','IQU'] and pol2 == 'U': + elif self.pol_next in POLARIZATION_MODES and pol2 == 'U': polvec = uimage_out + elif self.pol_next in POLARIZATION_MODES and pol2 == 'V': + polvec = vimage_out else: polvec = self.init_next._imdict[pol2] @@ -397,8 +425,10 @@ def callback_func(xcur): def converge(self, niter, blur_frac, pol, grads=True, **kwargs): + blur = blur_frac * self.obs_next.res() for repeat in range(niter-1): - init = self.out_last().blur_circ(blur_frac * self.obs_next.res()) + init = self.out_last() + init = init.blur_circ(blur, blur) self.init_next = init self.make_image(pol=pol, grads=grads, **kwargs) @@ -412,7 +442,6 @@ def make_image_I(self, grads=True, niter=1, blur_frac=1, **kwargs): return self.out_last() - #return self.make_image(pol='I', grads=grads, **kwargs) def make_image_P(self, grads=True, niter=1, blur_frac=1, **kwargs): """Make Stokes P polarimetric image using current imager settings. @@ -423,7 +452,6 @@ def make_image_P(self, grads=True, niter=1, blur_frac=1, **kwargs): return self.out_last() - #return self.make_image(pol='P', grads=grads, **kwargs) def make_image_IP(self, grads=True, niter=1, blur_frac=1, **kwargs): """Make Stokes I and P polarimetric image simultaneously using current imager settings. @@ -434,7 +462,23 @@ def make_image_IP(self, grads=True, niter=1, blur_frac=1, **kwargs): return self.out_last() - #return self.make_image(pol='IP', grads=grads, **kwargs) + def make_image_V(self, grads=True, niter=1, blur_frac=1, **kwargs): + """Make Stokes I image using current imager settings. + """ + pol = 'V' + self.make_image(pol=pol, grads=grads, **kwargs) + self.converge(niter, blur_frac, pol, grads, **kwargs) + + return self.out_last() + + def make_image_IV(self, grads=True, niter=1, blur_frac=1, **kwargs): + """Make Stokes I image using current imager settings. + """ + pol = 'IV' + self.make_image(pol=pol, grads=grads, **kwargs) + self.converge(niter, blur_frac, pol, grads, **kwargs) + + return self.out_last() def set_embed(self): """Set embedding matrix. @@ -478,139 +522,73 @@ def check_params(self): raise Exception( "Initial image polrep does not match prior polrep!") - if (self.prior_next.polrep == 'circ' and not(self.pol_next in ['P', 'RR', 'LL'])): - raise Exception("Initial image polrep is 'circ': pol_next must be 'RR' or 'LL' or 'P'!") + if (self.prior_next.polrep == 'circ' and not(self.pol_next in ['RR', 'LL'])): + raise Exception("Initial image polrep is 'circ': pol_next must be 'RR' or 'LL'") - if (self.prior_next.polrep == 'stokes' and not(self.pol_next in ['I', 'Q', 'U', 'V', 'P','IP','IQU'])): + if (self.prior_next.polrep == 'stokes' and not(self.pol_next in ['I', 'Q', 'U', 'V', 'P','IP','IQU','IV','IQUV'])): raise Exception( - "Initial image polrep is 'stokes': pol_next must be in 'I','Q','U','V','P','IP','IQU'!") + "Initial image polrep is 'stokes': pol_next must be in 'I', 'Q', 'U', 'V', 'P','IP','IQU','IV','IQUV'!") + # TODO single-polarization imaging. should we still support? if ('log' in self.transform_next and self.pol_next in ['Q', 'U', 'V']): raise Exception("Cannot image Stokes Q, U, V with log image transformation!") - if self._ttype not in ['fast', 'direct', 'nfft']: - raise Exception("Possible ttype values are 'fast', 'direct','nfft'!") - if(self.pol_next in ['Q', 'U', 'V'] and ('gs' in self.reg_term_next.keys() or 'simple' in self.reg_term_next.keys())): raise Exception( "'simple' and 'gs' methods do not work with Stokes Q, U, or V images!") + if self._ttype not in ['fast', 'direct', 'nfft']: + raise Exception("Possible ttype values are 'fast', 'direct','nfft'!") + # Catch errors in multifrequency imaging setup if self.mf_next and len(set(self.freq_list)) < 2: raise Exception( "must have observations at at least two frequencies for multifrequency imaging!") # Catch errors for polarimetric imaging setup - if (self.pol_next == 'P'): - if 'mcv' not in self.transform_next: - raise Exception("P imaging needs 'mcv' transform!") - if (self._ttype not in ["direct", "nfft"]): - raise Exception("FFT no yet implemented in polarimetric imaging -- use NFFT!") - - dt_here = False - dt_type = True - for term in sorted(self.dat_term_next.keys()): - if (term is not None) and (term is not False): - dt_here = True - if not ((term in DATATERMS_POL) or (term is False)): - dt_type = False - - st_here = False - st_type = True - for term in sorted(self.reg_term_next.keys()): - if (term is not None) and (term is not False): - st_here = True - if not ((term in REGULARIZERS_POL) or (term is False)): - st_type = False - - if not dt_here: - raise Exception("Must have at least one data term!") - if not st_here: - raise Exception("Must have at least one regularizer term!") - if not dt_type: - raise Exception( - "Invalid data term for P imaging: " + - "valid data terms are: " + ','.join(DATATERMS_POL)) - if not st_type: - raise Exception( - "Invalid regularizer for P imaging: " + - "valid regularizers are: " + ','.join(REGULARIZERS_POL)) - - # Catch errors for simultaneous I + polarimetric imaging setup - elif (self.pol_next == 'IP' or self.pol_next == 'IQU'): + if self.pol_next in POLARIZATION_MODES: if 'mcv' not in self.transform_next: - raise Exception("P imaging needs 'mcv' transform!") + raise Exception("Polarimetric imaging needs 'mcv' transform!") if (self._ttype not in ["direct", "nfft"]): - raise Exception("FFT no yet implemented in polarimetric imaging -- use NFFT!") - - dt_here = False - dt_type = True - dt_pol = False - for term in sorted(self.dat_term_next.keys()): - if (term is not None) and (term is not False): - dt_here = True - if not ((term in DATATERMS_POL) or (term in DATATERMS) or (term is False)): - dt_type = False - if term in DATATERMS_POL: - dt_pol = True - - st_here = False - st_type = True - for term in sorted(self.reg_term_next.keys()): - if (term is not None) and (term is not False): - st_here = True - if not ((term in REGULARIZERS_POL) or (term in REGULARIZERS) or (term is False)): - st_type = False - - if not dt_here: - raise Exception("Must have at least one data term!") - if not st_here: - raise Exception("Must have at least one regularizer term!") - if not dt_type: - raise Exception( - "Invalid data term for IP imaging: " + - "valid data terms are: " + ','.join(DATATERMS_POL + DATATERMS)) - if not st_type: - raise Exception( - "Invalid regularizer for IP imaging: " + - "valid regularizers are: " + ','.join(REGULARIZERS_POL + REGULARIZERS)) - if not dt_pol: - raise Exception( - "IP imaging must have at least one pol data term from: " + - ','.join(DATATERMS_POL)) - - # Catch errors in single pol imaging setup + raise Exception("FFT not yet implemented in polarimetric imaging -- use NFFT!") + if 'I' in self.pol_next: + rlist = REGULARIZERS + REGULARIZERS_POL + dlist = DATATERMS + DATATERMS_POL + else: + rlist = REGULARIZERS_POL + dlist = DATATERMS_POL else: - dt_here = False - dt_type = True - for term in sorted(self.dat_term_next.keys()): - if (term is not None) and (term is not False): - dt_here = True - if not ((term in DATATERMS) or (term is False)): - dt_type = False - - st_here = False - st_type = True - for term in sorted(self.reg_term_next.keys()): - if (term is not None) and (term is not False): - st_here = True - if not ((term in REGULARIZERS or - term in REGULARIZERS_SPECIND or - term in REGULARIZERS_CURV) or - term is False): - st_type = False - - if not dt_here: - raise Exception("Must have at least one data term!") - if not st_here: - raise Exception("Must have at least one regularizer term!") - if not dt_type: - raise Exception("Invalid data term: valid data terms are: " + ','.join(DATATERMS)) - if not st_type: - raise Exception("Invalid regularizer: valid regularizers are: " + - ','.join(REGULARIZERS)) + rlist = REGULARIZERS + REGULARIZERS_SPECIND + REGULARIZERS_CURV + dlist = DATATERMS + + # catch errors in general imaging setup + dt_here = False + dt_type = True + for term in sorted(self.dat_term_next.keys()): + if (term is not None) and (term is not False): + dt_here = True + if not ((term in dlist) or (term is False)): + dt_type = False + + st_here = False + st_type = True + for term in sorted(self.reg_term_next.keys()): + if (term is not None) and (term is not False): + st_here = True + if not ((term in rlist) or (term is False)): + st_type = False + + if not dt_here: + raise Exception("Must have at least one data term!") + if not st_here: + raise Exception("Must have at least one regularizer term!") + if not dt_type: + raise Exception("Invalid data term: valid data terms are: " + ','.join(dlist)) + if not st_type: + raise Exception("Invalid regularizer: valid regularizers are: " + ','.join(rlist)) + # Determine if we need to recompute the saved imager parameters on the next imager run if self.nruns == 0: return @@ -862,52 +840,74 @@ def init_imager(self): self.set_embed() # Set prior & initial image vectors for polarimetric imaging - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: - # initial I, kept constant if pol_next=='P' - if self.norm_init and (self.pol_next == 'IP' or self.pol_next == 'IQU'): + # initial I image + if self.norm_init and ('I' in self.pol_next): self._nprior = (self.flux_next * self.prior_next.imvec / np.sum((self.prior_next.imvec)[self._embed_mask]))[self._embed_mask] iinit = (self.flux_next * self.init_next.imvec / - np.sum((self.init_next.imvec)[self._embed_mask]))[self._embed_mask] + np.sum((self.init_next.imvec)[self._embed_mask]))[self._embed_mask] else: self._nprior = self.prior_next.imvec[self._embed_mask] iinit = self.init_next.imvec[self._embed_mask] self._nimage = len(iinit) - # Initialize m & phi + # Initialize m & phi & v if (len(self.init_next.qvec) and - (np.any(self.init_next.qvec != 0) or np.any(self.init_next.uvec != 0))): - init1 = (np.abs(self.init_next.qvec + 1j*self.init_next.uvec) / - self.init_next.imvec)[self._embed_mask] - init2 = (np.arctan2(self.init_next.uvec, - self.init_next.qvec) / 2.0)[self._embed_mask] + (np.any(self.init_next.qvec != 0) or np.any(self.init_next.uvec != 0))): + + init1 = np.abs(self.init_next.qvec + 1j*self.init_next.uvec) / self.init_next.imvec + init1 = init1[self._embed_mask] + init2 = (np.arctan2(self.init_next.uvec, self.init_next.qvec) / 2.0) + init2 = init2[self._embed_mask] else: - # !AC TODO get the actual zero baseline pol. frac from the data? + # !AC TODO get the actual zero baseline polarization fraction from the data? print("No polarimetric image in init_next!") - print("--initializing with 10% pol and random orientation!") + print("--initializing with 20% pol and random orientation!") init1 = 0.2 * (np.ones(self._nimage) + 1e-2 * np.random.rand(self._nimage)) init2 = np.zeros(self._nimage) + 1e-2 * np.random.rand(self._nimage) - self._inittuple = np.array((iinit, init1, init2)) + + # Initialize v + if 'V' in self.pol_next: + if len(self.init_next.vvec) and (np.any(self.init_next.vvec != 0)): + init3 = self.init_next.vvec / self.init_next.imvec + init3 = init3[self._embed_mask] + else: + # !AC TODO get the actual zero baseline polarization fraction from the data? + print("No V polarimetric image in init_next!") + print("--initializing with random vector") + init3 = 0.05 * np.random.randn(self._nimage) + self._inittuple = np.array((iinit, init1, init2, init3)) + else: + self._inittuple = np.array((iinit, init1, init2)) # Change of variables if 'mcv' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - self._xtuple = polutils.mcv_r(self._inittuple) + self._xtuple = polutils.mcv_r(self._inittuple) else: raise Exception("Polarimetric imaging only works with mcv transform!") # Only apply log transformation to Stokes I if simultaneous imaging - if ('log' in self.transform_next) and self.pol_next != 'P': + if ('log' in self.transform_next) and ('I' in self.pol_next): self._xtuple[0] = np.log(self._xtuple[0]) + # Determine pol_which_solve + if self.pol_next in ['P','QU']: + self._pol_which_solve = (0,1,1) + elif self.pol_next in ['IP','IQU']: + self._pol_which_solve = (1,1,1) + elif self.pol_next in ['V']: + self._pol_which_solve = (0,0,0,1) + elif self.pol_next in ['IV']: + self._pol_which_solve = (1,0,0,1) + elif self.pol_next in ['IQUV']: + self._pol_which_solve = (1,1,1,1) + else: + raise Exception("Do not know correct pol_which_solve for self.pol_next=%s!"%self.pol_next) + # Pack into single vector - if self.pol_next == 'P': - self._pol_which_solve = (0,1,1) # solve only for polarization, fix I - else: - self._pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field - self._xinit = polutils.pack_poltuple(self._xtuple, self._pol_which_solve) # Set prior & initial image vectors for multifrequency imaging @@ -958,7 +958,7 @@ def init_imager(self): # Pack into single vector self._xinit = mfutils.pack_mftuple(self._xtuple, self.mf_which_solve) - # Set prior & initial image vectors for single stokes or RR/LL imaging + # Set prior & initial image vectors for single stokes or RR, LL imaging else: if self.norm_init: @@ -1007,12 +1007,13 @@ def init_imager(self): # Single polarization data products elif dname in DATATERMS: - if self.pol_next == 'IP' or self.pol_next == 'IQU': - pol_next = 'I' - elif self.pol_next == 'P': - raise Exception("cannot use dterm %s with pol=P - did you mean to use pol=IP?") + if self.pol_next in POLARIZATION_MODES: + if not 'I' in self.pol_next: + raise Exception("cannot use dterm %s with pol=%s"%(dname,self.pol_next)) + pol_next = 'I' else: pol_next = self.pol_next + tup = imutils.chisqdata(obs, self.prior_next, self._embed_mask, dname, pol=pol_next, maxset=self.maxset_next, debias=self.debias_next, @@ -1090,14 +1091,13 @@ def make_chisq_dict(self, imcur): pol_trans=POL_TRANS) elif dname in DATATERMS: - # If multifrequency imaging, get the image at the right frequency - if self.mf_next: + if self.mf_next: # multifrequency logfreqratio = self._logfreqratio_list[i] imcur_nu = mfutils.imvec_at_freq(imcur, logfreqratio) - elif self.pol_next == 'IP' or self.pol_next == 'IQU': + elif self.pol_next in POLARIZATION_MODES: # polarization imcur_nu = imcur[0] - else: - imcur_nu = imcur + else: # normal imaging + imcur_nu = imcur chi2 = imutils.chisq(imcur_nu, A, data, sigma, dname, ttype=self._ttype, mask=self._embed_mask) @@ -1133,14 +1133,13 @@ def make_chisqgrad_dict(self, imcur, i=0): # Single polarization data products elif dname in DATATERMS: - # If multifrequency imaging, get the image at the right frequency - if self.mf_next: + if self.mf_next: # multifrequency logfreqratio = self._logfreqratio_list[i] imref = imcur[0] imcur_nu = mfutils.imvec_at_freq(imcur, logfreqratio) - elif self.pol_next == 'IP' or self.pol_next == 'IQU': + elif self.pol_next in POLARIZATION_MODES: # polarization imcur_nu = imcur[0] - else: + else: # normal imaging imcur_nu = imcur chi2grad = imutils.chisqgrad(imcur_nu, A, data, sigma, dname, @@ -1153,8 +1152,11 @@ def make_chisqgrad_dict(self, imcur, i=0): chi2grad = mfutils.mf_all_grads_chain(chi2grad, imcur_nu, imref, logfreqratio) # If imaging polarization simultaneously, bundle the gradient properly - if self.pol_next == 'IP' or self.pol_next == 'IQU': - chi2grad = np.array((chi2grad, np.zeros(self._nimage), np.zeros(self._nimage))) + if self.pol_next in POLARIZATION_MODES: + if 'V' in self.pol_next: + chi2grad = np.array((chi2grad, np.zeros(self._nimage), np.zeros(self._nimage), np.zeros(self._nimage))) + else: + chi2grad = np.array((chi2grad, np.zeros(self._nimage), np.zeros(self._nimage))) else: raise Exception("data term %s not recognized!" % dname) @@ -1230,7 +1232,7 @@ def make_reg_dict(self, imcur): # Normal, single polarization, single-frequency regularizer elif regname in REGULARIZERS: - if self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: imcur0 = imcur[0] else: imcur0 = imcur @@ -1332,7 +1334,7 @@ def make_reggrad_dict(self, imcur): # Normal, single polarization, single-frequency regularizer elif regname in REGULARIZERS: - if self.pol_next == 'IP' or self.pol_next == 'IQU': # TODO AC AA MAKE MORE ELEGANT + if self.pol_next in POLARIZATION_MODES: imcur0 = imcur[0] else: imcur0 = imcur @@ -1342,8 +1344,11 @@ def make_reggrad_dict(self, imcur): regname, norm_reg=self.norm_reg, beam_size=self.beam_size, **self.regparams) - if self.pol_next == 'IP' or self.pol_next == 'IQU': # TODO AC AA MAKE MORE ELEGANT - reg = np.array((reg, np.zeros(self._nimage), np.zeros(self._nimage))) + if self.pol_next in POLARIZATION_MODES: + if 'V' in self.pol_next: + reg = np.array((reg, np.zeros(self._nimage), np.zeros(self._nimage), np.zeros(self._nimage))) + else: + reg = np.array((reg, np.zeros(self._nimage), np.zeros(self._nimage))) else: raise Exception("regularizer term %s not recognized!" % regname) @@ -1359,11 +1364,7 @@ def objfunc(self, imvec): """ # Unpack polarimetric/multifrequency vector into an array - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': -# if self.pol_next == 'P': -# pol_which_solve = (0,1,1) # solve only for polarization, fix I -# else: -# pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field + if self.pol_next in POLARIZATION_MODES: imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple(imvec, self._xtuple, self._nimage, self.mf_which_solve) @@ -1371,12 +1372,11 @@ def objfunc(self, imvec): imcur = imvec # Image change of variables - if 'mcv' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - imcur = polutils.mcv(imcur) + if self.pol_next in POLARIZATION_MODES and 'mcv' in self.transform_next: + imcur = polutils.mcv(imcur) if 'log' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: imcur[0] = np.exp(imcur[0]) elif self.mf_next: imcur[0] = np.exp(imcur[0]) @@ -1429,11 +1429,7 @@ def objgrad(self, imvec): """ # Unpack polarimetric/multifrequency vector into an array - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': -# if self.pol_next == 'P': -# pol_which_solve = (0,1,1) # solve only for polarization, fix I -# else: -# pol_which_solve = (1,1,1) # solve simultaneously for full lin pol field + if self.pol_next in POLARIZATION_MODES: imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple(imvec, self._xtuple, self._nimage, self.mf_which_solve) @@ -1442,12 +1438,12 @@ def objgrad(self, imvec): # Image change of variables if 'mcv' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: cvcur = imcur.copy() imcur = polutils.mcv(imcur) if 'log' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: imcur[0] = np.exp(imcur[0]) elif self.mf_next: imcur[0] = np.exp(imcur[0]) @@ -1499,11 +1495,11 @@ def objgrad(self, imvec): # Chain rule term for change of variables if 'mcv' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': - grad *= polutils.mchain(cvcur) # note: mchain is only not 1 for 'm' variables - + if self.pol_next in POLARIZATION_MODES: + grad *= polutils.mchain(cvcur) + if 'log' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: grad[0] *= imcur[0] elif self.mf_next: grad[0] *= imcur[0] @@ -1511,9 +1507,7 @@ def objgrad(self, imvec): grad *= imcur # Repack gradient for polarimetric imaging - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': -# if self.pol_next == 'P': pol_which_solve = (0,1,1) -# else: pol_which_solve = (1,1,1) + if self.pol_next in POLARIZATION_MODES: grad = polutils.pack_poltuple(grad, self._pol_which_solve) # repack gradient for multifrequency imaging @@ -1528,11 +1522,9 @@ def plotcur(self, imvec, **kwargs): if self._show_updates: if self._nit % self._update_interval == 0: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': -# if self.pol_next == 'P': pol_which_solve = (0,1,1) -# else: pol_which_solve = (1,1,1) - imcur = polutils.unpack_poltuple( - imvec, self._xtuple, self._nimage, self._pol_which_solve) + if self.pol_next in POLARIZATION_MODES: + + imcur = polutils.unpack_poltuple(imvec, self._xtuple, self._nimage, self._pol_which_solve) elif self.mf_next: imcur = mfutils.unpack_mftuple( imvec, self._xtuple, self._nimage, self.mf_which_solve) @@ -1542,11 +1534,11 @@ def plotcur(self, imvec, **kwargs): # Image change of variables if 'mcv' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: imcur = polutils.mcv(imcur) if 'log' in self.transform_next: - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: imcur[0] = np.exp(imcur[0]) elif self.mf_next: imcur[0] = np.exp(imcur[0]) @@ -1590,7 +1582,7 @@ def plotcur(self, imvec, **kwargs): outstr += "%s : %0.1f " % (regname, rval) # Embed and plot the image - if self.pol_next == 'P' or self.pol_next == 'IP' or self.pol_next == 'IQU': + if self.pol_next in POLARIZATION_MODES: if np.any(np.invert(self._embed_mask)): imcur = polutils.embed_pol(imcur, self._embed_mask) polutils.plot_m(imcur, self.prior_next, self._nit, chi2_term_dict, **kwargs) diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index ebb966e5..7d2b792b 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -30,7 +30,7 @@ import copy import numpy as np import scipy.optimize as opt -import scipy.ndimage as nd +import scipy.ndimage as ndF import scipy.ndimage.filters as filt import matplotlib.pyplot as plt try: @@ -45,6 +45,9 @@ from ehtim.const_def import * from ehtim.observing.obs_helpers import * +TANWIDTH_M = 0.5 +TANWIDTH_V = 0.5 + ################################################################################################## # Constants & Definitions ################################################################################################## @@ -56,8 +59,8 @@ MAXIT = 100 # maximum number of iterations STOP = 1.e-100 # convergence criterion -DATATERMS = ['pvis','m','pbs'] -REGULARIZERS = ['msimple', 'hw', 'ptv'] +DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v'] nit = 0 # global variable to track the iteration number in the plotting callback @@ -136,10 +139,10 @@ def pol_imager_func(Obsdata, InitIm, Prior, raise Exception("Must have at least one data term!") if not s1 and not s2: raise Exception("Must have at least one regularizer term!") - if (not ((d1 in DATATERMS) or d1==False)) or (not ((d2 in DATATERMS) or d2==False)): - raise Exception("Invalid data term: valid data terms are: " + ' '.join(DATATERMS)) - if (not ((s1 in REGULARIZERS) or s1==False)) or (not ((s2 in REGULARIZERS) or s2==False)): - raise Exception("Invalid regularizer: valid regularizers are: " + ' '.join(REGULARIZERS)) + if (not ((d1 in DATATERMS_POL) or d1==False)) or (not ((d2 in DATATERMS_POL) or d2==False)): + raise Exception("Invalid data term: valid data terms are: " + ' '.join(DATATERMS_POL)) + if (not ((s1 in REGULARIZERS_POL) or s1==False)) or (not ((s2 in REGULARIZERS_POL) or s2==False)): + raise Exception("Invalid regularizer: valid regularizers are: " + ' '.join(REGULARIZERS_POL)) if (Prior.psize != InitIm.psize) or (Prior.xdim != InitIm.xdim) or (Prior.ydim != InitIm.ydim): raise Exception("Initial image does not match dimensions of the prior image!") if (ttype not in ["direct","nfft"]): @@ -297,9 +300,9 @@ def plotcur(im_step): # Print stats print("Initial S_1: %f S_2: %f" % (reg1(inittuple), reg2(inittuple))) print("Initial Chi^2_1: %f Chi^2_2: %f" % (chisq1(inittuple), chisq2(inittuple))) - if d1 in DATATERMS: + if d1 in DATATERMS_POL: print("Total Data 1: ", (len(data1))) - if d2 in DATATERMS: + if d2 in DATATERMS_POL: print("Total Data 2: ", (len(data2))) print("Total Pixel #: ", (len(Prior.imvec))) print("Clipped Pixel #: ", nimage) @@ -471,28 +474,34 @@ def make_v_image(imtuple, pol_trans=True): """construct an image of stokes V """ - if pol_trans: - vimage = imtuple[0] * imtuple[3] + if len(imtuple)==4: + if pol_trans: + vimage = imtuple[0] * imtuple[3] + else: + vimage = imtuple[3] else: - vimage = imtuple[3] + vimage = np.zeros(imtuple[0].shape) + return vimage def make_vfrac_image(imtuple, pol_trans=True): """construct an image of stokes V """ - - if pol_trans: - vfimage = imtuple[3] + if len(imtuple)==4: + if pol_trans: + vfimage = imtuple[3] + else: + vfimage = imtuple[3]/imtuple[0] else: - vfimage = imtuple[3]/imtuple[0] + vfimage = np.zeros(imtuple[0].shape) + return vfimage # these change of variables only apply to polarimetric ratios # !AC In these pol. changes of variables, might be useful to # take m -> m/100 by adjusting B (function becomes less steep around m' = 0) -B = .5 -BV = 1 + def mcv(imtuple): """Change of pol. ratio from range (-inf, inf) to (0,1) """ @@ -501,10 +510,10 @@ def mcv(imtuple): mimage = imtuple[1] chiimage = imtuple[2] - mtrans = 0.5 + np.arctan(mimage/B)/np.pi + mtrans = 0.5 + np.arctan(mimage/TANWIDTH_M)/np.pi if len(imtuple)==4: vfimage = imtuple[3] - vtrans = 2*np.arctan(vfimage/BV)/np.pi + vtrans = 2*np.arctan(vfimage/TANWIDTH_V)/np.pi out = np.array((iimage, mtrans, chiimage, vtrans)) else: out = np.array((iimage, mtrans, chiimage)) @@ -519,10 +528,10 @@ def mcv_r(imtuple): mimage = imtuple[1] chiimage = imtuple[2] - mtrans = B*np.tan(np.pi*(mimage - 0.5)) + mtrans = TANWIDTH_M*np.tan(np.pi*(mimage - 0.5)) if len(imtuple)==4: vfimage = imtuple[3] - vtrans = BV*np.tan(0.5*np.pi*(vfimage)) + vtrans = TANWIDTH_V*np.tan(0.5*np.pi*(vfimage)) out = np.array((iimage, mtrans, chiimage, vtrans)) else: out = np.array((iimage, mtrans, chiimage)) @@ -537,12 +546,12 @@ def mchain(imtuple): chiimage = imtuple[2] ichain = np.ones(len(iimage)) - mmchain = 1 / (B*np.pi*(1 + (mimage/B)**2)) + mmchain = 1 / (TANWIDTH_M*np.pi*(1 + (mimage/TANWIDTH_M)**2)) chichain = np.ones(len(chiimage)) if len(imtuple)==4: vfimage = imtuple[3] - vchain = 2. / (BV*np.pi*(1 + (vfimage/B)**2)) + vchain = 2. / (TANWIDTH_V*np.pi*(1 + (vfimage/TANWIDTH_V)**2)) out = np.array((ichain, mmchain, chichain, vchain)) else: out = np.array((ichain, mmchain, chichain)) @@ -559,7 +568,7 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans= """ chisq = 1 - if not dtype in DATATERMS: + if not dtype in DATATERMS_POL: return chisq if ttype not in ['fast','direct','nfft']: raise Exception("Possible ttype values are 'fast' and 'direct'!") @@ -575,7 +584,7 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans= # circular elif dtype == 'vvis': - chisq = chisq_v(imtuple, A, data, sigma, pol_trans) + chisq = chisq_vvis(imtuple, A, data, sigma, pol_trans) elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisq!") @@ -594,7 +603,7 @@ def polchisq(imtuple, A, data, sigma, dtype, ttype='direct', mask=[], pol_trans= # circular elif dtype == 'vvis': - chisq = chisq_v_nfft(imtuple, A, data, sigma, pol_trans) + chisq = chisq_vvis_nfft(imtuple, A, data, sigma, pol_trans) return chisq @@ -605,7 +614,7 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', """ chisqgrad = np.zeros((3,len(imtuple[0]))) - if not dtype in DATATERMS: + if not dtype in DATATERMS_POL: return chisqgrad if ttype not in ['fast','direct','nfft']: raise Exception("Possible ttype values are 'fast' and 'direct'!") @@ -621,7 +630,7 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', # circular elif dtype == 'vvis': - chisqgrad = chisqgrad_v(imtuple, A, data, sigma, pol_trans,pol_solve) + chisqgrad = chisqgrad_vvis(imtuple, A, data, sigma, pol_trans,pol_solve) elif ttype== 'fast': raise Exception("FFT not yet implemented in polchisqgrad!") @@ -640,7 +649,7 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', # circular elif dtype == 'vvis': - chisqgrad = chisqgrad_v_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) + chisqgrad = chisqgrad_vvis_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) if len(mask)>0 and np.any(np.invert(mask)): if len(chisqgrad==4): @@ -703,9 +712,9 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): # circular elif stype == "l1v": - reg = -sl1vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) + reggrad = -sl1vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": - reg = -sl2vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) + reggrad = -sl2vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) else: reggrad = np.zeros((len(imtuple),len(imtuple[0]))) @@ -743,7 +752,7 @@ def polchisqdata(Obsdata, Prior, mask, dtype, **kwargs): elif dtype == 'pbs': (data, sigma, A) = chisqdata_pbs_nfft(Obsdata, Prior, mask, **kwargs) elif dtype == 'vvis': - (data, sigma, A) = chisqdata_v_nfft(Obsdata, Prior, mask, **kwargs) + (data, sigma, A) = chisqdata_vvis_nfft(Obsdata, Prior, mask, **kwargs) return (data, sigma, A) @@ -911,7 +920,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans=True,pol_solve=(0, return gradout # stokes v -def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans=True): +def chisq_vvis(imtuple, Amatrix, v, sigmav, pol_trans=True): """V visibility chi-squared """ @@ -920,7 +929,7 @@ def chisq_v(imtuple, Amatrix, v, sigmav, pol_trans=True): chisq = np.sum(np.abs((v - vsamples))**2/(sigmav**2)) / (2*len(v)) return chisq -def chisqgrad_v(imtuple, Amatrix, v, sigmap, pol_trans=True,pol_solve=(0,1,1)): +def chisqgrad_vvis(imtuple, Amatrix, v, sigmap, pol_trans=True,pol_solve=(0,1,1)): """V visibility chi-squared gradient """ @@ -1245,7 +1254,7 @@ def chisqgrad_pbs(imtuple, Amatrices, bis_p, sigma, pol_trans=True,pol_solve=(0, return gradout # stokes v -def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans=True): +def chisq_vvis_nfft(imtuple, A, v, sigmav, pol_trans=True): """V visibility chi-squared """ @@ -1256,7 +1265,7 @@ def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans=True): #compute uniform --> nonuniform transform vimage = make_v_image(imtuple, pol_trans) - plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T + plan.f_hat = vimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() vsamples = plan.f.copy()*pulsefac @@ -1265,7 +1274,7 @@ def chisq_v_nfft(imtuple, A, v, sigmav, pol_trans=True): return chisq -def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans=True,pol_solve=(0,1,1)): +def chisqgrad_vvis_nfft(imtuple, A, v, sigmav, pol_trans=True,pol_solve=(0,1,1)): """V visibility chi-squared gradient """ @@ -1277,7 +1286,7 @@ def chisqgrad_v_nfft(imtuple, A, v, sigmav, pol_trans=True,pol_solve=(0,1,1)): #compute uniform --> nonuniform transform iimage = imtuple[0] vimage = make_v_image(imtuple, pol_trans) - plan.f_hat = pimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T + plan.f_hat = vimage.copy().reshape((nfft_info.ydim,nfft_info.xdim)).T plan.trafo() vsamples = plan.f.copy()*pulsefac @@ -1500,7 +1509,7 @@ def sl1v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): iimage = imtuple[0] vfimage = make_vfrac_image(imtuple, pol_trans) - l1 = -np.sum(np.abs(vfrac_image)) + l1 = -np.sum(np.abs(vfimage)) return l1/norm @@ -1513,7 +1522,7 @@ def sl1vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): iimage = imtuple[0] zeros = np.zeros(len(iimage)) vfimage = make_vfrac_image(imtuple, pol_trans) - vfgrad = -np.sign(vfrac_image) + vfgrad = -np.sign(vfimage) l1grad = np.array((zeros, zeros, zeros, vfgrad)) return l1grad/norm @@ -1526,7 +1535,7 @@ def sl2v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): iimage = imtuple[0] vfimage = make_vfrac_image(imtuple, pol_trans) - l1 = -np.sum((vfrac_image)**2) + l1 = -np.sum((vfimage)**2) return l1/norm @@ -1539,7 +1548,7 @@ def sl2vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): iimage = imtuple[0] zeros = np.zeros(len(iimage)) vfimage = make_vfrac_image(imtuple, pol_trans) - vfgrad = -2*vfrac_image + vfgrad = -2*vfimage l2grad = np.array((zeros, zeros, zeros, vfgrad)) return l2grad/norm @@ -1693,7 +1702,7 @@ def chisqdata_vvis(Obsdata, Prior, mask): """Return the visibilities, sigmas, and fourier matrix for an observation, prior, mask """ - data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=True) + data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=False) uv = np.hstack((data_arr['u'].reshape(-1,1), data_arr['v'].reshape(-1,1))) vis = data_arr['vvis'] sigma = data_arr['vsigma'] @@ -1710,7 +1719,7 @@ def chisqdata_vvis_nfft(Obsdata, Prior, mask, **kwargs): p_rad = kwargs.get('p_rad', GRIDDER_P_RAD_DEFAULT) # unpack data - data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=True) + data_arr = Obsdata.unpack(['u','v','vvis','vsigma'], conj=False) uv = np.hstack((data_arr['u'].reshape(-1,1), data_arr['v'].reshape(-1,1))) vis = data_arr['vvis'] sigma = data_arr['vsigma'] diff --git a/ehtim/obsdata.py b/ehtim/obsdata.py index 22492903..09573214 100644 --- a/ehtim/obsdata.py +++ b/ehtim/obsdata.py @@ -1162,8 +1162,8 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans=True, mask=[], **kw (float): image chi^2 """ - if dtype not in ['pvis', 'm', 'pbs']: - raise Exception("Only supported polarimetric dterms are 'pvis','m, 'pbs'!") + if dtype not in ['pvis', 'm', 'pbs','vvis']: + raise Exception("Only supported polarimetric dterms are 'pvis','m, 'pbs','vvis'!") # TODO -- should import this at top, but the circular dependencies create a mess... import ehtim.imaging.pol_imager_utils as piu @@ -1177,20 +1177,24 @@ def polchisq(self, im, dtype='pvis', ttype='nfft', pol_trans=True, mask=[], **kw ivec = imstokes.imvec mvec = (np.abs(imstokes.qvec + 1j * imstokes.uvec) / ivec) chivec = np.angle(imstokes.qvec + 1j * imstokes.uvec) / 2 + vvec = imstokes.vvec/ivec if len(mask) > 0 and np.any(np.invert(mask)): ivec = ivec[mask] mvec = mvec[mask] chivec = chivec[mask] - imtuple = np.array((ivec, mvec, chivec)) + vvec = vvec[mask] + imtuple = np.array((ivec, mvec, chivec,vvec)) else: ivec = imstokes.imvec qvec = imstokes.qvec uvec = imstokes.uvec + vvec = imstokes.vvec if len(mask) > 0 and np.any(np.invert(mask)): ivec = ivec[mask] qvec = qvec[mask] uvec = uvec[mask] - imtuple = np.array((ivec, qvec, uvec)) + vvec = vvec[mask] + imtuple = np.array((ivec, qvec, uvec,vvec)) # Calculate the chi^2 From f404a9fba36141457eeb6866b601cea60f086fc9 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Wed, 19 Jul 2023 22:40:21 -0400 Subject: [PATCH 49/52] fixed bug in embed_pol --- ehtim/imager.py | 2 +- ehtim/imaging/pol_imager_utils.py | 61 +++++++++++++++++++++++++++---- 2 files changed, 54 insertions(+), 9 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index b4623a12..ea74b455 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -50,7 +50,7 @@ DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] -REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','hwv'] GRIDDER_P_RAD_DEFAULT = 2 GRIDDER_CONV_FUNC_DEFAULT = 'gaussian' diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index 7d2b792b..9e86f5a6 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -60,7 +60,7 @@ STOP = 1.e-100 # convergence criterion DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] -REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','hwv'] nit = 0 # global variable to track the iteration number in the plotting callback @@ -384,7 +384,8 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): init0 = inittuple[0] init1 = inittuple[1] init2 = inittuple[2] - if len(pol_solve)==4: init3 = inittuple[3] + if len(pol_solve)==4: + init3 = inittuple[3] imct = 0 if pol_solve[0] == 0: @@ -413,7 +414,8 @@ def unpack_poltuple(polvec, inittuple, nimage, pol_solve = (0,1,1)): imct += 1 out = np.array((im0, im1, im2, im3)) else: - out = np.array((im0, im1, im2)) + out = np.array((im0, im1, im2)) + return out def make_p_image(imtuple, pol_trans=True): @@ -652,7 +654,7 @@ def polchisqgrad(imtuple, A, data, sigma, dtype, ttype='direct', chisqgrad = chisqgrad_vvis_nfft(imtuple, A, data, sigma, pol_trans,pol_solve) if len(mask)>0 and np.any(np.invert(mask)): - if len(chisqgrad==4): + if len(chisqgrad)==4: chisqgrad = np.array((chisqgrad[0][mask],chisqgrad[1][mask],chisqgrad[2][mask],chisqgrad[3][mask])) else: chisqgrad = np.array((chisqgrad[0][mask],chisqgrad[1][mask],chisqgrad[2][mask])) @@ -681,7 +683,9 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): reg = -sl1v(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": reg = -sl2v(imtuple, flux, pol_trans, norm_reg=norm_reg) - + elif stype == "hwv": + reg = -shwv(imtuple, flux, pol_trans, norm_reg=norm_reg) + else: reg = 0 @@ -705,7 +709,7 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): reggrad = -stv_pol_grad(imtuple, flux, xdim, ydim, psize, pol_trans, pol_solve, norm_reg=norm_reg, beam_size=beam_size) if np.any(np.invert(mask)): - if len(reggrad==4): + if len(reggrad)==4: reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask],reggrad[3][mask])) else: reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask])) @@ -715,7 +719,8 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): reggrad = -sl1vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": reggrad = -sl2vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) - + elif stype == "hwv": + reggrad = -shwvgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) else: reggrad = np.zeros((len(imtuple),len(imtuple[0]))) @@ -1552,7 +1557,47 @@ def sl2vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): l2grad = np.array((zeros, zeros, zeros, vfgrad)) return l2grad/norm + +def shwv(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): + """Holdaway-Wardle polarimetric entropy for V + """ + if norm_reg: norm = flux + else: norm = 1 + + iimage = imtuple[0] + vfimage = make_vfrac_image(imtuple, pol_trans) + S = -np.sum(iimage * (((1+vfimage)/2) * np.log((1+vfimage)/2) + ((1-vfimage)/2) * np.log((1-vfimage)/2))) + return S/norm + +def shwvgrad(imtuple, flux, pol_trans=True,pol_solve=(0,0,0,1), + norm_reg=NORM_REGULARIZER): + """Gradient of the Holdaway-Wardle polarimetric entropy for V + """ + if norm_reg: norm = flux + else: norm = 1 + + iimage = imtuple[0] + vfimage = make_vfrac_image(imtuple, pol_trans) + zeros = np.zeros(len(iimage)) + if pol_trans: + + if pol_solve[0]!=0: + gradi = -(((1+vfimage)/2) * np.log((1+vfimage)/2) + ((1-vfimage)/2) * np.log((1-vfimage)/2)) + else: + gradi = zeros + + if pol_solve[3]!=0: + gradv = -iimage * np.arctanh(vfimage) + else: + gradv = zeros + + out = np.array((gradi, zeros,zeros,gradv)) + + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) + + return np.array(out)/norm ################################################################################################## # Embedding and Chi^2 Data functions ################################################################################################## @@ -1580,7 +1625,7 @@ def embed_pol(imtuple, mask, clipfloor=0., randomfloor=False): if randomfloor: # prevent total variation gradient singularities out0[(mask-1).nonzero()] *= np.abs(np.random.normal(size=len((mask-1).nonzero()))) - if len(imtuple==4): + if len(imtuple)==4: out = (out0, out1, out2, out3) else: out = (out0, out1, out2) From c50c6ff711f795bb8948537cc0ed781b0e1f381f Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Fri, 21 Jul 2023 14:32:37 -0400 Subject: [PATCH 50/52] added tv2 regularizer for Stokes V --- ehtim/imager.py | 7 +- ehtim/imaging/pol_imager_utils.py | 286 ++++++++++++++++++++++++------ 2 files changed, 235 insertions(+), 58 deletions(-) diff --git a/ehtim/imager.py b/ehtim/imager.py index ea74b455..6d285c35 100644 --- a/ehtim/imager.py +++ b/ehtim/imager.py @@ -43,14 +43,14 @@ DATATERMS = ['vis', 'bs', 'amp', 'cphase', 'cphase_diag', 'camp', 'logcamp', 'logcamp_diag'] REGULARIZERS = ['gs', 'tv', 'tvlog','tv2', 'tv2log', 'l1', 'l1w', 'lA', 'patch', - 'flux', 'cm', 'simple', 'compact', 'compact2', 'rgauss', 'hw'] + 'flux', 'cm', 'simple', 'compact', 'compact2', 'rgauss'] REGULARIZERS_SPECIND = ['l2_alpha', 'tv_alpha'] REGULARIZERS_CURV = ['l2_beta', 'tv_beta'] DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] -REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','hwv'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','vtv','vtv2'] GRIDDER_P_RAD_DEFAULT = 2 GRIDDER_CONV_FUNC_DEFAULT = 'gaussian' @@ -878,7 +878,8 @@ def init_imager(self): # !AC TODO get the actual zero baseline polarization fraction from the data? print("No V polarimetric image in init_next!") print("--initializing with random vector") - init3 = 0.05 * np.random.randn(self._nimage) + #init3 = 0.05 * np.random.randn(self._nimage) + init3 = 0.01 * (np.ones(self._nimage) + 1e-2 * np.random.rand(self._nimage)) self._inittuple = np.array((iinit, init1, init2, init3)) else: self._inittuple = np.array((iinit, init1, init2)) diff --git a/ehtim/imaging/pol_imager_utils.py b/ehtim/imaging/pol_imager_utils.py index 9e86f5a6..2cc58306 100644 --- a/ehtim/imaging/pol_imager_utils.py +++ b/ehtim/imaging/pol_imager_utils.py @@ -46,7 +46,7 @@ from ehtim.observing.obs_helpers import * TANWIDTH_M = 0.5 -TANWIDTH_V = 0.5 +TANWIDTH_V = 1 ################################################################################################## # Constants & Definitions @@ -60,7 +60,7 @@ STOP = 1.e-100 # convergence criterion DATATERMS_POL = ['pvis', 'm', 'pbs','vvis'] -REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','hwv'] +REGULARIZERS_POL = ['msimple', 'hw', 'ptv','l1v','l2v','vtv','v2tv2'] nit = 0 # global variable to track the iteration number in the plotting callback @@ -683,9 +683,16 @@ def polregularizer(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): reg = -sl1v(imtuple, flux, pol_trans, norm_reg=norm_reg) elif stype == "l2v": reg = -sl2v(imtuple, flux, pol_trans, norm_reg=norm_reg) - elif stype == "hwv": - reg = -shwv(imtuple, flux, pol_trans, norm_reg=norm_reg) - + elif stype == "vtv": + if np.any(np.invert(mask)): + imtuple = embed_pol(imtuple, mask, randomfloor=True) + reg = -stv_v(imtuple, flux, xdim, ydim, psize, pol_trans, + norm_reg=norm_reg, beam_size=beam_size) + elif stype == "vtv2": + if np.any(np.invert(mask)): + imtuple = embed_pol(imtuple, mask, randomfloor=True) + reg = -stv2_v(imtuple, flux, xdim, ydim, psize, pol_trans, + norm_reg=norm_reg, beam_size=beam_size) else: reg = 0 @@ -716,11 +723,24 @@ def polregularizergrad(imtuple, mask, flux, xdim, ydim, psize, stype, **kwargs): # circular elif stype == "l1v": - reggrad = -sl1vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) + reggrad = -sl1vgrad(imtuple, flux, pol_trans, pol_solve=pol_solve, norm_reg=norm_reg) elif stype == "l2v": - reggrad = -sl2vgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) - elif stype == "hwv": - reggrad = -shwvgrad(imtuple, flux, pol_trans, norm_reg=norm_reg) + reggrad = -sl2vgrad(imtuple, flux, pol_trans, pol_solve=pol_solve, norm_reg=norm_reg) + elif stype == "vtv": + if np.any(np.invert(mask)): + imtuple = embed_pol(imtuple, mask, randomfloor=True) + reggrad = -stv_v_grad(imtuple, flux, xdim, ydim, psize, pol_trans, + pol_solve=pol_solve, norm_reg=norm_reg, beam_size=beam_size) + if np.any(np.invert(mask)): + reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask],reggrad[3][mask])) + elif stype == "vtv2": + if np.any(np.invert(mask)): + imtuple = embed_pol(imtuple, mask, randomfloor=True) + reggrad = -stv2_v_grad(imtuple, flux, xdim, ydim, psize, pol_trans, + pol_solve=pol_solve, norm_reg=norm_reg, beam_size=beam_size) + if np.any(np.invert(mask)): + reggrad = np.array((reggrad[0][mask],reggrad[1][mask],reggrad[2][mask],reggrad[3][mask])) + else: reggrad = np.zeros((len(imtuple),len(imtuple[0]))) @@ -1507,97 +1527,253 @@ def stv_pol_grad(imtuple, flux, nx, ny, psize, pol_trans=True, pol_solve=(0,1,1) # circular polarization # TODO check!! def sl1v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): - """L1 norm regularizer on V/I + """L1 norm regularizer on V """ - if norm_reg: norm = len(imtuple[0]) + if norm_reg: norm = flux else: norm = 1 - iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_trans) - l1 = -np.sum(np.abs(vfimage)) + vimage = make_v_image(imtuple, pol_trans) + l1 = -np.sum(np.abs(vimage)) return l1/norm -def sl1vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): +def sl1vgrad(imtuple, flux, pol_trans=True, pol_solve=(0,0,0,1), norm_reg=NORM_REGULARIZER): """L1 norm gradient """ - if norm_reg: norm = len(imtuple[0]) + if norm_reg: norm = flux else: norm = 1 iimage = imtuple[0] zeros = np.zeros(len(iimage)) - vfimage = make_vfrac_image(imtuple, pol_trans) - vfgrad = -np.sign(vfimage) - l1grad = np.array((zeros, zeros, zeros, vfgrad)) + vimage = make_v_image(imtuple, pol_trans) + grad = -np.sign(vimage) + + if pol_trans: + + # dS/dI Numerators + if pol_solve[0]!=0: + igrad = (vimage/iimage)*grad + else: + igrad = zeros + + # dS/dm numerators + if pol_solve[3]!=0: + vgrad = iimage*grad + else: + vgrad=zeros + + + out = np.array((igrad, zeros, zeros, vgrad)) + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) - return l1grad/norm + return out/norm def sl2v(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): - """L1 norm regularizer on V/I + """L1 norm regularizer on V """ - if norm_reg: norm = len(imtuple[0]) + if norm_reg: norm = flux else: norm = 1 iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_trans) - l1 = -np.sum((vfimage)**2) - return l1/norm + vimage = make_v_image(imtuple, pol_trans) + l2 = -np.sum((vimage)**2) + return l2/norm -def sl2vgrad(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): +def sl2vgrad(imtuple, flux, pol_trans=True, pol_solve=(0,0,0,1), norm_reg=NORM_REGULARIZER): """L2 norm gradient """ - if norm_reg: norm = len(imtuple[0]) + if norm_reg: norm = flux else: norm = 1 iimage = imtuple[0] zeros = np.zeros(len(iimage)) - vfimage = make_vfrac_image(imtuple, pol_trans) - vfgrad = -2*vfimage - l2grad = np.array((zeros, zeros, zeros, vfgrad)) - - return l2grad/norm + vimage = make_v_image(imtuple, pol_trans) + grad = -2*vimage -def shwv(imtuple, flux, pol_trans=True, norm_reg=NORM_REGULARIZER): - """Holdaway-Wardle polarimetric entropy for V - """ + if pol_trans: + + # dS/dI Numerators + if pol_solve[0]!=0: + igrad = (vimage/iimage)*grad + else: + igrad = zeros + + # dS/dm numerators + if pol_solve[3]!=0: + vgrad = iimage*grad + else: + vgrad=zeros + + + out = np.array((igrad, zeros, zeros, vgrad)) + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) + + return out/norm + +def stv_v(imtuple, flux, nx, ny, psize, pol_trans=True, + norm_reg=NORM_REGULARIZER, beam_size=None, epsilon=0.): + """Total variation of I*vfrac""" - if norm_reg: norm = flux + if beam_size is None: beam_size = psize + if norm_reg: norm = flux*psize / beam_size else: norm = 1 - iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_trans) - S = -np.sum(iimage * (((1+vfimage)/2) * np.log((1+vfimage)/2) + ((1-vfimage)/2) * np.log((1-vfimage)/2))) + vimage = make_v_image(imtuple, pol_trans) + im = vimage.reshape(ny, nx) + + impad = np.pad(im, 1, mode='constant', constant_values=0) + im_l1 = np.roll(impad, -1, axis=0)[1:ny+1, 1:nx+1] + im_l2 = np.roll(impad, -1, axis=1)[1:ny+1, 1:nx+1] + S = -np.sum(np.sqrt(np.abs(im_l1 - im)**2 + np.abs(im_l2 - im)**2+epsilon)) return S/norm -def shwvgrad(imtuple, flux, pol_trans=True,pol_solve=(0,0,0,1), - norm_reg=NORM_REGULARIZER): - """Gradient of the Holdaway-Wardle polarimetric entropy for V - """ - if norm_reg: norm = flux +def stv_v_grad(imtuple, flux, nx, ny, psize, pol_trans=True, pol_solve=(0,0,0,1), + norm_reg=NORM_REGULARIZER, beam_size=None, epsilon=0.): + """Total variation gradient""" + + if beam_size is None: beam_size = psize + if norm_reg: norm = flux*psize / beam_size else: norm = 1 - iimage = imtuple[0] - vfimage = make_vfrac_image(imtuple, pol_trans) - zeros = np.zeros(len(iimage)) + iimage = imtuple[0] + zeros = np.zeros(len(iimage)) + vimage = make_v_image(imtuple, pol_trans) + + im = vimage.reshape(ny, nx) + + impad = np.pad(im, 1, mode='constant', constant_values=0) + im_l1 = np.roll(impad, -1, axis=0)[1:ny+1, 1:nx+1] + im_l2 = np.roll(impad, -1, axis=1)[1:ny+1, 1:nx+1] + im_r1 = np.roll(impad, 1, axis=0)[1:ny+1, 1:nx+1] + im_r2 = np.roll(impad, 1, axis=1)[1:ny+1, 1:nx+1] + + # rotate images + im_r1l2 = np.roll(np.roll(impad, 1, axis=0), -1, axis=1)[1:ny+1, 1:nx+1] + im_l1r2 = np.roll(np.roll(impad, -1, axis=0), 1, axis=1)[1:ny+1, 1:nx+1] + + # add together terms and return + g1 = (2*im - im_l1 - im_l2) / np.sqrt((im - im_l1)**2 + (im - im_l2)**2 + epsilon) + g2 = (im - im_r1) / np.sqrt((im - im_r1)**2 + (im_r1l2 - im_r1)**2 + epsilon) + g3 = (im - im_r2) / np.sqrt((im - im_r2)**2 + (im_l1r2 - im_r2)**2 + epsilon) + + # mask the first row column gradient terms that don't exist + mask1 = np.zeros(im.shape) + mask2 = np.zeros(im.shape) + mask1[0, :] = 1 + mask2[:, 0] = 1 + g2[mask1.astype(bool)] = 0 + g3[mask2.astype(bool)] = 0 + + # add terms together and return + grad = -(g1 + g2 + g3).flatten() + if pol_trans: + # dS/dI Numerators if pol_solve[0]!=0: - gradi = -(((1+vfimage)/2) * np.log((1+vfimage)/2) + ((1-vfimage)/2) * np.log((1-vfimage)/2)) + igrad = (vimage/iimage)*grad else: - gradi = zeros - + igrad = zeros + + # dS/dm numerators if pol_solve[3]!=0: - gradv = -iimage * np.arctanh(vfimage) + vgrad = iimage*grad + else: + vgrad=zeros + + + out = np.array((igrad, zeros, zeros, vgrad)) + + + else: + raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) + + return out/norm + +def stv2_v(imtuple, flux, nx, ny, psize, pol_trans=True, + norm_reg=NORM_REGULARIZER, beam_size=None): + """Squared Total variation of I*vfrac + """ + + if beam_size is None: + beam_size = psize + if norm_reg: + norm = psize**4 * flux**2 / beam_size**4 + else: + norm = 1 + + vimage = make_v_image(imtuple, pol_trans) + im = vimage.reshape(ny, nx) + + impad = np.pad(im, 1, mode='constant', constant_values=0) + im_l1 = np.roll(impad, -1, axis=0)[1:ny+1, 1:nx+1] + im_l2 = np.roll(impad, -1, axis=1)[1:ny+1, 1:nx+1] + out = -np.sum((im_l1 - im)**2 + (im_l2 - im)**2) + return out/norm + +def stv2_v_grad(imtuple, flux, nx, ny, psize, pol_trans=True, pol_solve=(0,0,0,1), + norm_reg=NORM_REGULARIZER, beam_size=None): + """Squared Total variation gradient + """ + if beam_size is None: + beam_size = psize + if norm_reg: + norm = psize**4 * flux**2 / beam_size**4 + else: + norm = 1 + + iimage = imtuple[0] + zeros = np.zeros(len(iimage)) + vimage = make_v_image(imtuple, pol_trans) + im = vimage.reshape(ny, nx) + + impad = np.pad(im, 1, mode='constant', constant_values=0) + im_l1 = np.roll(impad, -1, axis=0)[1:ny+1, 1:nx+1] + im_l2 = np.roll(impad, -1, axis=1)[1:ny+1, 1:nx+1] + im_r1 = np.roll(impad, 1, axis=0)[1:ny+1, 1:nx+1] + im_r2 = np.roll(impad, 1, axis=1)[1:ny+1, 1:nx+1] + + g1 = (2*im - im_l1 - im_l2) + g2 = (im - im_r1) + g3 = (im - im_r2) + + # mask the first row column gradient terms that don't exist + mask1 = np.zeros(im.shape) + mask2 = np.zeros(im.shape) + mask1[0, :] = 1 + mask2[:, 0] = 1 + g2[mask1.astype(bool)] = 0 + g3[mask2.astype(bool)] = 0 + + # add together terms and return + grad = -2*(g1 + g2 + g3).flatten() + + if pol_trans: + + # dS/dI Numerators + if pol_solve[0]!=0: + igrad = (vimage/iimage)*grad else: - gradv = zeros - - out = np.array((gradi, zeros,zeros,gradv)) + igrad = zeros + + # dS/dm numerators + if pol_solve[3]!=0: + vgrad = iimage*grad + else: + vgrad=zeros + + + out = np.array((igrad, zeros, zeros, vgrad)) + else: raise Exception("polarimetric representation %s not added to pol gradient yet!" % pol_trans) - return np.array(out)/norm + return out/norm + ################################################################################################## # Embedding and Chi^2 Data functions ################################################################################################## From 419d650aceab2577a9b23d2f2fe1398f5f517611 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Mon, 31 Jul 2023 16:52:54 -0400 Subject: [PATCH 51/52] added apply_singepol to selfcal --- ehtim/calibrating/self_cal.py | 101 ++++++++++++++++++++++++++-------- 1 file changed, 78 insertions(+), 23 deletions(-) diff --git a/ehtim/calibrating/self_cal.py b/ehtim/calibrating/self_cal.py index 7931dafa..42acd7a3 100644 --- a/ehtim/calibrating/self_cal.py +++ b/ehtim/calibrating/self_cal.py @@ -50,11 +50,12 @@ ################################################################################################### -def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', +def self_cal(obs, im, sites=[], pol='I', apply_singlepol=False, method="both", + minimizer_method='BFGS', pad_amp=0., gain_tol=.2, solution_interval=0.0, scan_solutions=False, ttype='direct', fft_pad_factor=2, caltable=False, debias=True, apply_dterms=False, - copy_closure_tables=True, + copy_closure_tables=False, processes=-1, show_solution=False, msgtype='bar', use_grad=False): """Self-calibrate a dataset to an image. @@ -64,9 +65,13 @@ def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', im (Image): the image to be calibrated to sites (list): list of sites to include in the self calibration. empty list calibrates all sites - method (str): chooses what to calibrate, 'amp', 'phase', or 'both' - minimizer_method (str): Method for scipy.optimize.minimize (e.g., 'CG', 'BFGS') + pol (str): which image polarization to self-calibrate visibilities to + apply_singlepol (str): if calibrating to pol='RR' or pol='LL', + apply solution only to the single polarization + + method (str): chooses what to calibrate, 'amp', 'phase', or 'both' + minimizer_method (str): Method for scipy.optimize.minimize (e.g., 'CG', 'BFGS') pad_amp (float): adds fractional uncertainty to amplitude sigmas in quadrature gain_tol (float or list): gains that exceed this value will be disfavored by the prior @@ -95,17 +100,21 @@ def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', """ if use_grad and (method=='phase' or method=='amp'): raise Exception("errfunc_grad in self_cal only works with method=='both'!") - if pol not in ['I', 'Q', 'U', 'V', 'RR', 'LL']: - raise Exception("Can only self-calibrate to I, Q, U, V, RR, or LL images!") + if pol in ['I', 'Q', 'U', 'V']: if obs.polrep != 'stokes': raise Exception("selfcal pol is a stokes parameter, but obs.polrep!='stokes'") im = im.switch_polrep('stokes', pol) - elif pol in ['RR', 'LL', 'RRLL']: + elif pol in ['RR', 'LL']: if obs.polrep != 'circ': raise Exception("selfcal pol is RR or LL, but obs.polrep!='circ'") im = im.switch_polrep('circ', pol) - + else: + raise Exception("Can only self-calibrate to I, Q, U, V, RR, or LL images!") + + if apply_singlepol and obs.polrep!='circ': + raise Exception("apply_singlepol must be False unless self-calibrating to 'RR' or 'LL'") + # V = model visibility, V' = measured visibility, G_i = site gain # G_i * conj(G_j) * V_ij = V'_ij if len(sites) == 0: @@ -151,7 +160,7 @@ def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', if processes > 0: # run on multiple cores with multiprocessing scans_cal = np.array(pool.map(get_selfcal_scan_cal, [[i, len(scans), scans[i], im, V_scans[i], sites, - obs.polrep, pol, + obs.polrep, pol, apply_singlepol, method, minimizer_method, show_solution, pad_amp, gain_tol, debias, caltable, msgtype, @@ -162,7 +171,7 @@ def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', for i in range(len(scans)): obsh.prog_msg(i, len(scans), msgtype=msgtype, nscan_last=i - 1) scans_cal[i] = self_cal_scan(scans[i], im, V_scan=V_scans[i], sites=sites, - polrep=obs.polrep, pol=pol, + polrep=obs.polrep, pol=pol, apply_singlepol=apply_singlepol, method=method, minimizer_method=minimizer_method, show_solution=show_solution, pad_amp=pad_amp, gain_tol=gain_tol, @@ -208,7 +217,8 @@ def self_cal(obs, im, sites=[], method="both", pol='I', minimizer_method='BFGS', return out -def self_cal_scan(scan, im, V_scan=[], sites=[], polrep='stokes', pol='I', method="both", +def self_cal_scan(scan, im, V_scan=[], sites=[], polrep='stokes', pol='I', apply_singlepol=False, + method="both", minimizer_method='BFGS', show_solution=False, pad_amp=0., gain_tol=.2, debias=True, caltable=False, use_grad=False): @@ -223,6 +233,9 @@ def self_cal_scan(scan, im, V_scan=[], sites=[], polrep='stokes', pol='I', metho polrep (str): 'stokes' or 'circ' to specify the polarization products in scan pol (str): which image polarization to self-calibrate visibilities to + apply_singlepol (str): if calibrating to pol='RR' or pol='LL', + apply solution only to the single polarization + method (str): chooses what to calibrate, 'amp', 'phase', or 'both' minimizer_method (str): Method for scipy.optimize.minimize (e.g., 'CG', 'BFGS', 'Nelder-Mead', etc.) @@ -249,7 +262,7 @@ def self_cal_scan(scan, im, V_scan=[], sites=[], polrep='stokes', pol='I', metho sites = list(set(scan['t1']).union(set(scan['t2']))) if len(V_scan) < 1: - # This is not correct. Need to update to use polarization dictionary + # TODO This is not correct. Need to update to use polarization dictionary uv = np.hstack((scan['u'].reshape(-1, 1), scan['v'].reshape(-1, 1))) A = obsh.ftmatrix(im.psize, im.xdim, im.ydim, uv, pulse=im.pulse) V_scan = np.dot(A, im.imvec) @@ -343,10 +356,19 @@ def errfunc_grad(gpar): else: site_key = -1 + # TODO: ANDREW - this has been changed # We will *always* set the R and L gain corrections to be equal in self calibration, # to avoid breaking polarization consistency relationships - rscale = g_fit[site_key]**-1 - lscale = g_fit[site_key]**-1 + if apply_singlepol: + if pol=='RR': + rscale = g_fit[site_key]**-1 + lscale = np.ones(g_fit[site_key].shape) + elif pol=='LL': + rscale = np.ones(g_fit[site_key].shape) + lscale = g_fit[site_key]**-1 + else: + rscale = g_fit[site_key]**-1 + lscale = g_fit[site_key]**-1 # TODO: we may want to give two entries for the start/stop times # when a non-zero interval is used @@ -357,23 +379,56 @@ def errfunc_grad(gpar): else: g1_fit = g_fit[g1_keys] g2_fit = g_fit[g2_keys] - gij_inv = (g1_fit * g2_fit.conj())**(-1) if polrep == 'stokes': + # gain factors + g1_fit = g_fit[g1_keys] + g2_fit = g_fit[g2_keys] + gij_inv = (g1_fit * g2_fit.conj())**(-1) + # scale visibilities for vistype in ['vis', 'qvis', 'uvis', 'vvis']: scan[vistype] *= gij_inv # scale sigmas for sigtype in ['sigma', 'qsigma', 'usigma', 'vsigma']: scan[sigtype] *= np.abs(gij_inv) + elif polrep == 'circ': - # scale visibilities - for vistype in ['rrvis', 'llvis', 'rlvis', 'lrvis']: - scan[vistype] *= gij_inv - # scale sigmas - for sigtype in ['rrsigma', 'llsigma', 'rlsigma', 'lrsigma']: - scan[sigtype] *= np.abs(gij_inv) + if apply_singlepol: #scale only solved polarization + if pol=='RR': + grr_inv = (g1_fit * g2_fit.conj())**(-1) + gll_inv = np.ones(g1_fit.shape) + grl_inv = (g1_fit)**(-1) + glr_inv = (g2_fit.conj())**(-1) + + elif pol=='LL': + grr_inv = np.ones(g1_fit.shape) + gll_inv = (g1_fit * g2_fit.conj())**(-1) + grl_inv = (g2_fit.conj())**(-1) + glr_inv = (g1_fit)**(-1) + + # scale visibilities + scan['rrvis'] *= grr_inv + scan['llvis'] *= gll_inv + scan['rlvis'] *= grl_inv + scan['lrvis'] *= glr_inv + + # scale sigmas + scan['rrsigma'] *= np.abs(grr_inv) + scan['llsigma'] *= np.abs(gll_inv) + scan['rlsigma'] *= np.abs(grl_inv) + scan['lrsigma'] *= np.abs(glr_inv) + + else: #scale both polarizations + gij_inv = (g1_fit * g2_fit.conj())**(-1) + + # scale visibilities + for vistype in ['rrvis', 'llvis', 'rlvis', 'lrvis']: + scan[vistype] *= gij_inv + # scale sigmas + for sigtype in ['rrsigma', 'llsigma', 'rlsigma', 'lrsigma']: + scan[sigtype] *= np.abs(gij_inv) out = scan @@ -389,14 +444,14 @@ def get_selfcal_scan_cal(args): return get_selfcal_scan_cal2(*args) -def get_selfcal_scan_cal2(i, n, scan, im, V_scan, sites, polrep, pol, method, minimizer_method, +def get_selfcal_scan_cal2(i, n, scan, im, V_scan, sites, polrep, pol, apply_singlepol, method, minimizer_method, show_solution, pad_amp, gain_tol, debias, caltable, msgtype, use_grad): if n > 1: global counter counter.increment() obsh.prog_msg(counter.value(), counter.maxval, msgtype, counter.value() - 1) - return self_cal_scan(scan, im, V_scan=V_scan, sites=sites, polrep=polrep, pol=pol, + return self_cal_scan(scan, im, V_scan=V_scan, sites=sites, polrep=polrep, pol=pol, apply_singlepol=apply_singlepol, method=method, minimizer_method=minimizer_method, show_solution=show_solution, pad_amp=pad_amp, gain_tol=gain_tol, debias=debias, caltable=caltable, From 7d71e25cce53353a0cfab5f41e4f870b63448f73 Mon Sep 17 00:00:00 2001 From: Andrew Chael Date: Thu, 7 Sep 2023 20:52:22 -0400 Subject: [PATCH 52/52] updated version --- CITATION.cff | 6 +++--- README.rst | 2 +- setup.py | 2 +- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/CITATION.cff b/CITATION.cff index 90eeabb3..90c3bb53 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -1,4 +1,4 @@ -cff-version: 1.2.4 +cff-version: 1.2.6 message: "If you use this software, please cite it as below." authors: - family-names: "Chael" @@ -6,7 +6,7 @@ authors: orcid: "https://orcid.org/0000-0003-2966-6220 " title: "eht-imaging" -version: 1.2.4 -doi: 10.5281/zenodo.6519440 +version: 1.2.6 +doi: 10.5281/zenodo.7226661 date-released: 2022-05-04 url: "https://github.com/achael/eht-imaging" diff --git a/README.rst b/README.rst index 95a9147b..3d2a3425 100644 --- a/README.rst +++ b/README.rst @@ -10,7 +10,7 @@ The package contains several primary classes for loading, simulating, and manipu Installation ------------ -The latest stable version (`1.2.4 `_) is available on `PyPi `_. Simply install pip and run +The latest stable version (`1.2.6 `_) is available on `PyPi `_. Simply install pip and run .. code-block:: bash diff --git a/setup.py b/setup.py index 92841d52..a273261a 100755 --- a/setup.py +++ b/setup.py @@ -7,7 +7,7 @@ def read(fname): if __name__ == "__main__": setup(name="ehtim", - version = "1.2.5", + version = "1.2.6", author = "Andrew Chael", author_email = "achael@princeton.edu",

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