From 6decc8f7d59e9a5262a0641c8a5b511f48aba48f Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Mon, 18 Jan 2021 16:27:11 +0000 Subject: [PATCH 01/16] work in progress --- glmdenoise/glmdenoise_singletrial.py | 1309 +++++++++++++++++++++++++ glmdenoise/utils/findtailthreshold.py | 88 ++ glmdenoise/utils/picksubset.py | 44 + glmdenoise/utils/robustrange.py | 89 ++ 4 files changed, 1530 insertions(+) create mode 100644 glmdenoise/glmdenoise_singletrial.py create mode 100644 glmdenoise/utils/findtailthreshold.py create mode 100644 glmdenoise/utils/picksubset.py create mode 100644 glmdenoise/utils/robustrange.py diff --git a/glmdenoise/glmdenoise_singletrial.py b/glmdenoise/glmdenoise_singletrial.py new file mode 100644 index 0000000..2273838 --- /dev/null +++ b/glmdenoise/glmdenoise_singletrial.py @@ -0,0 +1,1309 @@ +import numpy as np +from glmdenoise.utils.normalisemax import normalisemax +from glmdenoise.utils.gethrf import getcanonicalhrf, getcanonicalhrflibrary +from glmdenoise.utils.chunking import chunking as ch +from glmdenoise.fit_runs import fit_runs +from glmdenoise.utils.make_design_matrix import make_design +from glmdenoise.cross_validate import cross_validate +import matplotlib.pyplot as plt +from glmdenoise.utils.make_image_stack import make_image_stack + + +def GLMestimatesingletrial( + design, + data, + stimdur, + tr, + outputdir='GLMestimatesingletrialoutputs', + opt=None + ): + """ + + is the experimental design. There are two possible cases: + 1. A where A is a matrix with dimensions time x conditions. + Each column should be zeros except for ones indicating condition + onsets. + 2. {A1 A2 A3 ... An} where each of the A's are like the previous case. + The different A's correspond to different runs, and different runs + can have different numbers of time points. However, all A's must have + the same number of conditions. + Note that we ultimately compute single-trial response estimates (one + estimate for each condition onset), and these will be provided in + chronological order. However, by specifying that a given condition + occurs more than one time over the course of the experiment, this + information can and will be used for cross-validation purposes. + + is the time-series data with dimensions X x Y x Z x time or a + cell vector of elements that are each X x Y x Z x time. XYZ can be + collapsed such that the data are given as a 2D matrix (units x time), + which is useful for surface-format data. + The dimensions of should mirror that of . For example, + and should have the same number of runs, the same number + of time points, etc. + should not contain any NaNs. We automatically convert to + single format if not already in single format. + is the duration of a trial in seconds. For example, 3.5 means + that you expect the neural activity from a given trial to last + for 3.5 s. + is the sampling rate in seconds. For example, 1 means that we get a + new time point every 1 s. Note that applies to both + and . + (optional) is a directory to which files will be written. + (If the directory does not exist, we create it; if the directory already + exists, we delete its contents so we can start fresh.) If you set + to None, we will not create a directory and no files will + be written. + Default is 'GLMestimatesingletrialoutputs' (created in the current + working directory). + (optional) is a struct with the following optional fields: + + *** MAJOR, HIGH-LEVEL FLAGS *** + + (optional) is + 0 means use an assumed HRF + 1 means determine the best HRF for each voxel using the + library-of-HRFs approach + Default: 1. + (optional) is + 0 means do not perform GLMdenoise + 1 means perform GLMdenoise + Default: 1. + (optional) is + 0 means do not perform ridge regression + 1 means perform ridge regression + Default: 1. + (optional) is the number of voxels that we will process at + the same time. This number should be large in order to speed + computation, but should not be so large that you run out of RAM. + Default: 50000. + (optional) is a cell vector of vectors of run indices, + indicating the cross-validation scheme. For example, if we have 8 + runs, we could use [[1, 2], [3, 4], [5, 6], [7, 8]] which indicates + to do 4 folds of cross-validation, first holding out the 1st and 2nd + runs, then the 3rd and 4th runs, etc. + Default: {[1] [2] [3] ... [n]} where n is the number of runs. + (optional) is 1 x n (where n is the number of runs) + with positive integers indicating the run groupings that are + interpreted as "sessions". The purpose of this input is to allow for + session-wise z-scoring of single-trial beta weights for the purposes + of hyperparameter evaluation. Note that the z-scoring has effect only + INTERNALLY: it is used merely to calculate the cross-validation + performance and the associated hyperparameter selection; the outputs + of this function do not reflect z-scoring, and the user may wish to + apply z-scoring. Default: 1*ones(1,n) which means to interpret allruns + as coming from the same session. + + *** I/O FLAGS *** + + (optional) is a logical vector [A B C D] indicating + which of the four model types to save to disk (assuming that they + are computed). + A = 0/1 for saving the results of the ONOFF model + B = 0/1 for saving the results of the FITHRF model + C = 0/1 for saving the results of the FITHRF_GLMDENOISE model + D = 0/1 for saving the results of the FITHRF_GLMDENOISE_RR model + Default: [1 1 1 1] which means save all computed results to disk. + (optional) is a logical vector [A B C D] indicating + which of the four model types to return in the output . The + user must be careful with this, as large datasets can require a lot of + RAM. If you do not request the various model types, they will be + cleared from memory (but still potentially saved to disk). + Default: [0 0 0 1] which means return only the final type-D model. + + *** GLM FLAGS *** + + (optional) is time x regressors or a cell vector + of elements that are each time x regressors. The dimensions of + should mirror that of (i.e. same number of + runs, same number of time points). The number of extra regressors + does not have to be the same across runs, and each run can have zero + or more extra regressors. If [] or not supplied, we do + not use extra regressors in the model. + (optional) is a non-negative integer with the maximum + polynomial degree to use for polynomial nuisance functions, which + are used to capture low-frequency noise fluctuations in each run. + Can be a vector with length equal to the number of runs (this + allows you to specify different degrees for different runs). + Default is to use round(L/2) for each run where L is the + duration in minutes of a given run. + (optional) is whether to convert amplitude estimates + to percent BOLD change. This is done as the very last step, and is + accomplished by dividing by the absolute value of 'meanvol' and + multiplying by 100. (The absolute value prevents negative values in + 'meanvol' from flipping the sign.) Default: 1. + + *** HRF FLAGS *** + + (optional) is time x 1 with an assumed HRF that + characterizes the evoked response to each trial. We automatically + divide by the maximum value so that the peak is equal to 1. Default + is to generate a canonical HRF (see getcanonicalhrf.m). + Note that the HRF supplied in is used in only two + instances: + (1) it is used for the simple ONOFF type-A model, and (2) if the + user sets to 0, it is also used for the type-B, + type-C, and type-D models. + (optional) is time x H with H different HRFs to choose + from for the library-of-HRFs approach. We automatically normalize + each HRF to peak at 1. + Default is to generate a library of 20 HRFs (see + getcanonicalhrflibrary). + Note that if is 0, is clobbered with the + contents of , which in effect causes a single assumed + HRF to be used. + + *** MODEL TYPE A (ONOFF) FLAGS *** + + (none) + + *** MODEL TYPE B (FITHRF) FLAGS *** + + (optional) is 0/1 indicating whether 'least-squares-separate' + estimates are desired. If 1, then the type-B model will be estimated + using the least-squares-separate method (as opposed to ordinary + least squares). Default: 0. + + *** MODEL TYPE C (FITHRF_GLMDENOISE) FLAGS *** + + (optional) is a non-negative integer indicating the + maximum number of PCs to enter into the model. Default: 10. + (optional) is [A B] where A is a percentile for voxel + intensity values and B is a fraction to apply to the percentile. These + parameters are used in the selection of the noise pool. + Default: [99 0.1]. + (optional) is an R^2 value (percentage). After fitting the + type-A model, voxels whose R^2 is below this value are allowed to + enter the noise pool. + Default is [] which means to automatically determine a good value. + (optional) is X x Y x Z (or XYZ x 1) with 1s indicating + voxels to specifically exclude when selecting the noise pool. 0 means + all voxels can be potentially chosen. Default: 0. + (optional) is an R^2 value (percentage). To decide the + number of PCs to include, we examine a subset of the available voxels. + Specifically, we examine voxels whose type-A model R^2 is above + . Default is [] + which means to automatically determine a good value. + (optional) is X x Y x Z (or XYZ x 1) with 1s + indicating all possible voxels to consider when selecting the subset + of voxels. 1 means all voxels can be potentially selected. Default: 1. + (optional) is + A: a number greater than or equal to 1 indicating when to stop adding + PCs into the model. For example, 1.05 means that if the + cross-validation performance with the current number of PCs is + within 5 of the maximum observed, then use that number of PCs. + (Performance is measured relative to the case of 0 PCs.) When + is 1, the selection strategy reduces to simply choosing + the PC number that achieves the maximum. The advantage of stopping + early is to achieve a selection strategy that is robust to noise + and shallow performance curves and that avoids overfitting. + -B: where B is the number of PCs to use for the final model. B can be + any integer between 0 and opt.numpcstotry. Note that if -B case is + used, cross-validation is NOT performed for the type-C model, and + instead weblindly use B PCs. + Default: 1.05. + + *** MODEL TYPE D (FITHRF_GLMDENOISE_RR) FLAGS *** + + (optional) is a vector of fractions that are greater than 0 + and less than or equal to 1. We automatically sort in descending + order and ensure the fractions are unique. These fractions indicate + the regularization levels to evaluate using fractional ridge + regression (fracridge) and cross-validation. + Default: fliplr(.05:.05:1). + A special case is when is specified as a single scalar value. + In this case, cross-validation is NOT performed for the type-D model, + and we instead blindly usethe supplied fractional value for the type-D + model. + (optional) is whether to automatically scale and offset + the model estimates from the type-D model to best match the + unregularized estimates. Default: 1. + + This function computes up to four model outputs (called type-A (ONOFF), + type-B (FITHRF), type-C (FITHRF_GLMDENOISE), and type-D + (FITHRF_GLMDENOISE_RR)),and either saves the model outputs to disk, + or returns them in , or both,depending on what the user + specifies. + + There are a variety of cases that you can achieve. Here are some examples: + + - wantlibrary=1, wantglmdenoise=1, wantfracridge=1 [Default] + A = simple ONOFF model + B = single-trial estimates using a tailored HRF for every voxel + C = like B but with GLMdenoise regressors added into the model + D = like C but with ridge regression regularization (tailored to each + voxel) + + - wantlibrary=0 + A fixed assumed HRF is used in all model types. + + - wantglmdenoise=0, wantfracridge=0 + Model types C and D are not computed. + + - wantglmdenoise=0, wantfracridge=1 + Model type C is not computed; model type D is computed using 0 + GLMdenoise regressors. + + - wantglmdenoise=1, wantfracridge=0 + Model type C is computed; model type D is not computed. + + - wantlss=1 + Model type B is computed, but using least-squares-separate instead of + OLS.Other model types, if computed, use OLS. + + Note that if you set wantglmdenoise=1, you MUST have repeats of + conditions andan associated cross-validation scheme (), + UNLESS you specify opt.pcstop = -B. In other words, you can perform + wantglmdenoise without any cross-validation, but you need to provide + opt.pcstop = -B. + + Note that if you set wantfracridge=1, you MUST have repeats of conditions + andan associated cross-validation scheme (), UNLESS you + specify a single scalar opt.fracs. In other words, you can perform + wantfracridge without any cross-validation, but you need to provide + opt.fracs as a scalar. + + OUTPUTS: + + There are various outputs for each of the four model types: + + is either + (1) the HRF (time x 1) and ON-OFF beta weights (X x Y x Z) + (2) the full set of single-trial beta weights (X x Y x Z x TRIALS) + is model accuracy expressed in terms of R^2 (percentage). + is R2 separated by run + is the mean of all volumes + is the R2 for each of the different HRFs in the library + is separated by run + is the 1-index of the best HRF + is HRFindex separated by run + indicates voxels selected for the noise pool + indicates the full set of candidate GLMdenoise regressors + that were found + is cross-validation results for GLMdenoise + is the set of voxels used to summarize GLMdenoise + cross-validation results + is the summary GLMdenoise cross-validation result on which + pcnum selection is done + is the number of PCs that were selected for the final model + is the fractional regularization level chosen for each voxel + is the scale and offset applied to RR estimates to best + match the unregularized result + + History: + - 2020/08/22 - Implement opt.sessionindicator. Also, now the cross-validation units now reflect + the "session-wise z-scoring" hyperparameter selection approach; thus, the cross- + validation units have been CHANGED relative to prior analyses! + - 2020/05/14 - Version 1.0 released! + (Tweak some documentation; output more results; fix a small + bug (opt.fracs(1)~=1).) + - 2020/05/12 - Add pcvoxels output. + - 2020/05/12 - Initial version. Beta version. Use with caution. + """ + + # DEAL WITH INPUTS + + # massage and sanity-check it + if type(design) is not list: + design = [design] + + numcond = design[0].shape[1] + for p in range(len(design)): + np.testing.assert_array_equal( + np.unique(design), + [0, 1], + err_msg=' must consist of 0s and 1s') + condmsg = \ + 'all runs in should have the same number of conditions' + np.testing.assert_equal( + design[p].shape[1], + numcond, + err_msg=condmsg) + design[p] = np.full(design[p]) + + # massage and sanity-check it + if type(data) is not list: + data = [data] + + for p in range(len(data)): + if data[p].dtype is not np.float32: + printf( + f'WARNING: Converting data in run {p}' + 'to single format (consider doing this' + 'before the function call to reduce' + 'memory usage).\n') + data[p] = data[p].astype(np.float32) + + np.testing.assert_equal( + np.all(np.isfinite(data[0].flatten())), + True, + err_msg=f'We checked the first run and ' + 'found some non-finite values (e.g. NaN, Inf).' + 'Please fix and re-run.') + np.testing.assert_equal( + len(design), + len(data), + err_msg=' and should have ' + 'the same number of runs') + + # calc + numruns = len(design) + is3d = data[0].shape[3] > 1 # is this the X Y Z T case? + if not is3d: + for p in range(len(data)): + data[p] = np.moveaxis(data[p], -1, 0) + data[p] = data[p].reshape([data[p].shape[0], -1]) + # force to XYZ x 1 x 1 x T for convenience + data[p] = np.moveaxis(data[p], -1, 0) # back to vox by T + + dimdata = 0 # how many of the first dimensions have data + dimtime = 1 # the dimension with time points + numvoxels = data.shape[dimdata] + + # check number of time points and truncate if necessary + for p in range(len(data)): + if data[p].shape[1] > design[p].shape[0]: + print( + f'WARNING: run {p} has more time points' + 'in than . We are truncating' + '.\n') + data[p] = data[p][:, range(design.shape[0]) + + if data[p].shape[1] < design[p].shape[0]: + print( + f'WARNING: run {p} has more time points in ' + 'than . We are truncating .\n') + design[p] = design[p][range(data[p].shape[0], :] + + # inputs + if opt is None: + opt = {} + + if 'wantlibrary' not in opt: + opt['wantlibrary'] = 1 + + if 'wantglmdenoise' not in opt: + opt['wantglmdenoise'] = 1 + + if 'wantfracridge' not in opt: + opt['wantfracridge'] = 1 + + if 'chunknum' not in opt: + opt['chunknum'] = 50000 + + if 'xvalscheme' not in opt: + opt['xvalscheme'] = range(numruns) + + if 'sessionindicator' no in opt: + opt['sessionindicator'] = np.ones((1, numruns)) + + if 'wantfileoutputs' not in opt: + opt['wantfileoutputs'] = [1, 1, 1, 1] + + if 'wantmemoryoutputs' not in opt: + opt['wantmemoryoutputs'] = [0, 0, 0, 1] + + if 'extraregressors' not in opt: + opt['extraregressors'] = [] # IC deal with this later + + if 'maxpolydeg' not in opt: + opt['maxpolydeg'] = np.zeros((numruns)) + for p in range(numruns): + opt['maxpolydeg'][p] = round(((data[p].shape(dimtime)*tr)/60)/2) + + if 'wantpercentbold' is not in opt: + opt['wantpercentbold'] = 1 + + if 'hrftoassume' not in opt: + opt['hrftoassume'] = normalizemax(getcanonicalhrf(stimdur, tr)) + + if 'hrflibrary' not in opt: + opt['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr) + + if 'wantlss' is not in opt: + opt['wantlss'] = 0 + + if 'numpcstotry' is not in opt: + opt['numpcstotry'] = 10 + + if 'brainthresh' is not in opt: + opt['brainthresh'] = [99, 0.1] + + if 'brainR2' is not in opt: + opt['brainR2'] = [] + + if 'brainexclude' is not in opt: + opt['brainexclude'] = 0 + + if 'pcR2cutoff' is not in opt: + opt['pcR2cutoff'] = [] + + if 'pcR2cutoffmask' is not in opt: + opt['pcR2cutoffmask'] = 1 + + if 'pcstop' is not in opt: + opt['pcstop'] = 1.05 + + if 'fracs' not in opt: + opt['fracs'] = np.linspace(1, 0.05, 20) + + if 'wantautoscale' not in opt: + opt['wantautoscale'] = 1 + + # deal with length issues and other miscellaneous things + if type(opt['maxpolydeg']) is int: + opt['maxpolydeg'] = np.tile(opt['maxpolydeg'], numruns) + + opt['hrftoassume'] = normalizemax(opt['hrftoassume']) + opt['hrflibrary'] = normalizemax(opt['hrflibrary'], 1) + opt['fracs'] = np.unique(opt['fracs'])[::-1] + np.testing.assert_equal( + np.all(opt['fracs']>0), + True, + err_msg='fracs must be greater than 0') + + np.testing.assert_equal( + np.all(opt['fracs']<=1), + True, + err_msg='fracs must be less than or equal to 1') + + if outpurdir is not None: + wantfig = 1 # if outputdir is not None, we want figures + + # deal with output directory + if outputdir is not None: + os.removedirs(outputdir) + os.makedirs(outputdir) + + if np.any(opt['wantfileoutputs']): + errm = 'you must specify an in order to get file outputs' + np.testing.assert_equal( + type(outputdir), + str, + err_msg=errm) + + # deal with special library stuff + if opt['wantlibrary'] == 0: + opt['hrflibrary'] = opt['hrftoassume'] + + # calc + nx, ny, nz, _ = data[0].shape + nh = opt['hrflibrary'].shape[1] + + # figure out chunking scheme + chunks = chunking(range(nx),np.ceil(nx/np.ceil(numvoxels/opt['chunknum']))) + + # deal with special cases + if opt['wantglmdenoise'] == 1: + errm = ' is 1, but you didnt request type C nor type D' + np.testing.assert_equal( + np.any( + opt['wantfileoutputs'][-2:] + ) or np.any(opt['wantmemoryoutputs'][-2:]), + True, + err_msg=errm) + + if opt['wantfracridge']==1: + np.testing.assert_equal( + opt['wantfileoutputs'][3]==1 or opt['wantmemoryoutputs'][3]==1, + True, + err_msg=' is 1, but you did not request type D') + + if opt['wantlss'] == 1: + np.testing.assert_equal( + opt['wantfileoutputs'][1]==1 or opt['wantmemoryoutputs'][1]==1, + True + err_msg=' is 1, but you did not request type B') + + # initialize output + results = [] + + # PRE-PROCESSING FOR THE EXPERIMENTAL DESIGN + + # calculate the number of trials + # number of trials in each run + numtrialrun = np.asarray([np.sum(x.flatten()) for x in design]) + numtrials = np.sum(numtrialrun).astype(int) # number of total trials + + # create a single-trial design matrix and calculate a bunch + # of extra information + designSINGLE = [] + cnt = 0 + + # 1 x numtrials indicating which condition each trial belongs to + stimorder = [] + + # each element is the vector of trial indices associated with the run + validcolumns = [] + + # each element is the vector of actual condition numbers occurring + # with a given run + stimix = [] + + # loop through runs + for p in range(len(design)): + designSINGLE.append(np.zeros((design[p].shape[0], numtrials))) + + run_validcolumns = [] + # loop through the volumes for that run + for q in range(design[p].shape[0]): + # if a condition was presented on that volume + # find which + temp = np.where(design[p][q, :])[0] + + # if that volume had a condition shown + if not np.size(temp) == 0: + # flip it on + designSINGLE[p][q, cnt] = 1 + # keep track of the order + stimorder.append(temp[0]) + run_validcolumns.append(cnt) + cnt += 1 + valid_columns.append(run_validcolumns) + + stimix.append(np.asarray(stimorder)[np.asarray(run_validcolumns)]) + + + # FIT TYPE-A MODEL [ON-OFF] + + # The approach: + # (1) Every stimulus is treated as the same. + # (2) We assume the HRF. + + # define + whmodel = 1 + + # collapse all conditions and fit + print('*** FITTING TYPE-A MODEL (ONOFF) ***\n') + design0 = [np.sum(x,axis=1) for x in design] + + convdes = [] + for run_i, run in enumerate(design0): + n_times = data[run_i].shape[-1] + X = make_design(run, tr, + n_times, opt['hrftoassume']) + convdes.append(X) + # calculate polynomial degrees + max_poly_deg = int(((data[0].shape[0] * tr) / 60) // 2) + 1 + poly_degs = np.arange(max_poly_deg) + results0 = {} + onoffR2 = cross_validate( + data, design, opt['extra_regressors'], poly_degs=poly_degs)[0] + meanvol = np.vstack(data).mean(0) + + # save to disk if desired + if opt['wantfileoutputs'][whmodel]==1: + file0 = os.path.join(outputdir,'TYPEA_ONOFF.npy') + print(f'*** Saving results to {file0}. ***\n') + np.save(file0, onoffR2, meanvol) + + # figures + if wantfig and is3d: + """ TODO + port normalizerange.m and add to makeimstack + """ + plt.imshow(makeimagestack(onoffR2), cmap='hot') + plt.colorbar() + plt.savefig(os.path.join(outputdir,'onoffR2.png'))) + plt.imshow(makeimagestack(meanvol), cmap='gray') + plt.colorbar() + plt.savefig(os.path.join(outputdir,'meanvol.png'))) + + # preserve in memory if desired, and then clean up + if opt['wantmemoryoutputs'][whmodel]==1: + results = ON-OFF{} + results['ON-OFF']['onoffR2'] = onoffR2 + results['ON-OFF']['meanvol'] = meanvol + + # DETERMINE THRESHOLDS + if wantfig: + thresh = findtailthreshold(onoffR2.flatten(), os.path.join(outputdir,'onoffR2hist.png')) + else: + thresh = findtailthreshold(onoffR2.flatten()) + + if 'brainR2' is not in opt: + opt['brainR2'] = thresh + + if 'pcR2cutoff' is not in opt: + opt['pcR2cutoff'] = thresh + + # FIT TYPE-B MODEL [FITHRF] + + # The approach: + # (1) Fit single trials. + # (2) Evaluate the library of HRFs (or the single assumed HRF). Choose based on R2 for each voxel. + + # if the user does not want file output nor memory output AND if the number of HRFs to choose + # from is just 1, we can short-circuit this whole endeavor! + if opt['wantfileoutputs'][1]==0 and opt['wantmemoryoutputs'][1]==0 and opt['hrflibrary'].shape[1]==1: + + # short-circuit all of the work + HRFindex = np.ones((nx,ny,nz)) # easy peasy + + else: + + # define + whmodel = 2 + + # initialize + + # X x Y x Z x HRFs with R2 values (all runs) + FitHRFR2 = [] + # X x Y x Z x runs x HRFs with R2 separated by runs + FitHRFR2run = [] + modelmd = [] + + # loop over chunks + print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') + for z in range(len(chunks)): + print(f'working on chunk {z} of {len(chunks)}.\n') + + data_chunk = [dat[chunks[z], :, :, :] for dat in data] + + + # do the fitting and accumulate all the betas + # someX x Y x Z x trialbetas x HRFs + modelmd0 = np.zeros((len(chunks[z]),ny,nz,numtrials,nh)).astype(np.float32) + + FitHRFR2_t = [] + FitHRFR2run_t = [] + betas_t = [] + for p in range(opt['hrflibrary'].shape[1]: + + results_t = cross_validate(data_chunk, designSINGLE, opt['extra_regressors'], poly_degs=poly_degs) + + + FitHRFR2_t.append(results_t[0]) + FitHRFR2run_t.append(results_t[1]) + betas_t.append(results_t[2]) + + # reshape fits + FitHRFR2_t = np.stack(FitHRFR2_t) # n_hrfs by xchunk by y by z + FitHRFR2run_t = np.stack(FitHRFR2run_t) # n_hrfs by xchunk by y by z by run? + betas_t = np.stack(betas_t) # n_hrfs by xchunk by y by z x trialbetas + + # keep only the betas we want + ii = np.argmax(FitHRFR2_t, axis=0) + betas_t = betas_t[ii, :, :, :] + + # append + FitHRFR2.append(FitHRFR2_t) + FitHRFR2run.append(FitHRFR2run_t) + modelmd.append(betas_t) + + FitHRFR2 = np.hstack(FitHRFR2) + FitHRFR2run = np.hstack(FitHRFR2run) + modelmd = np.hstack(modelmd) + + # use R2 to select the best HRF for each voxel + R2 = np.max(FitHRFR2, axis=0) # R2 is X x Y x Z + HRFindex = np.argmax(FitHRFR2, axis=0) # HRFindex is X x Y x Z + # also, use R2 from each run to select best HRF + HRFindexrun = np.argmax(FitHRFR2run,axis=0) + + # using each voxel's best HRF, what are the corresponding R2run values? + R2run = FitHRFR2run[HRFindexrun, :, :, :, :] # R2run is X x Y x Z x runs + + # FIT TYPE-B MODEL (LSS) INTERLUDE BEGIN + + # if opt.wantlss, we have to use the determined HRFindex and re-fit the entire dataset + # using LSS estimation. this will simply replace 'modelmd' with a new version. + # so that's what we have to do here. + + if opt['wantlss']: + + # initalize + modelmd = np.zeros(nx*ny*nz,numtrials,'single'); # X*Y*Z x trialbetas [the final beta estimates] + + # loop over chunks + print('*** FITTING TYPE-B MODEL (FITHRF but with LSS estimation) ***\n') + for z in range(len(chunks)): + print(f'working on chunk {z} of {len(chunks)}.\n') + + # loop over possible HRFs + for hh in range(opt['hrflibrary'].shape[1]): + + # figure out which voxels to process. + # this will be a vector of indices into the small chunk that we are processing. + # our goal is to fully process this set of voxels! + goodix = np.where(HRFindex[chunks[z],:,:]==hh).flatten() + + # extract the data we want to process. + + data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); + + % calculate the corresponding indices relative to the full volume + temp = zeros(size(HRFindex)); + temp(chunks{z},:,:) = 1; + relix = subscript(find(temp),goodix); + + % define options + optA = struct('extraregressors',{opt.extraregressors}, ... + 'maxpolydeg',opt.maxpolydeg, ... + 'wantpercentbold',opt.wantpercentbold, ... + 'suppressoutput',1); + + % do the GLM + cnt = 0; + for rrr=1:length(designSINGLE) % each run + for ccc=1:numtrialrun(rrr) % each trial + designtemp = designSINGLE{rrr}; + designtemp = [designtemp(:,cnt+ccc) sum(designtemp(:,setdiff(1:size(designtemp,2),cnt+ccc)),2)]; + [results0,cache] = GLMestimatemodel(designtemp,data0{rrr}, ... + stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); + modelmd(relix,cnt+ccc) = results0.modelmd{2}(:,1); + clear results0; + end + cnt = cnt + numtrialrun(rrr); + end + + end + + + + % deal with dimensions + modelmd = reshape(modelmd,[nx ny nz numtrials]); + + end + + %% %%%%%%%% FIT TYPE-B MODEL (LSS) INTERLUDE END + + % save to disk if desired + allvars = {'FitHRFR2','FitHRFR2run','HRFindex','HRFindexrun','R2','R2run','modelmd','meanvol'}; + if opt.wantfileoutputs(whmodel)==1 + file0 = fullfile(outputdir,'TYPEB_FITHRF.mat'); + fprintf('*** Saving results to %s. ***\n',file0); + save(file0,allvars{:},'-v7.3'); + end + + % figures? + if wantfig && is3d + imwrite(uint8(255*makeimagestack(HRFindex,[1 nh])),jet(256),fullfile(outputdir,'HRFindex.png')); + end + + % preserve in memory if desired, and then clean up + if opt.wantmemoryoutputs(whmodel)==1 + results{whmodel} = struct; + for p=1:length(allvars) + results{whmodel}.(allvars{p}) = eval(allvars{p}); + end + end + clear FitHRFR2 FitHRFR2run R2 R2run modelmd; % Note that we keep HRFindex and HRFindexrun around!! + + end + + %% %%%%%%%%%%%%%%%%%%% COMPUTE GLMDENOISE REGRESSORS + + % if the user does not want to perform GLMdenoise, we can just skip all of this + if opt.wantglmdenoise==0 + + % just create placeholders + pcregressors = {}; + noisepool = []; + + else + + % figure out the noise pool + thresh = prctile(meanvol(:),opt.brainthresh(1))*opt.brainthresh(2); % threshold for non-brain voxels + bright = meanvol > thresh; % logical indicating voxels that are bright (brain voxels) + badR2 = onoffR2 < opt.brainR2; % logical indicating voxels with poor R2 + noisepool = bright & badR2 & ~opt.brainexclude; % logical indicating voxels that satisfy all criteria + + % determine noise regressors + pcregressors = {}; + fprintf('*** DETERMINING GLMDENOISE REGRESSORS ***\n'); + for p=1:length(data) + + % extract the time-series data for the noise pool + temp = subscript(squish(data{p},dimdata),{find(noisepool) ':'})'; % time x voxels + + % project out polynomials from the data + temp = projectionmatrix(constructpolynomialmatrix(size(temp,1),0:opt.maxpolydeg(p))) * temp; + + % unit-length normalize each time-series (ignoring any time-series that are all 0) + [temp,len] = unitlengthfast(temp,1); + temp = temp(:,len~=0); + + % perform SVD and select the top PCs + [u,s,v] = svds(double(temp*temp'),opt.numpcstotry); + u = bsxfun(@rdivide,u,std(u,[],1)); % scale so that std is 1 + pcregressors{p} = cast(u,'single'); + + end + clear temp len u s v; + + end + + %% %%%%%%%%%%%%%%%%%%% CROSS-VALIDATE TO FIGURE OUT NUMBER OF GLMDENOISE REGRESSORS + + % if the user does not want GLMdenoise, just set some dummy values + if opt.wantglmdenoise==0 + pcnum = 0; + xvaltrend = []; + glmbadness = []; + pcvoxels = []; + + % in this case, the user decides (and we can skip the cross-validation) + elseif opt.pcstop <= 0 + pcnum = -opt.pcstop; + xvaltrend = []; + glmbadness = []; + pcvoxels = []; + + % otherwise, we have to do a lot of work + else + + % initialize + glmbadness = zeros(nx*ny*nz,1+opt.numpcstotry,'single'); % X * Y * Z x 1+npc [squared beta error for different numbers of PCs] + + % loop over chunks + fprintf('*** CROSS-VALIDATING DIFFERENT NUMBERS OF REGRESSORS ***\n'); + for z=1:length(chunks) + fprintf('working on chunk %d of %d.\n',z,length(chunks)); + + % loop over possible HRFs + for hh=1:size(opt.hrflibrary,2) + + % figure out which voxels to process. + % this will be a vector of indices into the small chunk that we are processing. + % our goal is to fully process this set of voxels! + goodix = flatten(find(HRFindex(chunks{z},:,:)==hh)); + + % extract the data we want to process. + data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); + + % calculate the corresponding indices relative to the full volume + temp = zeros(size(HRFindex)); + temp(chunks{z},:,:) = 1; + relix = subscript(find(temp),goodix); + + % perform GLMdenoise + clear results0; + for ll=0:opt.numpcstotry + + % define options + optA = struct('maxpolydeg',opt.maxpolydeg, ... + 'wantpercentbold',0, ... + 'suppressoutput',1); + optA.extraregressors = cell(1,length(data0)); + if ll>0 + for rr=1:length(data0) + optA.extraregressors{rr} = cat(2,optA.extraregressors{rr},pcregressors{rr}(:,1:ll)); + end + end + + % do the GLM + [results0(ll+1),cache] = GLMestimatemodel(designSINGLE,data0, ... + stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); + + % save some memory + results0(ll+1).models = []; + results0(ll+1).modelse = []; + + end + + % compute the cross-validation performance values + glmbadness(relix,:) = calcbadness(opt.xvalscheme,validcolumns,stimix,results0,opt.sessionindicator); % voxels x regularization levels + clear results0; + + end + + end + + % compute xvaltrend + ix = find((onoffR2(:) > opt.pcR2cutoff) & (opt.pcR2cutoffmask(:))); % vector of indices + if isempty(ix) + fprintf('Warning: no voxels passed the pcR2cutoff and pcR2cutoffmask criteria. Using the best 100 voxels.\n'); + if isequal(opt.pcR2cutoffmask,1) + ix2 = find(ones(size(onoffR2))); + else + ix2 = find(opt.pcR2cutoffmask==1); + end + assert(length(ix2) > 0,'no voxels are in pcR2cutoffmask'); + [~,ix3] = sort(onoffR2(ix2),'descend'); + num = min(100,length(ix2)); + ix = ix2(ix3(1:num)); + end + xvaltrend = -median(glmbadness(ix,:),1); % NOTE: sign flip so that high is good + assert(all(isfinite(xvaltrend))); + + % create for safe-keeping + pcvoxels = logical(zeros(nx,ny,nz)); + pcvoxels(ix) = 1; + + % choose number of PCs + chosen = 0; % this is the fall-back + curve = xvaltrend - xvaltrend(1); % this is the performance curve that starts at 0 (corresponding to 0 PCs) + mx = max(curve); % store the maximum of the curve + best = -Inf; % initialize (this will hold the best performance observed thus far) + for p=0:opt.numpcstotry + + % if better than best so far + if curve(1+p) > best + + % record this number of PCs as the best + chosen = p; + best = curve(1+p); + + % if we are within opt.pcstop of the max, then we stop. + if best*opt.pcstop >= mx + break; + end + + end + + end + + % record the number of PCs + pcnum = chosen; + + % deal with dimensions + glmbadness = reshape(glmbadness,nx,ny,nz,[]); + + end + + %% %%%%%%%%%%%%%%%%%%% FIT TYPE-C + TYPE-D MODELS [FITHRF_GLMDENOISE, FITHRF_GLMDENOISE_RR] + + % setup + todo = []; + if opt.wantglmdenoise==1 && (opt.wantfileoutputs(3)==1 || opt.wantmemoryoutputs(3)==1) + todo = [todo 3]; % the user wants the type-C model returned + end + if opt.wantfracridge==1 && (opt.wantfileoutputs(4)==1 || opt.wantmemoryoutputs(4)==1) + todo = [todo 4]; % the user wants the type-D model returned + end + + % process models + for ttt=1:length(todo) + whmodel = todo(ttt); + + %% we need to do some tricky setup + + % if this is just a GLMdenoise case, we need to fake it + if whmodel==3 + fracstouse = [1]; % here, we need to fake this in order to get the outputs + fractoselectix = 1; + autoscaletouse = 0; % not necessary, so turn off + end + + % if this is a fracridge case + if whmodel==4 + + % if the user specified only one fraction + if length(opt.fracs)==1 + + % if the first one is 1, this is easy + if opt.fracs(1)==1 + fracstouse = [1]; + fractoselectix = 1; + autoscaletouse = 0; % not necessary, so turn off + + % if the first one is not 1, we might need 1 + else + fracstouse = [1 opt.fracs]; + fractoselectix = 2; + autoscaletouse = opt.wantautoscale; + end + + % otherwise, we have to do costly cross-validation + else + + % set these + fractoselectix = NaN; + autoscaletouse = opt.wantautoscale; + + % if the first one is 1, this is easy + if opt.fracs(1)==1 + fracstouse = opt.fracs; + + % if the first one is not 1, we might need 1 + else + fracstouse = [1 opt.fracs]; + end + + end + + end + + %% ok, proceed + + % initialize + modelmd = zeros(nx*ny*nz,numtrials,'single'); % X * Y * Z x trialbetas [the final beta estimates] + R2 = zeros(nx,ny,nz,'single'); % X x Y x Z [the R2 for the specific optimal frac] + R2run = zeros(nx*ny*nz,numruns,'single'); % X * Y * Z x runs [the R2 separated by runs for the optimal frac] + FRACvalue = zeros(nx,ny,nz,'single'); % X x Y x Z [best fraction] + if isnan(fractoselectix) + rrbadness = zeros(nx*ny*nz,length(opt.fracs),'single'); % X x Y x Z [rr cross-validation performance] + else + rrbadness = []; + end + scaleoffset = zeros(nx*ny*nz,2,'single'); % X * Y * Z x 2 [scale and offset] + + % loop over chunks + if whmodel==3 + fprintf('*** FITTING TYPE-C MODEL (GLMDENOISE) ***\n'); + else + fprintf('*** FITTING TYPE-D MODEL (GLMDENOISE_RR) ***\n'); + end + for z=1:length(chunks) + fprintf('working on chunk %d of %d.\n',z,length(chunks)); + + % loop over possible HRFs + for hh=1:size(opt.hrflibrary,2) + + % figure out which voxels to process. + % this will be a vector of indices into the small chunk that we are processing. + % our goal is to fully process this set of voxels! + goodix = flatten(find(HRFindex(chunks{z},:,:)==hh)); + + % extract the data we want to process. + data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); + + % calculate the corresponding indices relative to the full volume + temp = zeros(size(HRFindex)); + temp(chunks{z},:,:) = 1; + relix = subscript(find(temp),goodix); + + % process each frac + clear results0; + for ll=1:length(fracstouse) + + % define options + optA = struct('maxpolydeg',opt.maxpolydeg, ... + 'wantpercentbold',0, ... + 'suppressoutput',1, ... + 'frac',fracstouse(ll)); + optA.extraregressors = cell(1,length(data0)); + if pcnum > 0 + for rr=1:length(data0) + optA.extraregressors{rr} = cat(2,optA.extraregressors{rr},pcregressors{rr}(:,1:pcnum)); + end + end + + % fit the entire dataset using the specific frac + [results0(ll),cache] = GLMestimatemodel(designSINGLE,data0, ... + stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); + + % save some memory + results0(ll).models = []; + results0(ll).modelse = []; + + end + + % perform cross-validation if necessary + if isnan(fractoselectix) + + % compute the cross-validation performance values + rrbadness0 = calcbadness(opt.xvalscheme,validcolumns,stimix,results0,opt.sessionindicator); + + % this is the weird special case where we have to ignore the artificially added 1 + if opt.fracs(1) ~= 1 + [~,FRACindex0] = min(rrbadness0(:,2:end),[],2); + FRACindex0 = FRACindex0 + 1; + rrbadness(relix,:) = rrbadness0(:,2:end); + else + [~,FRACindex0] = min(rrbadness0,[],2); % pick best frac (FRACindex0 is V x 1 with the index of the best frac) + rrbadness(relix,:) = rrbadness0; + end + + % if we already know fractoselectix, skip the cross-validation + else + FRACindex0 = fractoselectix*ones(length(relix),1); + end + + % prepare output + FRACvalue(relix) = fracstouse(FRACindex0); + for ll=1:length(fracstouse) + ii = find(FRACindex0==ll); % indices of voxels that chose the llth frac + + % scale and offset to match the unregularized result + if autoscaletouse + for vv=1:length(ii) + X = [results0(ll).modelmd{2}(ii(vv),:); ones(1,numtrials)]'; + h = olsmatrix(X)*results0(1).modelmd{2}(ii(vv),:)'; % Notice the 1 + if h(1) < 0 + h = [1 0]'; + end + scaleoffset(relix(ii(vv)),:) = h; + modelmd(relix(ii(vv)),:) = X*h; + end + else + scaleoffset = []; + modelmd(relix(ii),:) = results0(ll).modelmd{2}(ii,:); + end + + R2(relix(ii)) = results0(ll).R2(ii); + R2run(relix(ii),:) = results0(ll).R2run(ii,:); + end + + end + + end + + % deal with dimensions + modelmd = reshape(modelmd,[nx ny nz numtrials]); + modelmd = bsxfun(@rdivide,modelmd,abs(meanvol)) * 100; % deal with percent BOLD change + R2run = reshape(R2run,[nx ny nz numruns]); + if ~isempty(scaleoffset) + scaleoffset = reshape(scaleoffset,[nx ny nz 2]); + end + if isnan(fractoselectix) + rrbadness = reshape(rrbadness,nx,ny,nz,[]); + end + + % save to disk if desired + if whmodel==3 + allvars = {'HRFindex','HRFindexrun','glmbadness','pcvoxels','pcnum','xvaltrend', ... + 'noisepool','pcregressors','modelmd','R2','R2run','meanvol'}; + file0 = fullfile(outputdir,'TYPEC_FITHRF_GLMDENOISE.mat'); + else + allvars = {'HRFindex','HRFindexrun','glmbadness','pcvoxels','pcnum','xvaltrend', ... + 'noisepool','pcregressors','modelmd','R2','R2run','rrbadness','FRACvalue','scaleoffset','meanvol'}; + file0 = fullfile(outputdir,'TYPED_FITHRF_GLMDENOISE_RR.mat'); + end + if opt.wantfileoutputs(whmodel)==1 + save(file0,allvars{:},'-v7.3'); + end + + % figures? + if wantfig + if whmodel==3 + if is3d + imwrite(uint8(255*makeimagestack(noisepool,[0 1])),gray(256),fullfile(outputdir,'noisepool.png')); + imwrite(uint8(255*makeimagestack(pcvoxels, [0 1])),gray(256),fullfile(outputdir,'pcvoxels.png')); + end + figureprep; + plot(0:opt.numpcstotry,xvaltrend); + straightline(pcnum,'v','r-'); + xlabel('Number of GLMdenoise regressors'); + ylabel('Cross-validation performance (higher is better)'); + figurewrite('xvaltrend',[],[],outputdir); + end + if whmodel==4 && is3d + imwrite(uint8(255*makeimagestack(R2,[0 100]).^0.5),hot(256),fullfile(outputdir,'typeD_R2.png')); + imwrite(uint8(255*makeimagestack(FRACvalue,[0 1])),copper(256),fullfile(outputdir,'FRACvalue.png')); + end + end + + % preserve in memory if desired + if opt.wantmemoryoutputs(whmodel)==1 + results{whmodel} = struct; + for p=1:length(allvars) + results{whmodel}.(allvars{p}) = eval(allvars{p}); + end + end + + end + + %%%%% + + function badness = calcbadness(xvals,validcolumns,stimix,results,sessionindicator) + + % function badness = calcbadness(xvals,validcolumns,stimix,results,sessionindicator) + % + % is a cell vector of vectors of run indices + % is a cell vector, each element is the vector of trial indices associated with the run + % is a cell vector, each element is the vector of actual condition numbers occurring with a given run + % is a 1 x n with results. the first one is SPECIAL and is unregularized. + % is 1 x RUNS with positive integers indicating run groupings for sessions. + % this is used only to perform the session-wise z-scoring for the purposes of hyperparameter evaluation. + % + % return as voxels x hyperparameters with the sum of the squared error from cross-validation. + % the testing data consists of the beta weights from results(1), i.e. unregularized beta weights. + % note that the squared error is expressed in the z-score units (given that we z-score the + % single-trial beta weights prior to evaluation of the different hyperparameters). + + % note: + % the unregularized betas set the stage for the session-wise normalization: + % for each session, we determine a fixed mu and sigma that are applied to + % the session under all of the various regularization levels. + + % initialize + badness = zeros(size(results(1).modelmd{2},1),length(results)); + + % calc + alltheruns = 1:length(validcolumns); + + % z-score transform the single-trial beta weights + for p=1:max(sessionindicator) + wh = find(sessionindicator==p); + whcol = catcell(2,validcolumns(wh)); + mn = mean(results(1).modelmd{2}(:,whcol),2); % mean of unregularized case + sd = std(results(1).modelmd{2}(:,whcol),[],2); % std dev of unregularized case + for q=1:length(results) + results(q).modelmd{2}(:,whcol) = zerodiv(results(q).modelmd{2}(:,whcol) - repmat(mn,[1 length(whcol)]),repmat(sd,[1 length(whcol)]),0,0); + end + end + + % do cross-validation + for xx=1:length(xvals) + + % calc + testix = xvals{xx}; % which runs are testing, e.g. [3 4] + trainix = setdiff(alltheruns,testix); % which runs are training, e.g. [1 2 5 6 7 8 9 10 11 12] + + % calc + testcols = catcell(2,validcolumns(testix)); % vector of trial indices in the testing data + traincols = catcell(2,validcolumns(trainix)); % vector of trial indices in the training data + testids = catcell(2,stimix(testix)); % vector of condition-ids in the testing data + trainids = catcell(2,stimix(trainix)); % vector of condition-ids in the training data + + % calculate cross-validation performance + for ll=1:length(results) + % hashrec = cell(1,max(testids)); % speed-up by caching results + for ttt=1:length(testids) + haveix = find(trainids==testids(ttt)); % which training trials match the current condition-id? + if ~isempty(haveix) + + % NOTE: + % testcols(ttt) tells us which trial in the testing runs to pull betas for (these are 1-based trial numbers) + % traincols(haveix) tells us the corresponding trials (isolated within the training runs) to pull betas for (these are 1-based trial numbers) + + % if isempty(hashrec{testids(ttt)}) + % hashrec{testids(ttt)} = mean(results(ll).modelmd{2}(:,traincols(haveix)),2); % voxels x 1 + % hashrec{testids(ttt)} = results(ll).modelmd{2}(:,traincols(haveix)); % voxels x instances + % end + + % compute squared error of all training betas against the current testing beta, and accumulate!! + badness(:,ll) = badness(:,ll) + sum((results(ll).modelmd{2}(:,traincols(haveix)) - ... + repmat(results(1).modelmd{2}(:,testcols(ttt)),[1 length(haveix)])).^2,2); % NOTICE the use of results(1) + + end + end + end + + end + + %%%%%%%%%%%%%%%%%%% JUNK: + + % DEPRECATED + % + % % visualize + % figureprep; hold on; + % rvals = [1 3 5 10 20 30]; + % cmap0 = jet(length(rvals)); + % for pp=1:length(rvals) + % temp = glmbadness(onoffR2(:)>rvals(pp),:); + % plot(0:opt.numpcstotry,calczscore(median(temp,1)),'-','Color',cmap0(pp,:)); + % end + % straightline(pcnum,'v','k-'); + % xlabel('number of pcs'); + % ylabel('median badness, z-scored'); + % figurewrite('checkbadness',[],[],outputtempdir); + % + % % visualize [PERHAPS GO BACK TO LINEAR; USE SCATTERSPARSE?] + % rvals = [1 5 20]; + % colors = {'r' 'g' 'b'}; + % for p=1:opt.numpcstotry + % figureprep([100 100 900 900]); + % for cc=1:length(rvals) + % temp = glmbadness(onoffR2(:)>rvals(cc),:); + % scatter(log(temp(:,1)),log(temp(:,1+p)),[colors{cc} '.']); + % end + % axissquarify; + % %ax = axis; + % %axis([0 ax(2) 0 ax(2)]); + % xlabel('log error for no pcs'); + % ylabel(sprintf('log error for %d pcs',p)); + % figurewrite(sprintf('scatter%02d',p),[],[],outputtempdir); + % end + diff --git a/glmdenoise/utils/findtailthreshold.py b/glmdenoise/utils/findtailthreshold.py new file mode 100644 index 0000000..021d387 --- /dev/null +++ b/glmdenoise/utils/findtailthreshold.py @@ -0,0 +1,88 @@ +import numpy as np +from glmdenoise.utils.robustrange import robustrange +from glmdenoise.utils.picksubset import picksubset +from sklearn.mixture import GaussianMixture as gmdist +import matplotlib.pyplot as plt + + +def findtailthreshold(v, figpath=None): + """ + function [f,mns,sds,gmfit] = findtailthreshold(v,wantfig) + + is a vector of values + (optional) is whether to plot a diagnostic figure. Default: 1. + + Fit a Gaussian Mixture Model (with n=2) + to the data and find the point that is greater than + the median and at which the posterior probability + is equal (50/50) across the two Gaussians. + This serves as a nice "tail threshold". + + To save on computational load, we take a random subset of + size 1000000 if there are more than that number of values. + We also use some discretization in computing our solution. + + return: + as the threshold + as [A B] with the two means (A < B) + as [C D] with the corresponding std devs + with the gmdist object (the order might not + be the same as A < B) + + example: + from numpy.random import randn + f, mns, sds, gmfit = findtailthreshold(np.r_[randn(1000), 5+3*randn(500)]) + """ + + # internal constants + numreps = 3 # number of restarts for the GMM + maxsz = 1000000 # maximum number of values to consider + nprecision = 500 + # linearly spaced values between median and upper robust range + + # inputs + if figpath is None: + wantfig = 0 + + # quick massaging of input + v = v[np.isfinite(v)] + if len(v) > maxsz: + print('warning: too big, so taking a subset') + v = picksubset(v, maxsz) + + # fit mixture of two gaussians + gmfit = gmdist(n_components=2, n_init=numreps).fit(v.reshape(-1, 1)) + + # figure out a nice range + rng = robustrange(v.flatten())[0] + + # evaluate posterior + allvals = np.linspace(np.median(v), rng[1], num=nprecision) + checkit = gmfit.predict_proba(allvals.reshape(-1, 1)) + + # figure out crossing + np.testing.assert_equal( + np.any(checkit[:, 0] > .5) and np.any(checkit[:, 0] < .5), + True, + err_msg='no crossing of 0.5 detected') + ix = np.argmin(np.abs(checkit[:, 0]-.5)) + + # return it + f = allvals[ix] + + # prepare other outputs + mns = gmfit.means_.flatten() + sds = np.sqrt(gmfit.covariances_.flatten()) + if mns[1] < mns[0]: + mns = mns[[1, 0]] + sds = sds[[1, 0]] + + # start the figure + if wantfig: + # make figure + plt.plot(allvals, checkit) + plt.plot([allvals[ix], allvals[ix]], plt.ylim(), 'k-', linewidth=2) + plt.title('Posterior Probabilities') + plt.savefig(figpath) + + return f, mns, sds, gmfit diff --git a/glmdenoise/utils/picksubset.py b/glmdenoise/utils/picksubset.py new file mode 100644 index 0000000..caf8719 --- /dev/null +++ b/glmdenoise/utils/picksubset.py @@ -0,0 +1,44 @@ +import numpy as np + + +def picksubset(m, num, seed=None): + """ + function [f,idx,fnot] = picksubset(m,num,seed) + + is a numpy array + is + X indicating the size of the subset to pick out + (optional) is the rand state to use. + default: 0. + + return: + as a vector with a random subset of . + as a vector of the indices of the elements that we picked. + as a vector with the remaining elements of . + + note that if you try to pick out a subset bigger than , + we will just return as many elements as there are in . + + example: + from numpy.random import randn + picksubset(randn(10,10),10) + """ + # input + if seed is None: + seed = 0 + + # do it + np.random.seed(seed) + + nm = len(m.flatten()) + + idx = np.random.permutation(range(nm))[range(np.min([num, nm]))] + + f = m.flatten()[idx] + notf = np.ones(m.flatten().shape) + notf[idx] = 0 + fnot = m.flatten()[notf] + + np.random.seed(None) + + return f, idx, fnot diff --git a/glmdenoise/utils/robustrange.py b/glmdenoise/utils/robustrange.py new file mode 100644 index 0000000..1efea40 --- /dev/null +++ b/glmdenoise/utils/robustrange.py @@ -0,0 +1,89 @@ +import numpy as np + + +def robustrange(m): + """ + robustrange(m) + + is an array + + figure out a reasonable range for the values in , + that is, one that tries to include as many of the values + as possible, but also tries to exclude the effects of potential + outliers (so that we don't get a really large range). + see the code for specific details on how we do this. + + return: + as [ ] + as the minimum value of the range + as the maximum value of the range + + example: + import matplotlib.pyplot as plt + x = np.random.randn(10000)**2 + plt.hist(x,100) + rng = robustrange(x)[0] + plt.plot( + [rng[0], rng[0]], + plt.ylim(), + color='r', + linestyle='-', + linewidth=2) + plt.plot( + [rng[1], rng[1]], + plt.ylim(), + color='r', + linestyle='-', + linewidth=2) + plt.title(f'range is {rng[0]:.20f} {rng[1]:.20f}') + + """ + # absolute min and max + + absmn = np.min(m.flatten()) + absmx = np.max(m.flatten()) + + # percentiles + vals = np.percentile(m.flatten(), [.1, 10, 50, 90, 99.9]) + + # percentile-based min and max + pmn = vals[2] - 5*(vals[2]-vals[1]) + pmx = vals[2] + 5*(vals[3]-vals[2]) + + # whether to rerun (recursively) + rerun = 0 + + # deal with max + if vals[4] <= pmx: # if the 99.9 is reasonably small, use it + if absmx <= vals[2] + 1.1*(vals[4]-vals[2]): + # actually, if the absolute max isn't too big, use that + finalmx = absmx + else: + finalmx = vals[4] + + else: + # hmm, something is funny. probably there are outliers. + # let's chop off and re-run. + rerun = 1 + m = m[np.logical_not(m > pmx)] + + # deal with min + if vals[0] >= pmn: + if absmn >= vals[2] - 1.1*(vals[2]-vals[0]): + finalmn = absmn + else: + finalmn = vals[0] + + else: + rerun = 1 + m = m[np.logical_not(m < pmn)] + + # rerun without outliers and output + if rerun: + f, mn, mx = robustrange(m) + return f, mn, mx + else: + f = [finalmn, finalmx] + mn = finalmn + mx = finalmx + return f, mx, mn From faa805974b1ca11ebf4ae688866bd9a9ff9a7b46 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Mon, 18 Jan 2021 21:10:11 +0000 Subject: [PATCH 02/16] added hrf fam. fixed else case in wantfig for findtailthreshold --- glmdenoise/utils/findtailthreshold.py | 4 +- glmdenoise/utils/getcanonicalhrflibrary.tsv | 501 ++++++++++++++++++++ 2 files changed, 504 insertions(+), 1 deletion(-) create mode 100644 glmdenoise/utils/getcanonicalhrflibrary.tsv diff --git a/glmdenoise/utils/findtailthreshold.py b/glmdenoise/utils/findtailthreshold.py index 021d387..c63d5c1 100644 --- a/glmdenoise/utils/findtailthreshold.py +++ b/glmdenoise/utils/findtailthreshold.py @@ -31,7 +31,7 @@ def findtailthreshold(v, figpath=None): example: from numpy.random import randn - f, mns, sds, gmfit = findtailthreshold(np.r_[randn(1000), 5+3*randn(500)]) + f, mns, sds, gmfit = findtailthreshold(np.r_[randn(1000), 5+3*randn(500)], figpath='test.png') """ # internal constants @@ -43,6 +43,8 @@ def findtailthreshold(v, figpath=None): # inputs if figpath is None: wantfig = 0 + else: + wantfig = 1 # quick massaging of input v = v[np.isfinite(v)] diff --git a/glmdenoise/utils/getcanonicalhrflibrary.tsv b/glmdenoise/utils/getcanonicalhrflibrary.tsv new file mode 100644 index 0000000..51247d1 --- /dev/null +++ b/glmdenoise/utils/getcanonicalhrflibrary.tsv @@ -0,0 +1,501 @@ +0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 +0.0001099 4.2083e-05 1.4131e-05 2.8125e-07 -1.9045e-05 -6.4786e-05 -0.00013402 -0.00044443 -2.439e-07 1.585e-10 9.7772e-14 0 0 0 0 0 0 0 0 0 +0.00060199 0.00028362 0.00011998 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3.6341e-18 -1.1313e-13 -6.2888e-08 -6.062e-06 -5.3281e-05 -0.00020675 -0.00012103 -2.8392e-05 -3.5736e-06 -4.0943e-07 -6.4156e-08 -9.106e-09 -4.1622e-09 -4.5684e-09 -7.1498e-08 -1.6043e-08 8.9443e-09 4.9375e-08 From ecacc02b7770fb904249f6d4f99d4204b2e7a746 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Tue, 19 Jan 2021 20:44:44 +0000 Subject: [PATCH 03/16] some progress and tested against real data. --- GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy | Bin 0 -> 2122248 bytes example_singletrial.py | 73 ++++++ glmdenoise/glmdenoise_singletrial.py | 209 ++++++++++-------- glmdenoise/pyGlmdenoise.py | 3 +- glmdenoise/utils/chunking.py | 45 ++++ glmdenoise/utils/gethrf.py | 56 +++++ glmdenoise/utils/normalisemax.py | 11 +- glmdenoise/utils/optimiseHRF.py | 18 +- glmdenoise/whiten_data.py | 3 +- 9 files changed, 315 insertions(+), 103 deletions(-) create mode 100644 GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy create mode 100644 example_singletrial.py create mode 100644 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100644 index 0000000..7128400 --- /dev/null +++ b/example_singletrial.py @@ -0,0 +1,73 @@ +import os +import glob +import numpy as np +import nibabel as nib +from itertools import compress +import pandas as pd +from glmdenoise.utils.make_design_matrix import make_design + + +sub = 2 +ses = 1 +stimdur = 0.5 +TR = 2 + +proj_path = os.path.join( + '/home', + 'adf', + 'charesti', + 'data', + 'arsa-fmri', + 'BIDS') + +data_path = os.path.join( + proj_path, + 'derivatives', + 'fmriprep', + 'sub-{}', + 'ses-{}', + 'func') + +design_path = os.path.join( + proj_path, + 'sub-{}', + 'ses-{}', + 'func') + +runs = glob.glob( + os.path.join(data_path.format(sub, ses), '*preproc*nii.gz')) +runs.sort() +runs = runs[:-1] + +eventfs = glob.glob( + os.path.join(design_path.format(sub, ses), '*events.tsv')) +eventfs.sort() + +data = [] +design = [] + + +for i, (run, eventf) in enumerate(zip(runs, eventfs)): + print(f'run {i}') + y = nib.load(run).get_fdata().astype(np.float32) + dims = y.shape + # y = np.moveaxis(y, -1, 0) + # y = y.reshape([y.shape[0], -1]) + + n_volumes = y.shape[-1] + + # Load onsets and item presented + onsets = pd.read_csv(eventf, sep='\t')["onset"].values + items = pd.read_csv(eventf, sep='\t')["stimnumber"].values + n_events = len(onsets) + + # Create design matrix + events = pd.DataFrame() + events["duration"] = [stimdur] * n_events + events["onset"] = onsets + events["trial_type"] = items + + # pass in the events data frame. the convolving of the HRF now + # happens internally + design.append(make_design(events, TR, n_volumes)) + data.append(y) diff --git a/glmdenoise/glmdenoise_singletrial.py b/glmdenoise/glmdenoise_singletrial.py index 2273838..be78b09 100644 --- a/glmdenoise/glmdenoise_singletrial.py +++ b/glmdenoise/glmdenoise_singletrial.py @@ -1,3 +1,4 @@ +import os import numpy as np from glmdenoise.utils.normalisemax import normalisemax from glmdenoise.utils.gethrf import getcanonicalhrf, getcanonicalhrflibrary @@ -7,6 +8,11 @@ from glmdenoise.cross_validate import cross_validate import matplotlib.pyplot as plt from glmdenoise.utils.make_image_stack import make_image_stack +from glmdenoise.utils.optimiseHRF import convolveDesign +from glmdenoise.utils.findtailthreshold import findtailthreshold + + +dir0 = os.path.dirname(os.path.realpath(__file__)) def GLMestimatesingletrial( @@ -14,7 +20,7 @@ def GLMestimatesingletrial( data, stimdur, tr, - outputdir='GLMestimatesingletrialoutputs', + outputdir=None, opt=None ): """ @@ -318,20 +324,16 @@ def GLMestimatesingletrial( design[p].shape[1], numcond, err_msg=condmsg) - design[p] = np.full(design[p]) + # if the design happened to be a sparse? + # design[p] = np.full(design[p]) # massage and sanity-check it if type(data) is not list: data = [data] + # make sure it is single for p in range(len(data)): - if data[p].dtype is not np.float32: - printf( - f'WARNING: Converting data in run {p}' - 'to single format (consider doing this' - 'before the function call to reduce' - 'memory usage).\n') - data[p] = data[p].astype(np.float32) + data[p] = data[p].astype(np.float32, copy=False) np.testing.assert_equal( np.all(np.isfinite(data[0].flatten())), @@ -347,32 +349,35 @@ def GLMestimatesingletrial( # calc numruns = len(design) - is3d = data[0].shape[3] > 1 # is this the X Y Z T case? - if not is3d: + is3d = data[0].ndim > 2 # is this the X Y Z T case? + if is3d: + x, y, z, _ = data[0].shape for p in range(len(data)): data[p] = np.moveaxis(data[p], -1, 0) data[p] = data[p].reshape([data[p].shape[0], -1]) - # force to XYZ x 1 x 1 x T for convenience - data[p] = np.moveaxis(data[p], -1, 0) # back to vox by T - dimdata = 0 # how many of the first dimensions have data - dimtime = 1 # the dimension with time points - numvoxels = data.shape[dimdata] + else: + print('assuming that your data has shape nfeatures x nconditions') + + dimdata = 1 # how many of the first dimensions have data + dimtime = 0 # the dimension with time points + numvoxels = data[0].shape[dimdata] + nx = numvoxels # check number of time points and truncate if necessary for p in range(len(data)): - if data[p].shape[1] > design[p].shape[0]: + if data[p].shape[dimtime] > design[p].shape[0]: print( f'WARNING: run {p} has more time points' 'in than . We are truncating' '.\n') - data[p] = data[p][:, range(design.shape[0]) + data[p] = data[p][:, range(design.shape[0])] - if data[p].shape[1] < design[p].shape[0]: + if data[p].shape[dimtime] < design[p].shape[0]: print( - f'WARNING: run {p} has more time points in ' - 'than . We are truncating .\n') - design[p] = design[p][range(data[p].shape[0], :] + f'WARNING: run {p} has more time points in ' + 'than . We are truncating .\n') + design[p] = design[p][range(data[p].shape[0]), :] # inputs if opt is None: @@ -393,7 +398,7 @@ def GLMestimatesingletrial( if 'xvalscheme' not in opt: opt['xvalscheme'] = range(numruns) - if 'sessionindicator' no in opt: + if 'sessionindicator' not in opt: opt['sessionindicator'] = np.ones((1, numruns)) if 'wantfileoutputs' not in opt: @@ -403,44 +408,43 @@ def GLMestimatesingletrial( opt['wantmemoryoutputs'] = [0, 0, 0, 1] if 'extraregressors' not in opt: - opt['extraregressors'] = [] # IC deal with this later + opt['extraregressors'] = [] # IC deal with this later if 'maxpolydeg' not in opt: - opt['maxpolydeg'] = np.zeros((numruns)) - for p in range(numruns): - opt['maxpolydeg'][p] = round(((data[p].shape(dimtime)*tr)/60)/2) + opt['maxpolydeg'] = [round( + ((data[p].shape[dimtime]*tr)/60)/2) for p in range(numruns)] - if 'wantpercentbold' is not in opt: + if 'wantpercentbold' not in opt: opt['wantpercentbold'] = 1 if 'hrftoassume' not in opt: - opt['hrftoassume'] = normalizemax(getcanonicalhrf(stimdur, tr)) + opt['hrftoassume'] = normalisemax(getcanonicalhrf(stimdur, tr)) if 'hrflibrary' not in opt: - opt['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr) + opt['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr).T - if 'wantlss' is not in opt: + if 'wantlss' not in opt: opt['wantlss'] = 0 - if 'numpcstotry' is not in opt: + if 'numpcstotry' not in opt: opt['numpcstotry'] = 10 - if 'brainthresh' is not in opt: + if 'brainthresh' not in opt: opt['brainthresh'] = [99, 0.1] - if 'brainR2' is not in opt: + if 'brainR2' not in opt: opt['brainR2'] = [] - if 'brainexclude' is not in opt: + if 'brainexclude' not in opt: opt['brainexclude'] = 0 - if 'pcR2cutoff' is not in opt: + if 'pcR2cutoff' not in opt: opt['pcR2cutoff'] = [] - if 'pcR2cutoffmask' is not in opt: + if 'pcR2cutoffmask' not in opt: opt['pcR2cutoffmask'] = 1 - if 'pcstop' is not in opt: + if 'pcstop' not in opt: opt['pcstop'] = 1.05 if 'fracs' not in opt: @@ -451,28 +455,34 @@ def GLMestimatesingletrial( # deal with length issues and other miscellaneous things if type(opt['maxpolydeg']) is int: - opt['maxpolydeg'] = np.tile(opt['maxpolydeg'], numruns) + opt['maxpolydeg'] = np.tile(opt['maxpolydeg'], numruns).tolist() - opt['hrftoassume'] = normalizemax(opt['hrftoassume']) - opt['hrflibrary'] = normalizemax(opt['hrflibrary'], 1) + opt['hrftoassume'] = normalisemax(opt['hrftoassume']) + opt['hrflibrary'] = normalisemax(opt['hrflibrary'], 0) opt['fracs'] = np.unique(opt['fracs'])[::-1] np.testing.assert_equal( - np.all(opt['fracs']>0), + np.all(opt['fracs'] > 0), True, err_msg='fracs must be greater than 0') np.testing.assert_equal( - np.all(opt['fracs']<=1), + np.all(opt['fracs'] <= 1), True, err_msg='fracs must be less than or equal to 1') - if outpurdir is not None: + if outputdir is not None: wantfig = 1 # if outputdir is not None, we want figures # deal with output directory - if outputdir is not None: + if outputdir is None: + cwd = os.getcwd() + outputdir = os.path.join(cwd, 'GLMestimatesingletrialoutputs') + + if os.path.exists(outputdir): os.removedirs(outputdir) os.makedirs(outputdir) + else: + os.makedirs(outputdir) if np.any(opt['wantfileoutputs']): errm = 'you must specify an in order to get file outputs' @@ -486,11 +496,11 @@ def GLMestimatesingletrial( opt['hrflibrary'] = opt['hrftoassume'] # calc - nx, ny, nz, _ = data[0].shape nh = opt['hrflibrary'].shape[1] # figure out chunking scheme - chunks = chunking(range(nx),np.ceil(nx/np.ceil(numvoxels/opt['chunknum']))) + chunks = ch( + range(nx), int(np.ceil(nx/np.ceil(numvoxels/opt['chunknum'])))) # deal with special cases if opt['wantglmdenoise'] == 1: @@ -502,15 +512,15 @@ def GLMestimatesingletrial( True, err_msg=errm) - if opt['wantfracridge']==1: + if opt['wantfracridge'] == 1: np.testing.assert_equal( - opt['wantfileoutputs'][3]==1 or opt['wantmemoryoutputs'][3]==1, + opt['wantfileoutputs'][3] == 1 or opt['wantmemoryoutputs'][3] == 1, True, err_msg=' is 1, but you did not request type D') if opt['wantlss'] == 1: np.testing.assert_equal( - opt['wantfileoutputs'][1]==1 or opt['wantmemoryoutputs'][1]==1, + opt['wantfileoutputs'][1] == 1 or opt['wantmemoryoutputs'][1] == 1, True err_msg=' is 1, but you did not request type B') @@ -558,11 +568,10 @@ def GLMestimatesingletrial( stimorder.append(temp[0]) run_validcolumns.append(cnt) cnt += 1 - valid_columns.append(run_validcolumns) + validcolumns.append(run_validcolumns) stimix.append(np.asarray(stimorder)[np.asarray(run_validcolumns)]) - # FIT TYPE-A MODEL [ON-OFF] # The approach: @@ -574,25 +583,25 @@ def GLMestimatesingletrial( # collapse all conditions and fit print('*** FITTING TYPE-A MODEL (ONOFF) ***\n') - design0 = [np.sum(x,axis=1) for x in design] + design0 = [np.sum(x, axis=1) for x in design] + # convolve the single design with the hrf convdes = [] for run_i, run in enumerate(design0): - n_times = data[run_i].shape[-1] - X = make_design(run, tr, - n_times, opt['hrftoassume']) - convdes.append(X) - # calculate polynomial degrees - max_poly_deg = int(((data[0].shape[0] * tr) / 60) // 2) + 1 - poly_degs = np.arange(max_poly_deg) + X = convolveDesign(run, opt['hrftoassume']) + convdes.append(X[:, np.newaxis]) + results0 = {} onoffR2 = cross_validate( - data, design, opt['extra_regressors'], poly_degs=poly_degs)[0] + data, + convdes, + opt['extraregressors'], + poly_degs=range(opt['maxpolydeg'][p]))[0] meanvol = np.vstack(data).mean(0) # save to disk if desired - if opt['wantfileoutputs'][whmodel]==1: - file0 = os.path.join(outputdir,'TYPEA_ONOFF.npy') + if opt['wantfileoutputs'][whmodel] == 1: + file0 = os.path.join(outputdir, 'TYPEA_ONOFF.npy') print(f'*** Saving results to {file0}. ***\n') np.save(file0, onoffR2, meanvol) @@ -601,44 +610,53 @@ def GLMestimatesingletrial( """ TODO port normalizerange.m and add to makeimstack """ - plt.imshow(makeimagestack(onoffR2), cmap='hot') + plt.imshow( + make_image_stack(np.reshape(onoffR2, [x, y, z])), cmap='hot') plt.colorbar() - plt.savefig(os.path.join(outputdir,'onoffR2.png'))) - plt.imshow(makeimagestack(meanvol), cmap='gray') + plt.savefig(os.path.join(outputdir, 'onoffR2.png')) + plt.close('all') + plt.imshow( + make_image_stack(np.reshape(meanvol, [x, y, z])), cmap='gray') plt.colorbar() - plt.savefig(os.path.join(outputdir,'meanvol.png'))) + plt.savefig(os.path.join(outputdir, 'meanvol.png')) # preserve in memory if desired, and then clean up - if opt['wantmemoryoutputs'][whmodel]==1: - results = ON-OFF{} - results['ON-OFF']['onoffR2'] = onoffR2 - results['ON-OFF']['meanvol'] = meanvol + if opt['wantmemoryoutputs'][whmodel] == 1: + results = {} + results['onoffR2'] = onoffR2 + results['meanvol'] = meanvol # DETERMINE THRESHOLDS if wantfig: - thresh = findtailthreshold(onoffR2.flatten(), os.path.join(outputdir,'onoffR2hist.png')) + thresh = findtailthreshold( + onoffR2.flatten(), + os.path.join(outputdir, 'onoffR2hist.png'))[0] else: - thresh = findtailthreshold(onoffR2.flatten()) - + thresh = findtailthreshold(onoffR2.flatten())[0] + if 'brainR2' is not in opt: - opt['brainR2'] = thresh - + opt['brainR2'] = thresh + if 'pcR2cutoff' is not in opt: - opt['pcR2cutoff'] = thresh + opt['pcR2cutoff'] = thresh # FIT TYPE-B MODEL [FITHRF] # The approach: # (1) Fit single trials. - # (2) Evaluate the library of HRFs (or the single assumed HRF). Choose based on R2 for each voxel. + # (2) Evaluate the library of HRFs (or the single assumed HRF). + # Choose based on R2 for each voxel. - # if the user does not want file output nor memory output AND if the number of HRFs to choose + # if the user does not want file output nor memory output AND + # if the number of HRFs to choose # from is just 1, we can short-circuit this whole endeavor! - if opt['wantfileoutputs'][1]==0 and opt['wantmemoryoutputs'][1]==0 and opt['hrflibrary'].shape[1]==1: + if opt['wantfileoutputs'][1] == 0 and \ + opt['wantmemoryoutputs'][1] == 0 and \ + opt['hrflibrary'].shape[1] == 1: # short-circuit all of the work - HRFindex = np.ones((nx,ny,nz)) # easy peasy - + HRFindex = np.ones((nx, ny, nz)) # easy peasy + else: # define @@ -654,24 +672,31 @@ def GLMestimatesingletrial( # loop over chunks print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') - for z in range(len(chunks)): + for z in chunks: print(f'working on chunk {z} of {len(chunks)}.\n') - data_chunk = [dat[chunks[z], :, :, :] for dat in data] - + data_chunk = [dat[:, z] for dat in data] # do the fitting and accumulate all the betas # someX x Y x Z x trialbetas x HRFs - modelmd0 = np.zeros((len(chunks[z]),ny,nz,numtrials,nh)).astype(np.float32) FitHRFR2_t = [] FitHRFR2run_t = [] - betas_t = [] - for p in range(opt['hrflibrary'].shape[1]: - - results_t = cross_validate(data_chunk, designSINGLE, opt['extra_regressors'], poly_degs=poly_degs) + betas_t = [] + for p in range(opt['hrflibrary'].shape[1]): + + # convolve single design with current hrf + current_hrf = opt['hrflibrary'][:, p] + conv_designSINGLE = [convolveDesign( + X, current_hrf) for X in designSINGLE] + + results_t = cross_validate( + data_chunk, + conv_designSINGLE, + opt['extraregressors'], + poly_degs=range(opt['maxpolydeg'][0])) + - FitHRFR2_t.append(results_t[0]) FitHRFR2run_t.append(results_t[1]) betas_t.append(results_t[2]) @@ -728,7 +753,7 @@ def GLMestimatesingletrial( goodix = np.where(HRFindex[chunks[z],:,:]==hh).flatten() # extract the data we want to process. - + data0 = [dat[chunks[z][goodix, ]]] data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); % calculate the corresponding indices relative to the full volume diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index 2f57837..c73db7c 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -15,7 +15,8 @@ from glmdenoise.whiten_data import whiten_data from glmdenoise.fit_runs import fit_runs from glmdenoise.cross_validate import cross_validate -from glmdenoise.utils.make_poly_matrix import make_poly_matrix, make_project_matrix +from glmdenoise.utils.make_poly_matrix import (make_poly_matrix, + make_project_matrix) warnings.simplefilter(action="ignore", category=FutureWarning) diff --git a/glmdenoise/utils/chunking.py b/glmdenoise/utils/chunking.py new file mode 100644 index 0000000..324cdd7 --- /dev/null +++ b/glmdenoise/utils/chunking.py @@ -0,0 +1,45 @@ +import numpy as np + + +def chunking(vect, num, chunknum=None): + """ chunking + Input: + is a array + is desired length of a chunk + is chunk number desired (here we use a 1-based + indexing, i.e. you may want the frist chunk, or the second + chunk, but not the zeroth chunk) + Returns: + [numpy array object]: + + return a numpy array object of chunks. the last vector + may have fewer than elements. + + also return the beginning and ending indices associated with + this chunk in and . + + Examples: + + a = np.empty((2,), dtype=np.object) + a[0] = [1, 2, 3] + a[1] = [4, 5] + assert(np.all(chunking(list(np.arange(5)+1),3)==a)) + + assert(chunking([4, 2, 3], 2, 2)==([3], 3, 3)) + + """ + if chunknum is None: + nchunk = int(np.ceil(len(vect)/num)) + f = [] + for point in range(nchunk): + f.append(vect[point*num:np.min((len(vect), int((point+1)*num)))]) + + return np.asarray(f) + else: + f = chunking(vect, num) + # double check that these behave like in matlab (xbegin) + xbegin = (chunknum-1)*num+1 + # double check that these behave like in matlab (xend) + xend = np.min((len(vect), chunknum*num)) + + return np.asarray(f[num-1]), xbegin, xend diff --git a/glmdenoise/utils/gethrf.py b/glmdenoise/utils/gethrf.py index 7855969..8ea66e0 100644 --- a/glmdenoise/utils/gethrf.py +++ b/glmdenoise/utils/gethrf.py @@ -1,7 +1,11 @@ +import os import numpy as np from scipy.interpolate import pchip +fpath = os.path.dirname(os.path.realpath(__file__)) + + def getcanonicalhrf(duration, tr): # inputs if duration == 0: @@ -35,3 +39,55 @@ def basichrf(): return hrf +def getcanonicalhrflibrary(duration, tr): + """ + function hrfs = getcanonicalhrflibrary(duration,tr) + + is the duration of the stimulus in seconds. + should be a multiple of 0.1 (if not, we round to the nearest 0.1). + 0 is automatically treated as 0.1. + is the TR in seconds. + + generate a library of 20 predicted HRFs to a stimulus of + duration , with data sampled at a TR of . + + the resulting HRFs are returned as 20 x time. the first point is + coincident with stimulus onset. each HRF is normalized such + that the maximum value is one. + + example: + hrfs = getcanonicalhrflibrary(4,1); + figure; plot(0:size(hrfs,2)-1,hrfs,'o-'); + """ + + # inputs + if duration == 0: + duration = 0.1 + + # load the library + hrfs = np.genfromtxt(os.path.join(fpath, 'getcanonicalhrflibrary.tsv')).T + + # 20 HRFs x 501 time points + + # convolve to get the predicted response to the desired stimulus duration + trold = 0.1 + hrfsc = [] + for x in hrfs: + hrfsc.append( + np.convolve( + x, + np.ones(int(np.max([1, np.round(duration/trold)]))))) + + sampler = np.asarray(np.arange(0, int((hrfsc[0].shape[0]-1)*trold), tr)) + + # resample to desired TR + hrfsc = [pchip( + np.asarray(range(x.shape[0]))*trold, + x)(sampler) for x in hrfsc] + + hrfs = np.vstack(hrfsc) + + # make the peak equal to one + hrfs = hrfs / np.max(hrfs) + + return hrfs diff --git a/glmdenoise/utils/normalisemax.py b/glmdenoise/utils/normalisemax.py index 2c701fc..6fce145 100644 --- a/glmdenoise/utils/normalisemax.py +++ b/glmdenoise/utils/normalisemax.py @@ -11,8 +11,8 @@ def normalisemax(m, dim=None): is a matrix (optional) is the dimension of to operate upon. - default to 2 if is a row vector and to 1 otherwise. - special case is 0 which means operate globally. + default to 1 if is a row vector and to 0 otherwise. + special case is 'global' which means operate globally. divide by the max value along some dimension (or globally). @@ -24,8 +24,11 @@ def normalisemax(m, dim=None): if dim is None: dim = ch(isr(m), 1, 0) # do it - if dim == 0: + if dim == 'global': f = m / np.max(m) else: - f = m / np.max(m, dim) + all_max = np.max(m, dim) + f = np.stack( + [m[:, i] / thismax for i, thismax in enumerate(all_max)] + ).T return f diff --git a/glmdenoise/utils/optimiseHRF.py b/glmdenoise/utils/optimiseHRF.py index 933ecd3..363e0df 100644 --- a/glmdenoise/utils/optimiseHRF.py +++ b/glmdenoise/utils/optimiseHRF.py @@ -280,8 +280,8 @@ def olsmatrix(X): ) f = np.zeros((X.shape[1], X.shape[0])) X = np.mat(X) - f[good, :] = np.linalg.inv( - X[:, good].T @ X[:, good]) @ X[:, good].T + f[good, :] = np.linalg.inv( + X[:, good].T @ X[:, good]) @ X[:, good].T else: X = np.mat(X) @@ -300,10 +300,18 @@ def convolveDesign(X, hrf): Returns: [convdes]: 2D: Samples by cond """ - ntime, ncond = X.shape - convdes = np.asarray([np.convolve(X[:, x], hrf) for x in range(ncond)]).T + ndims = X.ndim + if ndims == 1: + ntime = X.shape[0] + convdes = np.convolve(X, hrf) + convdes = convdes[range(ntime)] + else: + ntime, ncond = X.shape + convdes = np.asarray( + [np.convolve(X[:, x], hrf) for x in range(ncond)]).T + convdes = convdes[range(ntime), :] - return convdes[0:ntime, :] + return convdes def optimiseHRF( diff --git a/glmdenoise/whiten_data.py b/glmdenoise/whiten_data.py index 9420c56..b22b578 100644 --- a/glmdenoise/whiten_data.py +++ b/glmdenoise/whiten_data.py @@ -1,6 +1,7 @@ import numpy as np -from glmdenoise.utils.make_poly_matrix import make_poly_matrix, make_project_matrix +from glmdenoise.utils.make_poly_matrix import (make_poly_matrix, + make_project_matrix) import warnings warnings.simplefilter(action="ignore", category=FutureWarning) From f27d3d58d02b0d90fab61e96dd59d66fc70dac2b Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Tue, 19 Jan 2021 20:46:34 +0000 Subject: [PATCH 04/16] removed temp results folder. --- GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy | Bin 2122248 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy diff --git a/GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy b/GLMestimatesingletrialoutputs/TYPEA_ONOFF.npy deleted file mode 100644 index db65cc1bef6fa6172f255f7d36cc13d1d4e51e42..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2122248 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z{m<%uU?ha&+7IqC$bkPcVvMzyEXDT`@}G09Hj~qi6N@kJSR&$**Sckcx(G?k>rSNc z`yg&XH9L31KgO>aB_<(0nMdPR`9p79AN^k<;B%$n`4=~UkFm#st6^|Eye~h<%RhokXV)%g(SCdFv~p_vH{QN$TaiEVmZ@!S z75-1x$kuWJuUhUk*jqt=c4c=zNdi~?6{@m$FNrOuG1Dm}j3h{!XsPU5?rrP{X6Bq4wNx~MPmoKWyHT|va3JLmo$Z|H(`C1_m? z_*z)7T<{I_!f$K5LIt{wJrM8i>;yfgMQ=M03cbjw>SW`%zC_LE!M5P}O~ z;cO%R7c*8cDo4BitGNDu^}l_;(+Mqg?{L`0B;jI6*VC2#o7AJ)5m=pgUK`OYW6S7K9dP5Lg9 zBYaq=sNn#3IQ4A>^_?O8vQvckauVyS?<+j9h$NgV>nGUA8=L-`&-fdSe2|_m8XOCs zeUta#8}ukJaQRR>^2EUQmW*}4QK4;7w_G@IpMN33BdU@3G2gFG7yEAS#-HgRZ;k#V zs~^6zk%(KFThNW)o9rv3C$Lpt?=DC9;r{vBGgBtMcwVz-wO|s;qcy!hLyfyfZVD>d z%i#LFLau5r#zpaGHT|jYQ;FadrYd}zNZnWB+&g{az5f^9VZZdZtpYD!be!{pz53iRw%&{JmfZ!vSBMvF_d4g-TDVS5 zTDW@#a9sZ9s(~Kj|H^QFQ7GblcDr_60(_`>*P5_K_@}(VWB-P2c-}A49{gobBm3D2 zyH~<-7~ds&vcJS&UWtJB$3%e3U)v=w3nOs-s=ZSCha<)h_1}gMV4rt$oB}of7F+mI zvl{XfQ&i7?T!sr)w}^a4PjfkJEpJQs4*myq@c%Qs Z|EKWof7>xV*N^`j=l_lK|6_gd{{uO^V8;Le From b0be0c9ef09a639bfb43ac85671512083e55fef9 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Wed, 20 Jan 2021 10:27:43 +0000 Subject: [PATCH 05/16] initial commit for the handling of columns with all zeros in design matrices. --- glmdenoise/fit_runs.py | 7 +++++-- glmdenoise/utils/make_poly_matrix.py | 25 ++++++++++++++----------- 2 files changed, 19 insertions(+), 13 deletions(-) diff --git a/glmdenoise/fit_runs.py b/glmdenoise/fit_runs.py index 56fda73..b424518 100644 --- a/glmdenoise/fit_runs.py +++ b/glmdenoise/fit_runs.py @@ -6,8 +6,9 @@ def fit_runs(data, design): """Fits a least square of combined runs. - The matrix addition is equivalent to concatenating the list of data and the list of - design and fit it all at once. However, this is more memory efficient. + The matrix addition is equivalent to concatenating the list of data and + the list of design and fit it all at once. However, this is more memory + efficient. Arguments: runs {list} -- List of runs. Each run is an TR x voxel sized array @@ -16,6 +17,8 @@ def fit_runs(data, design): Returns: [array] -- betas from fit + + TODO handle zero regressors. """ X = np.vstack(design) diff --git a/glmdenoise/utils/make_poly_matrix.py b/glmdenoise/utils/make_poly_matrix.py index c61c99c..8b15952 100644 --- a/glmdenoise/utils/make_poly_matrix.py +++ b/glmdenoise/utils/make_poly_matrix.py @@ -1,6 +1,7 @@ from sklearn.preprocessing import normalize import numpy as np + def make_project_matrix(X): """ Calculates a projection matrix @@ -9,10 +10,13 @@ def make_project_matrix(X): Returns: array: Projection matrix size of X.shape[0] x X.shape[0] + + TODO handle zero regressors. """ X = np.mat(X) return np.eye(X.shape[0]) - (X*(np.linalg.inv(X.T*X)*X.T)) + def make_poly_matrix(n, degrees): """Calculates a matrix of polynomials used to regress them out of your data @@ -30,12 +34,11 @@ def make_poly_matrix(n, degrees): for i, d in enumerate(degrees): polyvector = np.mat(time_points**d) - if i > 0: # project out the other polynomials + if i > 0: # project out the other polynomials polyvector = make_project_matrix(polys[:, :i]) * polyvector polys[:, i] = normalize(polyvector.T) - return polys # make_project_matrix(polys) - + return polys # make_project_matrix(polys) def select_noise_regressors(r2_nrs, pcstop=1.05): @@ -57,15 +60,15 @@ def select_noise_regressors(r2_nrs, pcstop=1.05): best = -np.Inf for p in range(1, numpcstotry): - # if better than best so far - if curve[p] > best: + # if better than best so far + if curve[p] > best: - # record this number of PCs as the best - chosen = p - best = curve[p] + # record this number of PCs as the best + chosen = p + best = curve[p] - # if we are within opt.pcstop of the max, then we stop. - if (best * pcstop) >= curve.max(): - break + # if we are within opt.pcstop of the max, then we stop. + if (best * pcstop) >= curve.max(): + break return chosen From 9b7152a77635ee0475fb6d6c9964e51baf84b497 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Wed, 20 Jan 2021 12:18:08 +0000 Subject: [PATCH 06/16] now handling designs with zero regressors --- example_singletrial.py | 75 ++++++++++++++++++++++++++++ glmdenoise/fit_runs.py | 9 ++-- glmdenoise/utils/make_poly_matrix.py | 6 +-- glmdenoise/utils/optimiseHRF.py | 15 +++--- 4 files changed, 92 insertions(+), 13 deletions(-) create mode 100644 example_singletrial.py diff --git a/example_singletrial.py b/example_singletrial.py new file mode 100644 index 0000000..8e643d5 --- /dev/null +++ b/example_singletrial.py @@ -0,0 +1,75 @@ +import os +import glob +import numpy as np +import nibabel as nib +import pandas as pd +from glmdenoise.utils.make_design_matrix import make_design +from glmdenoise.utils.gethrf import getcanonicalhrf +from glmdenoise.utils.normalisemax import normalisemax + +sub = 2 +ses = 1 +stimdur = 0.5 +TR = 2 + +proj_path = os.path.join( + '/home', + 'adf', + 'charesti', + 'data', + 'arsa-fmri', + 'BIDS') + +data_path = os.path.join( + proj_path, + 'derivatives', + 'fmriprep', + 'sub-{}', + 'ses-{}', + 'func') + +design_path = os.path.join( + proj_path, + 'sub-{}', + 'ses-{}', + 'func') + +runs = glob.glob( + os.path.join(data_path.format(sub, ses), '*preproc*nii.gz')) +runs.sort() +runs = runs[:-1] + +eventfs = glob.glob( + os.path.join(design_path.format(sub, ses), '*events.tsv')) +eventfs.sort() + +data = [] +design = [] + +hrf = normalisemax(getcanonicalhrf(stimdur, TR)) + +for i, (run, eventf) in enumerate(zip(runs, eventfs)): + print(f'run {i}') + y = nib.load(run).get_fdata().astype(np.float32) + dims = y.shape + y = np.moveaxis(y, -1, 0) + y = y.reshape([y.shape[0], -1]) + + n_volumes = y.shape[0] + + # Load onsets and item presented + onsets = pd.read_csv(eventf, sep='\t')["onset"].values + items = pd.read_csv(eventf, sep='\t')["stimnumber"].values + n_events = len(onsets) + + # Create design matrix + events = pd.DataFrame() + events["duration"] = [stimdur] * n_events + events["onset"] = onsets + events["trial_type"] = items + + # pass in the events data frame. the convolving of the HRF now + # happens internally + design.append(make_design(events, TR, n_volumes, hrf).astype(np.float32)) + data.append(y) + diff --git a/glmdenoise/fit_runs.py b/glmdenoise/fit_runs.py index b424518..d2f7c16 100644 --- a/glmdenoise/fit_runs.py +++ b/glmdenoise/fit_runs.py @@ -1,4 +1,5 @@ import numpy as np +from glmdenoise.utils.optimiseHRF import olsmatrix import warnings warnings.simplefilter(action="ignore", category=FutureWarning) @@ -12,17 +13,17 @@ def fit_runs(data, design): Arguments: runs {list} -- List of runs. Each run is an TR x voxel sized array - DM {list} -- List of design matrices. Each design matrix - is an TR x predictor sizec array + design {list} -- List of design matrices. Each design matrix + is an TR x predictor sized array Returns: [array] -- betas from fit - TODO handle zero regressors. """ X = np.vstack(design) - X = np.linalg.inv(X.T @ X) @ X.T + # X = np.linalg.inv(X.T @ X) @ X.T + X = olsmatrix(X) betas = 0 start_col = 0 diff --git a/glmdenoise/utils/make_poly_matrix.py b/glmdenoise/utils/make_poly_matrix.py index 8b15952..e6b7158 100644 --- a/glmdenoise/utils/make_poly_matrix.py +++ b/glmdenoise/utils/make_poly_matrix.py @@ -1,3 +1,4 @@ +from glmdenoise.utils.optimiseHRF import olsmatrix from sklearn.preprocessing import normalize import numpy as np @@ -11,10 +12,9 @@ def make_project_matrix(X): Returns: array: Projection matrix size of X.shape[0] x X.shape[0] - TODO handle zero regressors. """ - X = np.mat(X) - return np.eye(X.shape[0]) - (X*(np.linalg.inv(X.T*X)*X.T)) + + return np.eye(X.shape[0]) - (X @ olsmatrix(X)) def make_poly_matrix(n, degrees): diff --git a/glmdenoise/utils/optimiseHRF.py b/glmdenoise/utils/optimiseHRF.py index 933ecd3..92c96dd 100644 --- a/glmdenoise/utils/optimiseHRF.py +++ b/glmdenoise/utils/optimiseHRF.py @@ -236,8 +236,9 @@ def olsmatrix(X): """OLS regression what we want to do is to perform OLS regression using - and obtain the parameter estimates. this is accomplished - by inv(X'\*X)\*X'\*y = f\*y where y is the data (samples x cases). + and obtain the parameter estimates. this is accomplished + by np.linalg.inv(X.T @ X) @ X.T @ y = f @ y where y is the + data (samples x cases). what this function does is to return which has dimensions parameters x samples. @@ -268,7 +269,8 @@ def olsmatrix(X): # report warning if not np.any(good) == 1: print( - "regressors are all zeros; we will estimate a 0 weight for those regressors." + "regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." ) f = np.zeros((X.shape[1], X.shape[0])) return f @@ -276,15 +278,16 @@ def olsmatrix(X): # do it if np.any(bad): print( - "One or more regressors are all zeros; we will estimate a 0 weight for those regressors." + "One or more regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." ) f = np.zeros((X.shape[1], X.shape[0])) - X = np.mat(X) + f[good, :] = np.linalg.inv( X[:, good].T @ X[:, good]) @ X[:, good].T else: - X = np.mat(X) + f = np.linalg.inv(X.T @ X) @ X.T return f From b59df78dfb22c54fb163e4b02ee055e8cc10382b Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Wed, 20 Jan 2021 14:56:36 +0000 Subject: [PATCH 07/16] fixes #47, tests pass --- glmdenoise/pyGlmdenoise.py | 23 ++++++++++++++++------- glmdenoise/utils/optimiseHRF.py | 5 +++-- 2 files changed, 19 insertions(+), 9 deletions(-) diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index 2f57837..c209da6 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -6,7 +6,11 @@ from joblib import Parallel, delayed from sklearn.preprocessing import normalize from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.optimiseHRF import mtimesStack, olsmatrix, optimiseHRF +from glmdenoise.utils.optimiseHRF import (mtimesStack, + olsmatrix, + optimiseHRF, + calccod, + calccodStack) from glmdenoise.select_noise_regressors import select_noise_regressors from glmdenoise.utils.normalisemax import normalisemax from glmdenoise.utils.gethrf import getcanonicalhrf @@ -15,7 +19,8 @@ from glmdenoise.whiten_data import whiten_data from glmdenoise.fit_runs import fit_runs from glmdenoise.cross_validate import cross_validate -from glmdenoise.utils.make_poly_matrix import make_poly_matrix, make_project_matrix +from glmdenoise.utils.make_poly_matrix import (make_poly_matrix, + make_project_matrix) warnings.simplefilter(action="ignore", category=FutureWarning) @@ -255,11 +260,15 @@ def fit(self, design, data, tr): print('Calculating overall R2 of final fit...') # The below does not currently work, see #47 - # stackdesign = np.vstack(whitened_design) - # modelfits = mtimesStack(olsmatrix(stackdesign), whitened_data) - # self.results['R2s'] = calccodStack(whitened_data, modelfits) - # self.results['R2runs'] = [calccod(whitened_data[c_run], modelfits[c_run], 0) - # for c_run in range(self.n_runs)] + modelfits = [((olsmatrix(x) @ y).T @ x.T).T for x, y in zip( + whitened_design, whitened_data)] + # calculate run-wise fit + + self.results['R2s'] = calccodStack(self.data, modelfits) + self.results['R2runs'] = [calccod( + cdata, + mfit, + 0, 0, 0) for cdata, mfit in zip(self.data, modelfits)] print('Done') print('Calculating SnR...') diff --git a/glmdenoise/utils/optimiseHRF.py b/glmdenoise/utils/optimiseHRF.py index 92c96dd..abb7e0c 100644 --- a/glmdenoise/utils/optimiseHRF.py +++ b/glmdenoise/utils/optimiseHRF.py @@ -94,7 +94,7 @@ def constructStimulusMatrix(v, prenumlag, postnumlag, wantwrap=0): return f -def calccod(x, y, wantgain=0, wantmeansub=1): +def calccod(x, y, dim=None, wantgain=0, wantmeansub=1): """Calculate the coefficient of determination Args: @@ -153,7 +153,8 @@ def calccod(x, y, wantgain=0, wantmeansub=1): """ # input - dim = np.argmax(x.shape) + if dim is None: + dim = np.argmax(x.shape) # handle gain if wantgain: From 4868b0e9a28ce5b9bac76ecdbbd2960e6ee1e733 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Wed, 20 Jan 2021 15:35:37 +0000 Subject: [PATCH 08/16] fix for plotting in example.py --- example.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/example.py b/example.py index 8449e8d..fa068b7 100644 --- a/example.py +++ b/example.py @@ -85,4 +85,4 @@ def format_time(time): fit_dur = format_time(time.time()-start) print('Fit took {}!'.format(fit_dur) -gd.plot_figures() +gd.plot_figures(spatialdims=dims[:3]) From 46ae36231ec103d4f1c6f35e98ce8fc72359603d Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Wed, 20 Jan 2021 16:20:36 +0000 Subject: [PATCH 09/16] some bug tweaks, and figure reporting updated --- glmdenoise/pyGlmdenoise.py | 25 ++++++++++++++++++------- 1 file changed, 18 insertions(+), 7 deletions(-) diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index c209da6..3e8bc99 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -264,11 +264,11 @@ def fit(self, design, data, tr): whitened_design, whitened_data)] # calculate run-wise fit - self.results['R2s'] = calccodStack(self.data, modelfits) + self.results['R2s'] = calccodStack(whitened_data, modelfits) self.results['R2runs'] = [calccod( cdata, mfit, - 0, 0, 0) for cdata, mfit in zip(self.data, modelfits)] + 0, 0, 0) for cdata, mfit in zip(whitened_data, modelfits)] print('Done') print('Calculating SnR...') @@ -405,13 +405,23 @@ def plot_figures(self, report=None, spatialdims=None): dtype='scaled' ) - # report.plot_image(self.results['R2s'], 'FinalModel') - """ TODO - for r in range(n_runs): + print('plotting R2 final') + report.plot_image( + self.full_image( + self.results['R2s']), + 'R2' + ) + + print('plotting R2 run-wise') + for r in range(self.n_runs): report.plot_image( - self.results['R2srun'][r], 'FinalModel_run%02d') - """ + self.full_image( + self.results['R2runs'][r]), + 'R2run_{}'.format(r) + ) + # PC weights + print('plotting PC weights') weights_mats = self.results['PCA_weights'].ravel() weights = np.asarray(np.concatenate(weights_mats)).ravel() thresh = np.percentile(np.abs(weights), 99) @@ -426,6 +436,7 @@ def plot_figures(self, report=None, spatialdims=None): drange=[-thresh, thresh] ) + print('saving html report') # stores html report report.save() From 922db83473e1da814d2562624c459870524a0075 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Thu, 21 Jan 2021 21:33:06 +0000 Subject: [PATCH 10/16] more fixes for #47 --- example_singletrial.py | 10 --- glmdenoise/cross_validate.py | 11 ++- glmdenoise/fit_runs.py | 4 +- glmdenoise/glmdenoise_singletrial.py | 80 ++++++++++------- glmdenoise/pyGlmdenoise.py | 55 +++++++++--- glmdenoise/utils/make_poly_matrix.py | 18 ++-- glmdenoise/utils/optimiseHRF.py | 129 +++++++++++++++++++++------ glmdenoise/whiten_data.py | 36 ++++++-- 8 files changed, 242 insertions(+), 101 deletions(-) diff --git a/example_singletrial.py b/example_singletrial.py index 442bf53..b46cc84 100644 --- a/example_singletrial.py +++ b/example_singletrial.py @@ -2,17 +2,9 @@ import glob import numpy as np import nibabel as nib -<<<<<<< HEAD -from itertools import compress import pandas as pd from glmdenoise.utils.make_design_matrix import make_design -======= -import pandas as pd -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.gethrf import getcanonicalhrf -from glmdenoise.utils.normalisemax import normalisemax ->>>>>>> olshandlezeros sub = 2 ses = 1 @@ -53,8 +45,6 @@ data = [] design = [] -hrf = normalisemax(getcanonicalhrf(stimdur, TR)) - for i, (run, eventf) in enumerate(zip(runs, eventfs)): print(f'run {i}') y = nib.load(run).get_fdata().astype(np.float32) diff --git a/glmdenoise/cross_validate.py b/glmdenoise/cross_validate.py index 4ff3fd1..9719f34 100644 --- a/glmdenoise/cross_validate.py +++ b/glmdenoise/cross_validate.py @@ -2,7 +2,8 @@ from itertools import compress from tqdm import tqdm import warnings -from glmdenoise.utils.make_poly_matrix import make_poly_matrix, make_project_matrix +from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) from glmdenoise.whiten_data import whiten_data from glmdenoise.r2_nom_denom import R2_nom_denom from glmdenoise.fit_runs import fit_runs @@ -44,10 +45,12 @@ def cross_validate(data, design, extra_regressors=False, poly_degs=np.arange(5)) y = data[run] # get polynomials - polynomials = make_poly_matrix(y.shape[0], poly_degs) + polynomials = make_polynomial_matrix(y.shape[0], poly_degs) + + projections = make_projection_matrix(polynomials) # project out polynomials from data and prediction - y = make_project_matrix(polynomials) @ y - yhat = make_project_matrix(polynomials) @ yhat + y = projections @ y + yhat = projections @ yhat # get run-wise r2s nom, denom = R2_nom_denom(y, yhat) diff --git a/glmdenoise/fit_runs.py b/glmdenoise/fit_runs.py index d2f7c16..7074b47 100644 --- a/glmdenoise/fit_runs.py +++ b/glmdenoise/fit_runs.py @@ -4,7 +4,7 @@ warnings.simplefilter(action="ignore", category=FutureWarning) -def fit_runs(data, design): +def fit_runs(data, design, verbose=True): """Fits a least square of combined runs. The matrix addition is equivalent to concatenating the list of data and @@ -23,7 +23,7 @@ def fit_runs(data, design): X = np.vstack(design) # X = np.linalg.inv(X.T @ X) @ X.T - X = olsmatrix(X) + X = olsmatrix(X, verbose=verbose) betas = 0 start_col = 0 diff --git a/glmdenoise/glmdenoise_singletrial.py b/glmdenoise/glmdenoise_singletrial.py index be78b09..3216ff8 100644 --- a/glmdenoise/glmdenoise_singletrial.py +++ b/glmdenoise/glmdenoise_singletrial.py @@ -10,7 +10,12 @@ from glmdenoise.utils.make_image_stack import make_image_stack from glmdenoise.utils.optimiseHRF import convolveDesign from glmdenoise.utils.findtailthreshold import findtailthreshold - +from glmdenoise.whiten_data import whiten_data +from glmdenoise.utils.optimiseHRF import (mtimesStack, + olsmatrix, + optimiseHRF, + calccod, + calccodStack) dir0 = os.path.dirname(os.path.realpath(__file__)) @@ -351,6 +356,7 @@ def GLMestimatesingletrial( numruns = len(design) is3d = data[0].ndim > 2 # is this the X Y Z T case? if is3d: + wantfig = 1 x, y, z, _ = data[0].shape for p in range(len(data)): data[p] = np.moveaxis(data[p], -1, 0) @@ -418,7 +424,9 @@ def GLMestimatesingletrial( opt['wantpercentbold'] = 1 if 'hrftoassume' not in opt: - opt['hrftoassume'] = normalisemax(getcanonicalhrf(stimdur, tr)) + opt['hrftoassume'] = normalisemax( + getcanonicalhrf(stimdur, tr), + dim='global') if 'hrflibrary' not in opt: opt['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr).T @@ -457,7 +465,7 @@ def GLMestimatesingletrial( if type(opt['maxpolydeg']) is int: opt['maxpolydeg'] = np.tile(opt['maxpolydeg'], numruns).tolist() - opt['hrftoassume'] = normalisemax(opt['hrftoassume']) + opt['hrftoassume'] = normalisemax(opt['hrftoassume'], dim='global') opt['hrflibrary'] = normalisemax(opt['hrflibrary'], 0) opt['fracs'] = np.unique(opt['fracs'])[::-1] np.testing.assert_equal( @@ -470,7 +478,7 @@ def GLMestimatesingletrial( True, err_msg='fracs must be less than or equal to 1') - if outputdir is not None: + if outputdir is not None and is3d: wantfig = 1 # if outputdir is not None, we want figures # deal with output directory @@ -521,7 +529,7 @@ def GLMestimatesingletrial( if opt['wantlss'] == 1: np.testing.assert_equal( opt['wantfileoutputs'][1] == 1 or opt['wantmemoryoutputs'][1] == 1, - True + True, err_msg=' is 1, but you did not request type B') # initialize output @@ -619,6 +627,7 @@ def GLMestimatesingletrial( make_image_stack(np.reshape(meanvol, [x, y, z])), cmap='gray') plt.colorbar() plt.savefig(os.path.join(outputdir, 'meanvol.png')) + plt.close('all') # preserve in memory if desired, and then clean up if opt['wantmemoryoutputs'][whmodel] == 1: @@ -634,10 +643,10 @@ def GLMestimatesingletrial( else: thresh = findtailthreshold(onoffR2.flatten())[0] - if 'brainR2' is not in opt: + if 'brainR2' not in opt: opt['brainR2'] = thresh - if 'pcR2cutoff' is not in opt: + if 'pcR2cutoff' not in opt: opt['pcR2cutoff'] = thresh # FIT TYPE-B MODEL [FITHRF] @@ -672,10 +681,10 @@ def GLMestimatesingletrial( # loop over chunks print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') - for z in chunks: - print(f'working on chunk {z} of {len(chunks)}.\n') + for i, chunk in enumerate(chunks): + print(f'working on chunk {i} of {len(chunks)}.\n') - data_chunk = [dat[:, z] for dat in data] + data_chunk = [dat[:, chunk] for dat in data] # do the fitting and accumulate all the betas # someX x Y x Z x trialbetas x HRFs @@ -690,43 +699,52 @@ def GLMestimatesingletrial( conv_designSINGLE = [convolveDesign( X, current_hrf) for X in designSINGLE] - results_t = cross_validate( - data_chunk, - conv_designSINGLE, - opt['extraregressors'], - poly_degs=range(opt['maxpolydeg'][0])) + wdata, wdesign = whiten_data(data_chunk, conv_designSINGLE) + modelfits = [((olsmatrix(x, verbose=False) @ y).T @ x.T).T for x, y in zip( + wdesign, data_chunk)] + FitHRFR2_t.append(calccodStack(data_chunk, modelfits)) + + r2run = [calccod( + cdata, + mfit, + 0, 0, 0) for cdata, mfit in zip(wdata, modelfits)] + + FitHRFR2run_t.append(np.stack(r2run)) + + betas_t.append(fit_runs(wdata, wdesign, verbose=False)) - FitHRFR2_t.append(results_t[0]) - FitHRFR2run_t.append(results_t[1]) - betas_t.append(results_t[2]) - # reshape fits - FitHRFR2_t = np.stack(FitHRFR2_t) # n_hrfs by xchunk by y by z - FitHRFR2run_t = np.stack(FitHRFR2run_t) # n_hrfs by xchunk by y by z by run? - betas_t = np.stack(betas_t) # n_hrfs by xchunk by y by z x trialbetas - + FitHRFR2_t = np.stack(FitHRFR2_t) # n_hrfs by xchunk by y by z + FitHRFR2run_t = np.stack(FitHRFR2run_t) + # n_hrfs by xchunk by y by z by run? + betas_t = np.stack(betas_t) + # n_hrfs by xchunk by y by z x trialbetas + # keep only the betas we want ii = np.argmax(FitHRFR2_t, axis=0) - betas_t = betas_t[ii, :, :, :] + betas = [] + for jj in range(len(chunk)): + this_betas = betas_t[:, :, jj] + betas.append(this_betas[ii[jj], :]) # append FitHRFR2.append(FitHRFR2_t) FitHRFR2run.append(FitHRFR2run_t) - modelmd.append(betas_t) + modelmd.append(betas) FitHRFR2 = np.hstack(FitHRFR2) FitHRFR2run = np.hstack(FitHRFR2run) modelmd = np.hstack(modelmd) # use R2 to select the best HRF for each voxel - R2 = np.max(FitHRFR2, axis=0) # R2 is X x Y x Z - HRFindex = np.argmax(FitHRFR2, axis=0) # HRFindex is X x Y x Z + R2 = np.max(FitHRFR2, axis=0) # R2 is X x Y x Z + HRFindex = np.argmax(FitHRFR2, axis=0) # HRFindex is X x Y x Z # also, use R2 from each run to select best HRF - HRFindexrun = np.argmax(FitHRFR2run,axis=0) + HRFindexrun = np.argmax(FitHRFR2run, axis=0) # using each voxel's best HRF, what are the corresponding R2run values? - R2run = FitHRFR2run[HRFindexrun, :, :, :, :] # R2run is X x Y x Z x runs + R2run = FitHRFR2run[HRFindexrun, :, :, :, :] # R2run is X x Y x Z x runs # FIT TYPE-B MODEL (LSS) INTERLUDE BEGIN @@ -737,11 +755,11 @@ def GLMestimatesingletrial( if opt['wantlss']: # initalize - modelmd = np.zeros(nx*ny*nz,numtrials,'single'); # X*Y*Z x trialbetas [the final beta estimates] + modelmd = np.zeros(nx*ny*nz,numtrials).astype(np.float32) # X*Y*Z x trialbetas [the final beta estimates] # loop over chunks print('*** FITTING TYPE-B MODEL (FITHRF but with LSS estimation) ***\n') - for z in range(len(chunks)): + for chunk in range(len(chunks)): print(f'working on chunk {z} of {len(chunks)}.\n') # loop over possible HRFs diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index 3e8bc99..c22e987 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -16,11 +16,11 @@ from glmdenoise.utils.gethrf import getcanonicalhrf from glmdenoise.report import Report from glmdenoise.defaults import default_params -from glmdenoise.whiten_data import whiten_data +from glmdenoise.whiten_data import whiten_data, construct_projection_matrix from glmdenoise.fit_runs import fit_runs from glmdenoise.cross_validate import cross_validate -from glmdenoise.utils.make_poly_matrix import (make_poly_matrix, - make_project_matrix) +from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) warnings.simplefilter(action="ignore", category=FutureWarning) @@ -60,7 +60,8 @@ def fit(self, design, data, tr): if 'hrf' not in self.params: stimdur = numpy.median(design[0].duration.values) - self.params['hrf'] = normalisemax(getcanonicalhrf(stimdur, tr)) + self.params['hrf'] = normalisemax( + getcanonicalhrf(stimdur, tr), dim='global') self.params['tr'] = tr # calculate polynomial degrees @@ -89,11 +90,11 @@ def fit(self, design, data, tr): convdes.append(X) max_poly_deg = np.arange( int(((X.shape[0] * self.tr) / 60) // 2) + 1) - polynomials = make_poly_matrix(X.shape[0], max_poly_deg) + polynomials = make_polynomial_matrix(X.shape[0], max_poly_deg) if self.extra_regressors: polynomials = np.c_[polynomials, self.extra_regressors[run]] - polymatrix.append(make_project_matrix(polynomials)) + polymatrix.append(make_projection_matrix(polynomials)) # optimise hrf requires whitening of the data whitened_data, whitened_design = whiten_data( @@ -125,7 +126,12 @@ def fit(self, design, data, tr): print('Making initial fit') r2s_initial = cross_validate( - self.data, self.design, self.extra_regressors, poly_degs=self.poly_degs)[0] + self.data, + self.design, + self.extra_regressors, + poly_degs=self.poly_degs + )[0] + print('Done!') print('Getting noise pool') @@ -137,8 +143,11 @@ def fit(self, design, data, tr): for run in self.data: noise_pool = run[:, self.results['noise_pool_mask']] - polynomials = make_poly_matrix(noise_pool.shape[0], self.poly_degs) - noise_pool = make_project_matrix(polynomials) @ noise_pool + polynomials = make_polynomial_matrix( + noise_pool.shape[0], + self.poly_degs + ) + noise_pool = make_projection_matrix(polynomials) @ noise_pool noise_pool = normalize(noise_pool, axis=0) @@ -161,6 +170,7 @@ def fit(self, design, data, tr): self.results['pc_regressors'][x], self.poly_degs) for x in tqdm( range(self.n_pcs), desc='Number of PCs')) + print('Done!') # calculate best number of PCs self.results['PCA_R2s'] = np.vstack( @@ -260,15 +270,32 @@ def fit(self, design, data, tr): print('Calculating overall R2 of final fit...') # The below does not currently work, see #47 - modelfits = [((olsmatrix(x) @ y).T @ x.T).T for x, y in zip( - whitened_design, whitened_data)] + # modelfits = [((olsmatrix(x) @ y).T @ x.T).T for x, y in zip( + # whitened_design, whitened_data)] + + # predict the time-series for the final fit + predicted_ts = [x @ self.results['final_fit'] for x in self.design] + + # remove polynomials from the model fits (or predictions) + polymatrix = [construct_projection_matrix( + self.design[r].shape[0], + self.results['pc_regressors'][self.results['select_pca']][r], + self.poly_degs) for r in range(self.n_runs)] + + modelfit = [x @ y for x, y in zip(polymatrix, predicted_ts)] + + # modelfits = [make_projection_matrix( + # x) @ y for x , y in zip(self.design, modelfits)] + # calculate run-wise fit - self.results['R2s'] = calccodStack(whitened_data, modelfits) + self.results['R2s'] = calccodStack(self.data, modelfit) self.results['R2runs'] = [calccod( - cdata, mfit, - 0, 0, 0) for cdata, mfit in zip(whitened_data, modelfits)] + cdata, + dim=0, + wantgain=0, + wantmeansub=0) for mfit, cdata in zip(modelfit, self.data)] print('Done') print('Calculating SnR...') diff --git a/glmdenoise/utils/make_poly_matrix.py b/glmdenoise/utils/make_poly_matrix.py index e6b7158..5dd3aae 100644 --- a/glmdenoise/utils/make_poly_matrix.py +++ b/glmdenoise/utils/make_poly_matrix.py @@ -3,7 +3,7 @@ import numpy as np -def make_project_matrix(X): +def make_projection_matrix(X): """ Calculates a projection matrix Args: @@ -17,7 +17,7 @@ def make_project_matrix(X): return np.eye(X.shape[0]) - (X @ olsmatrix(X)) -def make_poly_matrix(n, degrees): +def make_polynomial_matrix(n, degrees): """Calculates a matrix of polynomials used to regress them out of your data Args: @@ -25,20 +25,22 @@ def make_poly_matrix(n, degrees): degrees (array): vector of polynomial degrees Returns: - array: array of n x len(degrees) + polynomials: array of n x len(degrees) """ time_points = np.linspace(-1, 1, n)[np.newaxis].T - polys = np.zeros((n, len(degrees))) + polynomials = np.zeros((n, len(degrees))) # Loop over degrees for i, d in enumerate(degrees): - polyvector = np.mat(time_points**d) + + poly_vector = time_points**d if i > 0: # project out the other polynomials - polyvector = make_project_matrix(polys[:, :i]) * polyvector + poly_vector = make_projection_matrix( + polynomials[:, :i]) @ poly_vector - polys[:, i] = normalize(polyvector.T) - return polys # make_project_matrix(polys) + polynomials[:, i] = normalize(poly_vector.T) + return polynomials # make_project_matrix(polys) def select_noise_regressors(r2_nrs, pcstop=1.05): diff --git a/glmdenoise/utils/optimiseHRF.py b/glmdenoise/utils/optimiseHRF.py index fcefbf3..f3b52ab 100644 --- a/glmdenoise/utils/optimiseHRF.py +++ b/glmdenoise/utils/optimiseHRF.py @@ -1,5 +1,7 @@ import numpy as np from glmdenoise.utils.make_design_matrix import make_design +from sklearn.preprocessing import normalize +from glmdenoise.r2_nom_denom import R2_nom_denom def constructStimulusMatrices(m, prenumlag=0, postnumlag=0, wantwrap=0): @@ -183,31 +185,33 @@ def calccod(x, y, dim=None, wantgain=0, wantmeansub=1): return f -def calccodStack(y, yhat): +def calccodStack(data, pred): """ [summary] Args: - x ([type]): [description] - y ([type]): [description] + data ([type]): [description] + pred ([type]): [description] + + Returns: + r2s: global r2s + """ - numruns = len(y) - nom = [] - denom = [] - for run in range(numruns): - with np.errstate(divide="ignore", invalid="ignore"): - yrun = np.array(y[run]) - yhatrun = np.array(yhat[run]) - nom.append(np.sum((yrun - yhatrun) ** 2, axis=0)) - denom.append(np.sum(yrun ** 2, axis=0)) # Kendricks denominator - - nom = np.array(nom).sum(0) - denom = np.array(denom).sum(0) - with np.errstate(divide='ignore', invalid='ignore'): - f = np.nan_to_num(1 - nom / denom) + nom_denom = [] + for y, yhat in zip(data, pred): + # get run-wise nom denoms + nom, denom = R2_nom_denom(y, yhat) + nom_denom.append((nom, denom)) - return f + # calculate global R2 + nom = np.array(nom_denom).sum(0)[0, :] # extract 1st tuple + denom = np.array(nom_denom).sum(0)[1, :] # extract 2nd tuple + + with np.errstate(divide="ignore", invalid="ignore"): + r2s = np.nan_to_num(1 - (nom / denom)) + + return r2s def mtimesStack(m1, m2): @@ -233,7 +237,76 @@ def mtimesStack(m1, m2): return f -def olsmatrix(X): +def olsmatrix_ulen(X, mode=None, verbose=True): + """ + olsmatrix(X, mode, verbose) + + is samples x parameters + (optional) is + 0 means normal operation + 1 means use inv instead of '\' and omit unit-length normalization. + the point of this mode is to reduce memory usage (i think). + default: 0. + + what we want to do is to perform OLS regression using + and obtain the parameter estimates. this is accomplished + by inv(X'*X)*X'*y = f*y where y is the data (samples x cases). + + what this function does is to return which has dimensions + parameters x samples. + + to ensure well-conditioning, we unit-length normalize each column + of before doing the inv.m operation. also, we actually use + left-slash ('\'), which apparently is equivalent to inv.m but faster + and more accurate (see code for details). if you pass as 1, + we omit the normalization and use the inv method instead of the '\' + method. + + also, in the case that one or more regressors in are all zero, then + without special handling, then this case will result in warnings and + NaN results. what we do is to explicitly ensure that all-zero regressors + are ignored and that there are all-zero rows for these regressors + in . this makes it such that the weights estimated for these + regressors are simply zero. + + history: + 2011/06/27 - explicitly ignore 0 + 2011/03/29 - mode 1 now omits unit length normalization. + 2011/03/28 - add input. + 2010/08/05: now, we do not try to detect weird cases with low variance. + instead, we just blindly unit-length normalize each column. + """ + + # input + if mode is None: + mode = 0 + + # deal with degenerate regressors + good = np.invert(np.all(X == 0, axis=0)) + + # initialize result + f = np.zeros((X.shape[1], X.shape[0])) + + # do it + if mode == 0: + X, len = normalize(X[:, good], return_norm=True) + temp = (np.diag( + 1/len + ) @ ( + np.linalg.inv( + X[:, good].T @ X[:, good] + ) @ X[:, good].T).T).T + elif mode == 1: + temp = np.linalg.inv(X[:, good].T @ X[:, good]) @ X[:, good].T + + # return + if np.any(good): + f[good, :] = temp + + return f + + +def olsmatrix(X, verbose=True): """OLS regression what we want to do is to perform OLS regression using @@ -269,19 +342,21 @@ def olsmatrix(X): # report warning if not np.any(good) == 1: - print( - "regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) + if verbose: + print( + "regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." + ) f = np.zeros((X.shape[1], X.shape[0])) return f # do it if np.any(bad): - print( - "One or more regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) + if verbose: + print( + "One or more regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." + ) f = np.zeros((X.shape[1], X.shape[0])) f[good, :] = np.linalg.inv( diff --git a/glmdenoise/whiten_data.py b/glmdenoise/whiten_data.py index b22b578..0af62b1 100644 --- a/glmdenoise/whiten_data.py +++ b/glmdenoise/whiten_data.py @@ -1,11 +1,36 @@ import numpy as np -from glmdenoise.utils.make_poly_matrix import (make_poly_matrix, - make_project_matrix) +from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) import warnings warnings.simplefilter(action="ignore", category=FutureWarning) +def construct_projection_matrix(ntimepoints, extra_regressors=False, poly_degs=None): + """[summary] + + Arguments: + data {[type]} -- [description] + design {[type]} -- [description] + + Keyword Arguments: + extra_regressors {bool} -- [description] (default: {False}) + poly_degs {[type]} -- [description] (default: {np.arange(5)}) + + Returns: + [type] -- [description] + """ + if poly_degs is None: + poly_degs = np.arange(5) + + polynomials = make_polynomial_matrix(ntimepoints, poly_degs) + + if extra_regressors is not None and extra_regressors.size > 0: + polynomials = np.c_[polynomials, extra_regressors] + + return make_projection_matrix(polynomials) + + def whiten_data(data, design, extra_regressors=False, poly_degs=None): """[summary] @@ -28,12 +53,13 @@ def whiten_data(data, design, extra_regressors=False, poly_degs=None): whitened_design = [] for i, (y, X) in enumerate(zip(data, design)): - polynomials = make_poly_matrix(X.shape[0], poly_degs) + polynomials = make_polynomial_matrix(X.shape[0], poly_degs) if extra_regressors: if extra_regressors[i].any(): polynomials = np.c_[polynomials, extra_regressors[i]] - whitened_design.append(make_project_matrix(polynomials) @ X) - whitened_data.append(make_project_matrix(polynomials) @ y) + project_matrix = make_projection_matrix(polynomials) + whitened_design.append(project_matrix @ X) + whitened_data.append(project_matrix @ y) return whitened_data, whitened_design From f1a4725b5b97ec67561f24319947e121582038db Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Fri, 22 Jan 2021 13:54:30 +0000 Subject: [PATCH 11/16] ok, #47 is now really fixed. --- glmdenoise/cross_validate.py | 1 + glmdenoise/pyGlmdenoise.py | 24 +++++++++++++++++++----- glmdenoise/whiten_data.py | 4 +++- 3 files changed, 23 insertions(+), 6 deletions(-) diff --git a/glmdenoise/cross_validate.py b/glmdenoise/cross_validate.py index 9719f34..b71b64f 100644 --- a/glmdenoise/cross_validate.py +++ b/glmdenoise/cross_validate.py @@ -48,6 +48,7 @@ def cross_validate(data, design, extra_regressors=False, poly_degs=np.arange(5)) polynomials = make_polynomial_matrix(y.shape[0], poly_degs) projections = make_projection_matrix(polynomials) + # project out polynomials from data and prediction y = projections @ y yhat = projections @ yhat diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index c22e987..3d854af 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -73,8 +73,13 @@ def fit(self, design, data, tr): self.results['mean_image'], 99) / 2 # reduce data - self.data = [d[:, self.results['mean_mask']].astype( - np.float16) for d in self.data] + if self.params['maskbrain']: + # mask image + self.data = [d[:, self.results['mean_mask']].astype( + np.float32) for d in self.data] + else: + # just make sure we're in float32 + self.data = [d.astype(np.float32) for d in self.data] """ """ @@ -98,7 +103,10 @@ def fit(self, design, data, tr): # optimise hrf requires whitening of the data whitened_data, whitened_design = whiten_data( - self.data, convdes, self.extra_regressors, poly_degs=self.poly_degs) + self.data, + convdes, + self.extra_regressors, + poly_degs=self.poly_degs) hrfparams = optimiseHRF( self.design, @@ -155,8 +163,9 @@ def fit(self, design, data, tr): u = np.linalg.svd(noise_pool)[0] u = u[:, :self.n_pcs+1] u = u / np.std(u, 0) - run_PCAs.append(u) + run_PCAs.append(u.astype(np.float32)) + # this causes memory ooomph self.results['pc_regressors'] = [] for n_pc in range(self.n_pcs): self.results['pc_regressors'].append( @@ -174,7 +183,7 @@ def fit(self, design, data, tr): print('Done!') # calculate best number of PCs self.results['PCA_R2s'] = np.vstack( - np.asarray(np.asarray(PCresults)[:, 0])).astype(float) + np.asarray(np.asarray(PCresults)[:, 0])).astype(np.float32) self.results['PCA_R2_runs'] = np.asarray(np.asarray(PCresults)[:, 1]) self.results['PCA_weights'] = np.asarray(np.asarray(PCresults)[:, 2]) self.best_mask = np.any( @@ -289,6 +298,11 @@ def fit(self, design, data, tr): # calculate run-wise fit + # project polymatrix from self.data + self.data = [construct_projection_matrix( + x.shape[0], poly_degs=self.poly_degs + ) @ x for x in self.data] + self.results['R2s'] = calccodStack(self.data, modelfit) self.results['R2runs'] = [calccod( mfit, diff --git a/glmdenoise/whiten_data.py b/glmdenoise/whiten_data.py index 0af62b1..a960c1b 100644 --- a/glmdenoise/whiten_data.py +++ b/glmdenoise/whiten_data.py @@ -6,7 +6,9 @@ warnings.simplefilter(action="ignore", category=FutureWarning) -def construct_projection_matrix(ntimepoints, extra_regressors=False, poly_degs=None): +def construct_projection_matrix(ntimepoints, + extra_regressors=None, + poly_degs=None): """[summary] Arguments: From 35ae91b35337aee1a4fedd90f34033f2b1fc7a9c Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Fri, 29 Jan 2021 16:21:39 +0000 Subject: [PATCH 12/16] some progress with glm single trial. --- example_singletrial.py | 25 +- glmdenoise/defaults.py | 26 +- glmdenoise/fit_runs.py | 2 +- glmdenoise/glmdenoise_singletrial.py | 1352 ------------------------ glmdenoise/pyGlmdenoise.py | 15 +- glmdenoise/utils/findtailthreshold.py | 12 +- glmdenoise/utils/make_design_matrix.py | 2 +- glmdenoise/utils/make_poly_matrix.py | 11 +- glmdenoise/utils/optimiseHRF.py | 648 ------------ toydata.py | 4 +- 10 files changed, 69 insertions(+), 2028 deletions(-) delete mode 100644 glmdenoise/glmdenoise_singletrial.py delete mode 100644 glmdenoise/utils/optimiseHRF.py diff --git a/example_singletrial.py b/example_singletrial.py index b46cc84..818d142 100644 --- a/example_singletrial.py +++ b/example_singletrial.py @@ -4,12 +4,12 @@ import nibabel as nib import pandas as pd from glmdenoise.utils.make_design_matrix import make_design - +from glmdenoise.single_trial import glm_estimatesingletrial sub = 2 ses = 1 stimdur = 0.5 -TR = 2 +tr = 2 proj_path = os.path.join( '/home', @@ -42,6 +42,9 @@ os.path.join(design_path.format(sub, ses), '*events.tsv')) eventfs.sort() +runs = runs[:3] +eventfs = eventfs[:3] + data = [] design = [] @@ -62,10 +65,24 @@ # Create design matrix events = pd.DataFrame() events["duration"] = [stimdur] * n_events - events["onset"] = onsets + events["onset"] = np.round(onsets) events["trial_type"] = items # pass in the events data frame. the convolving of the HRF now # happens internally - design.append(make_design(events, TR, n_volumes)) + design.append( + make_design(events, tr, n_volumes) + ) data.append(y) + +opt = {'wantlss': 1} +outputdir = 'GLMestimatesingletrialoutputs' + +gst = glm_estimatesingletrial(opt) + +gst.fit( + design, + data, + stimdur, + tr, + outputdir=outputdir) diff --git a/glmdenoise/defaults.py b/glmdenoise/defaults.py index e4fa1df..246683a 100644 --- a/glmdenoise/defaults.py +++ b/glmdenoise/defaults.py @@ -1,3 +1,6 @@ +import time +import numpy as np + default_params = { 'numforhrf': 50, 'hrfthresh': 0.5, @@ -7,5 +10,24 @@ 'n_jobs': 1, 'n_pcs': 20, 'n_boots': 100, - 'extra_regressors': False -} \ No newline at end of file + 'extra_regressors': False, + 'wantlibrary': 1, + 'wantglmdenoise': 1, + 'wantfracridge': 0, + 'chunklen': 45000, + 'wantfileoutputs': [1, 1, 1, 1], + 'wantmemoryoutputs': [0, 0, 0, 1], + 'wantpercentbold': 1, + 'wantlss': 0, + 'brainthresh': [99, 0.1], + 'brainR2': [], + 'brainexclude': False, + 'pcR2cutoff': [], + 'pcR2cutoffmask': 1, + 'pcstop': 1.05, + 'fracs': np.linspace(1, 0.05, 20), + 'wantautoscale': 1, + 'seed': time.time(), + 'suppressoutput': 0, + 'lambda': 0 +} diff --git a/glmdenoise/fit_runs.py b/glmdenoise/fit_runs.py index 7074b47..7ad4faa 100644 --- a/glmdenoise/fit_runs.py +++ b/glmdenoise/fit_runs.py @@ -1,5 +1,5 @@ import numpy as np -from glmdenoise.utils.optimiseHRF import olsmatrix +from glmdenoise.utils.olsmatrix import olsmatrix import warnings warnings.simplefilter(action="ignore", category=FutureWarning) diff --git a/glmdenoise/glmdenoise_singletrial.py b/glmdenoise/glmdenoise_singletrial.py deleted file mode 100644 index 3216ff8..0000000 --- a/glmdenoise/glmdenoise_singletrial.py +++ /dev/null @@ -1,1352 +0,0 @@ -import os -import numpy as np -from glmdenoise.utils.normalisemax import normalisemax -from glmdenoise.utils.gethrf import getcanonicalhrf, getcanonicalhrflibrary -from glmdenoise.utils.chunking import chunking as ch -from glmdenoise.fit_runs import fit_runs -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.cross_validate import cross_validate -import matplotlib.pyplot as plt -from glmdenoise.utils.make_image_stack import make_image_stack -from glmdenoise.utils.optimiseHRF import convolveDesign -from glmdenoise.utils.findtailthreshold import findtailthreshold -from glmdenoise.whiten_data import whiten_data -from glmdenoise.utils.optimiseHRF import (mtimesStack, - olsmatrix, - optimiseHRF, - calccod, - calccodStack) - -dir0 = os.path.dirname(os.path.realpath(__file__)) - - -def GLMestimatesingletrial( - design, - data, - stimdur, - tr, - outputdir=None, - opt=None - ): - """ - - is the experimental design. There are two possible cases: - 1. A where A is a matrix with dimensions time x conditions. - Each column should be zeros except for ones indicating condition - onsets. - 2. {A1 A2 A3 ... An} where each of the A's are like the previous case. - The different A's correspond to different runs, and different runs - can have different numbers of time points. However, all A's must have - the same number of conditions. - Note that we ultimately compute single-trial response estimates (one - estimate for each condition onset), and these will be provided in - chronological order. However, by specifying that a given condition - occurs more than one time over the course of the experiment, this - information can and will be used for cross-validation purposes. - - is the time-series data with dimensions X x Y x Z x time or a - cell vector of elements that are each X x Y x Z x time. XYZ can be - collapsed such that the data are given as a 2D matrix (units x time), - which is useful for surface-format data. - The dimensions of should mirror that of . For example, - and should have the same number of runs, the same number - of time points, etc. - should not contain any NaNs. We automatically convert to - single format if not already in single format. - is the duration of a trial in seconds. For example, 3.5 means - that you expect the neural activity from a given trial to last - for 3.5 s. - is the sampling rate in seconds. For example, 1 means that we get a - new time point every 1 s. Note that applies to both - and . - (optional) is a directory to which files will be written. - (If the directory does not exist, we create it; if the directory already - exists, we delete its contents so we can start fresh.) If you set - to None, we will not create a directory and no files will - be written. - Default is 'GLMestimatesingletrialoutputs' (created in the current - working directory). - (optional) is a struct with the following optional fields: - - *** MAJOR, HIGH-LEVEL FLAGS *** - - (optional) is - 0 means use an assumed HRF - 1 means determine the best HRF for each voxel using the - library-of-HRFs approach - Default: 1. - (optional) is - 0 means do not perform GLMdenoise - 1 means perform GLMdenoise - Default: 1. - (optional) is - 0 means do not perform ridge regression - 1 means perform ridge regression - Default: 1. - (optional) is the number of voxels that we will process at - the same time. This number should be large in order to speed - computation, but should not be so large that you run out of RAM. - Default: 50000. - (optional) is a cell vector of vectors of run indices, - indicating the cross-validation scheme. For example, if we have 8 - runs, we could use [[1, 2], [3, 4], [5, 6], [7, 8]] which indicates - to do 4 folds of cross-validation, first holding out the 1st and 2nd - runs, then the 3rd and 4th runs, etc. - Default: {[1] [2] [3] ... [n]} where n is the number of runs. - (optional) is 1 x n (where n is the number of runs) - with positive integers indicating the run groupings that are - interpreted as "sessions". The purpose of this input is to allow for - session-wise z-scoring of single-trial beta weights for the purposes - of hyperparameter evaluation. Note that the z-scoring has effect only - INTERNALLY: it is used merely to calculate the cross-validation - performance and the associated hyperparameter selection; the outputs - of this function do not reflect z-scoring, and the user may wish to - apply z-scoring. Default: 1*ones(1,n) which means to interpret allruns - as coming from the same session. - - *** I/O FLAGS *** - - (optional) is a logical vector [A B C D] indicating - which of the four model types to save to disk (assuming that they - are computed). - A = 0/1 for saving the results of the ONOFF model - B = 0/1 for saving the results of the FITHRF model - C = 0/1 for saving the results of the FITHRF_GLMDENOISE model - D = 0/1 for saving the results of the FITHRF_GLMDENOISE_RR model - Default: [1 1 1 1] which means save all computed results to disk. - (optional) is a logical vector [A B C D] indicating - which of the four model types to return in the output . The - user must be careful with this, as large datasets can require a lot of - RAM. If you do not request the various model types, they will be - cleared from memory (but still potentially saved to disk). - Default: [0 0 0 1] which means return only the final type-D model. - - *** GLM FLAGS *** - - (optional) is time x regressors or a cell vector - of elements that are each time x regressors. The dimensions of - should mirror that of (i.e. same number of - runs, same number of time points). The number of extra regressors - does not have to be the same across runs, and each run can have zero - or more extra regressors. If [] or not supplied, we do - not use extra regressors in the model. - (optional) is a non-negative integer with the maximum - polynomial degree to use for polynomial nuisance functions, which - are used to capture low-frequency noise fluctuations in each run. - Can be a vector with length equal to the number of runs (this - allows you to specify different degrees for different runs). - Default is to use round(L/2) for each run where L is the - duration in minutes of a given run. - (optional) is whether to convert amplitude estimates - to percent BOLD change. This is done as the very last step, and is - accomplished by dividing by the absolute value of 'meanvol' and - multiplying by 100. (The absolute value prevents negative values in - 'meanvol' from flipping the sign.) Default: 1. - - *** HRF FLAGS *** - - (optional) is time x 1 with an assumed HRF that - characterizes the evoked response to each trial. We automatically - divide by the maximum value so that the peak is equal to 1. Default - is to generate a canonical HRF (see getcanonicalhrf.m). - Note that the HRF supplied in is used in only two - instances: - (1) it is used for the simple ONOFF type-A model, and (2) if the - user sets to 0, it is also used for the type-B, - type-C, and type-D models. - (optional) is time x H with H different HRFs to choose - from for the library-of-HRFs approach. We automatically normalize - each HRF to peak at 1. - Default is to generate a library of 20 HRFs (see - getcanonicalhrflibrary). - Note that if is 0, is clobbered with the - contents of , which in effect causes a single assumed - HRF to be used. - - *** MODEL TYPE A (ONOFF) FLAGS *** - - (none) - - *** MODEL TYPE B (FITHRF) FLAGS *** - - (optional) is 0/1 indicating whether 'least-squares-separate' - estimates are desired. If 1, then the type-B model will be estimated - using the least-squares-separate method (as opposed to ordinary - least squares). Default: 0. - - *** MODEL TYPE C (FITHRF_GLMDENOISE) FLAGS *** - - (optional) is a non-negative integer indicating the - maximum number of PCs to enter into the model. Default: 10. - (optional) is [A B] where A is a percentile for voxel - intensity values and B is a fraction to apply to the percentile. These - parameters are used in the selection of the noise pool. - Default: [99 0.1]. - (optional) is an R^2 value (percentage). After fitting the - type-A model, voxels whose R^2 is below this value are allowed to - enter the noise pool. - Default is [] which means to automatically determine a good value. - (optional) is X x Y x Z (or XYZ x 1) with 1s indicating - voxels to specifically exclude when selecting the noise pool. 0 means - all voxels can be potentially chosen. Default: 0. - (optional) is an R^2 value (percentage). To decide the - number of PCs to include, we examine a subset of the available voxels. - Specifically, we examine voxels whose type-A model R^2 is above - . Default is [] - which means to automatically determine a good value. - (optional) is X x Y x Z (or XYZ x 1) with 1s - indicating all possible voxels to consider when selecting the subset - of voxels. 1 means all voxels can be potentially selected. Default: 1. - (optional) is - A: a number greater than or equal to 1 indicating when to stop adding - PCs into the model. For example, 1.05 means that if the - cross-validation performance with the current number of PCs is - within 5 of the maximum observed, then use that number of PCs. - (Performance is measured relative to the case of 0 PCs.) When - is 1, the selection strategy reduces to simply choosing - the PC number that achieves the maximum. The advantage of stopping - early is to achieve a selection strategy that is robust to noise - and shallow performance curves and that avoids overfitting. - -B: where B is the number of PCs to use for the final model. B can be - any integer between 0 and opt.numpcstotry. Note that if -B case is - used, cross-validation is NOT performed for the type-C model, and - instead weblindly use B PCs. - Default: 1.05. - - *** MODEL TYPE D (FITHRF_GLMDENOISE_RR) FLAGS *** - - (optional) is a vector of fractions that are greater than 0 - and less than or equal to 1. We automatically sort in descending - order and ensure the fractions are unique. These fractions indicate - the regularization levels to evaluate using fractional ridge - regression (fracridge) and cross-validation. - Default: fliplr(.05:.05:1). - A special case is when is specified as a single scalar value. - In this case, cross-validation is NOT performed for the type-D model, - and we instead blindly usethe supplied fractional value for the type-D - model. - (optional) is whether to automatically scale and offset - the model estimates from the type-D model to best match the - unregularized estimates. Default: 1. - - This function computes up to four model outputs (called type-A (ONOFF), - type-B (FITHRF), type-C (FITHRF_GLMDENOISE), and type-D - (FITHRF_GLMDENOISE_RR)),and either saves the model outputs to disk, - or returns them in , or both,depending on what the user - specifies. - - There are a variety of cases that you can achieve. Here are some examples: - - - wantlibrary=1, wantglmdenoise=1, wantfracridge=1 [Default] - A = simple ONOFF model - B = single-trial estimates using a tailored HRF for every voxel - C = like B but with GLMdenoise regressors added into the model - D = like C but with ridge regression regularization (tailored to each - voxel) - - - wantlibrary=0 - A fixed assumed HRF is used in all model types. - - - wantglmdenoise=0, wantfracridge=0 - Model types C and D are not computed. - - - wantglmdenoise=0, wantfracridge=1 - Model type C is not computed; model type D is computed using 0 - GLMdenoise regressors. - - - wantglmdenoise=1, wantfracridge=0 - Model type C is computed; model type D is not computed. - - - wantlss=1 - Model type B is computed, but using least-squares-separate instead of - OLS.Other model types, if computed, use OLS. - - Note that if you set wantglmdenoise=1, you MUST have repeats of - conditions andan associated cross-validation scheme (), - UNLESS you specify opt.pcstop = -B. In other words, you can perform - wantglmdenoise without any cross-validation, but you need to provide - opt.pcstop = -B. - - Note that if you set wantfracridge=1, you MUST have repeats of conditions - andan associated cross-validation scheme (), UNLESS you - specify a single scalar opt.fracs. In other words, you can perform - wantfracridge without any cross-validation, but you need to provide - opt.fracs as a scalar. - - OUTPUTS: - - There are various outputs for each of the four model types: - - is either - (1) the HRF (time x 1) and ON-OFF beta weights (X x Y x Z) - (2) the full set of single-trial beta weights (X x Y x Z x TRIALS) - is model accuracy expressed in terms of R^2 (percentage). - is R2 separated by run - is the mean of all volumes - is the R2 for each of the different HRFs in the library - is separated by run - is the 1-index of the best HRF - is HRFindex separated by run - indicates voxels selected for the noise pool - indicates the full set of candidate GLMdenoise regressors - that were found - is cross-validation results for GLMdenoise - is the set of voxels used to summarize GLMdenoise - cross-validation results - is the summary GLMdenoise cross-validation result on which - pcnum selection is done - is the number of PCs that were selected for the final model - is the fractional regularization level chosen for each voxel - is the scale and offset applied to RR estimates to best - match the unregularized result - - History: - - 2020/08/22 - Implement opt.sessionindicator. Also, now the cross-validation units now reflect - the "session-wise z-scoring" hyperparameter selection approach; thus, the cross- - validation units have been CHANGED relative to prior analyses! - - 2020/05/14 - Version 1.0 released! - (Tweak some documentation; output more results; fix a small - bug (opt.fracs(1)~=1).) - - 2020/05/12 - Add pcvoxels output. - - 2020/05/12 - Initial version. Beta version. Use with caution. - """ - - # DEAL WITH INPUTS - - # massage and sanity-check it - if type(design) is not list: - design = [design] - - numcond = design[0].shape[1] - for p in range(len(design)): - np.testing.assert_array_equal( - np.unique(design), - [0, 1], - err_msg=' must consist of 0s and 1s') - condmsg = \ - 'all runs in should have the same number of conditions' - np.testing.assert_equal( - design[p].shape[1], - numcond, - err_msg=condmsg) - # if the design happened to be a sparse? - # design[p] = np.full(design[p]) - - # massage and sanity-check it - if type(data) is not list: - data = [data] - - # make sure it is single - for p in range(len(data)): - data[p] = data[p].astype(np.float32, copy=False) - - np.testing.assert_equal( - np.all(np.isfinite(data[0].flatten())), - True, - err_msg=f'We checked the first run and ' - 'found some non-finite values (e.g. NaN, Inf).' - 'Please fix and re-run.') - np.testing.assert_equal( - len(design), - len(data), - err_msg=' and should have ' - 'the same number of runs') - - # calc - numruns = len(design) - is3d = data[0].ndim > 2 # is this the X Y Z T case? - if is3d: - wantfig = 1 - x, y, z, _ = data[0].shape - for p in range(len(data)): - data[p] = np.moveaxis(data[p], -1, 0) - data[p] = data[p].reshape([data[p].shape[0], -1]) - - else: - print('assuming that your data has shape nfeatures x nconditions') - - dimdata = 1 # how many of the first dimensions have data - dimtime = 0 # the dimension with time points - numvoxels = data[0].shape[dimdata] - nx = numvoxels - - # check number of time points and truncate if necessary - for p in range(len(data)): - if data[p].shape[dimtime] > design[p].shape[0]: - print( - f'WARNING: run {p} has more time points' - 'in than . We are truncating' - '.\n') - data[p] = data[p][:, range(design.shape[0])] - - if data[p].shape[dimtime] < design[p].shape[0]: - print( - f'WARNING: run {p} has more time points in ' - 'than . We are truncating .\n') - design[p] = design[p][range(data[p].shape[0]), :] - - # inputs - if opt is None: - opt = {} - - if 'wantlibrary' not in opt: - opt['wantlibrary'] = 1 - - if 'wantglmdenoise' not in opt: - opt['wantglmdenoise'] = 1 - - if 'wantfracridge' not in opt: - opt['wantfracridge'] = 1 - - if 'chunknum' not in opt: - opt['chunknum'] = 50000 - - if 'xvalscheme' not in opt: - opt['xvalscheme'] = range(numruns) - - if 'sessionindicator' not in opt: - opt['sessionindicator'] = np.ones((1, numruns)) - - if 'wantfileoutputs' not in opt: - opt['wantfileoutputs'] = [1, 1, 1, 1] - - if 'wantmemoryoutputs' not in opt: - opt['wantmemoryoutputs'] = [0, 0, 0, 1] - - if 'extraregressors' not in opt: - opt['extraregressors'] = [] # IC deal with this later - - if 'maxpolydeg' not in opt: - opt['maxpolydeg'] = [round( - ((data[p].shape[dimtime]*tr)/60)/2) for p in range(numruns)] - - if 'wantpercentbold' not in opt: - opt['wantpercentbold'] = 1 - - if 'hrftoassume' not in opt: - opt['hrftoassume'] = normalisemax( - getcanonicalhrf(stimdur, tr), - dim='global') - - if 'hrflibrary' not in opt: - opt['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr).T - - if 'wantlss' not in opt: - opt['wantlss'] = 0 - - if 'numpcstotry' not in opt: - opt['numpcstotry'] = 10 - - if 'brainthresh' not in opt: - opt['brainthresh'] = [99, 0.1] - - if 'brainR2' not in opt: - opt['brainR2'] = [] - - if 'brainexclude' not in opt: - opt['brainexclude'] = 0 - - if 'pcR2cutoff' not in opt: - opt['pcR2cutoff'] = [] - - if 'pcR2cutoffmask' not in opt: - opt['pcR2cutoffmask'] = 1 - - if 'pcstop' not in opt: - opt['pcstop'] = 1.05 - - if 'fracs' not in opt: - opt['fracs'] = np.linspace(1, 0.05, 20) - - if 'wantautoscale' not in opt: - opt['wantautoscale'] = 1 - - # deal with length issues and other miscellaneous things - if type(opt['maxpolydeg']) is int: - opt['maxpolydeg'] = np.tile(opt['maxpolydeg'], numruns).tolist() - - opt['hrftoassume'] = normalisemax(opt['hrftoassume'], dim='global') - opt['hrflibrary'] = normalisemax(opt['hrflibrary'], 0) - opt['fracs'] = np.unique(opt['fracs'])[::-1] - np.testing.assert_equal( - np.all(opt['fracs'] > 0), - True, - err_msg='fracs must be greater than 0') - - np.testing.assert_equal( - np.all(opt['fracs'] <= 1), - True, - err_msg='fracs must be less than or equal to 1') - - if outputdir is not None and is3d: - wantfig = 1 # if outputdir is not None, we want figures - - # deal with output directory - if outputdir is None: - cwd = os.getcwd() - outputdir = os.path.join(cwd, 'GLMestimatesingletrialoutputs') - - if os.path.exists(outputdir): - os.removedirs(outputdir) - os.makedirs(outputdir) - else: - os.makedirs(outputdir) - - if np.any(opt['wantfileoutputs']): - errm = 'you must specify an in order to get file outputs' - np.testing.assert_equal( - type(outputdir), - str, - err_msg=errm) - - # deal with special library stuff - if opt['wantlibrary'] == 0: - opt['hrflibrary'] = opt['hrftoassume'] - - # calc - nh = opt['hrflibrary'].shape[1] - - # figure out chunking scheme - chunks = ch( - range(nx), int(np.ceil(nx/np.ceil(numvoxels/opt['chunknum'])))) - - # deal with special cases - if opt['wantglmdenoise'] == 1: - errm = ' is 1, but you didnt request type C nor type D' - np.testing.assert_equal( - np.any( - opt['wantfileoutputs'][-2:] - ) or np.any(opt['wantmemoryoutputs'][-2:]), - True, - err_msg=errm) - - if opt['wantfracridge'] == 1: - np.testing.assert_equal( - opt['wantfileoutputs'][3] == 1 or opt['wantmemoryoutputs'][3] == 1, - True, - err_msg=' is 1, but you did not request type D') - - if opt['wantlss'] == 1: - np.testing.assert_equal( - opt['wantfileoutputs'][1] == 1 or opt['wantmemoryoutputs'][1] == 1, - True, - err_msg=' is 1, but you did not request type B') - - # initialize output - results = [] - - # PRE-PROCESSING FOR THE EXPERIMENTAL DESIGN - - # calculate the number of trials - # number of trials in each run - numtrialrun = np.asarray([np.sum(x.flatten()) for x in design]) - numtrials = np.sum(numtrialrun).astype(int) # number of total trials - - # create a single-trial design matrix and calculate a bunch - # of extra information - designSINGLE = [] - cnt = 0 - - # 1 x numtrials indicating which condition each trial belongs to - stimorder = [] - - # each element is the vector of trial indices associated with the run - validcolumns = [] - - # each element is the vector of actual condition numbers occurring - # with a given run - stimix = [] - - # loop through runs - for p in range(len(design)): - designSINGLE.append(np.zeros((design[p].shape[0], numtrials))) - - run_validcolumns = [] - # loop through the volumes for that run - for q in range(design[p].shape[0]): - # if a condition was presented on that volume - # find which - temp = np.where(design[p][q, :])[0] - - # if that volume had a condition shown - if not np.size(temp) == 0: - # flip it on - designSINGLE[p][q, cnt] = 1 - # keep track of the order - stimorder.append(temp[0]) - run_validcolumns.append(cnt) - cnt += 1 - validcolumns.append(run_validcolumns) - - stimix.append(np.asarray(stimorder)[np.asarray(run_validcolumns)]) - - # FIT TYPE-A MODEL [ON-OFF] - - # The approach: - # (1) Every stimulus is treated as the same. - # (2) We assume the HRF. - - # define - whmodel = 1 - - # collapse all conditions and fit - print('*** FITTING TYPE-A MODEL (ONOFF) ***\n') - design0 = [np.sum(x, axis=1) for x in design] - - # convolve the single design with the hrf - convdes = [] - for run_i, run in enumerate(design0): - X = convolveDesign(run, opt['hrftoassume']) - convdes.append(X[:, np.newaxis]) - - results0 = {} - onoffR2 = cross_validate( - data, - convdes, - opt['extraregressors'], - poly_degs=range(opt['maxpolydeg'][p]))[0] - meanvol = np.vstack(data).mean(0) - - # save to disk if desired - if opt['wantfileoutputs'][whmodel] == 1: - file0 = os.path.join(outputdir, 'TYPEA_ONOFF.npy') - print(f'*** Saving results to {file0}. ***\n') - np.save(file0, onoffR2, meanvol) - - # figures - if wantfig and is3d: - """ TODO - port normalizerange.m and add to makeimstack - """ - plt.imshow( - make_image_stack(np.reshape(onoffR2, [x, y, z])), cmap='hot') - plt.colorbar() - plt.savefig(os.path.join(outputdir, 'onoffR2.png')) - plt.close('all') - plt.imshow( - make_image_stack(np.reshape(meanvol, [x, y, z])), cmap='gray') - plt.colorbar() - plt.savefig(os.path.join(outputdir, 'meanvol.png')) - plt.close('all') - - # preserve in memory if desired, and then clean up - if opt['wantmemoryoutputs'][whmodel] == 1: - results = {} - results['onoffR2'] = onoffR2 - results['meanvol'] = meanvol - - # DETERMINE THRESHOLDS - if wantfig: - thresh = findtailthreshold( - onoffR2.flatten(), - os.path.join(outputdir, 'onoffR2hist.png'))[0] - else: - thresh = findtailthreshold(onoffR2.flatten())[0] - - if 'brainR2' not in opt: - opt['brainR2'] = thresh - - if 'pcR2cutoff' not in opt: - opt['pcR2cutoff'] = thresh - - # FIT TYPE-B MODEL [FITHRF] - - # The approach: - # (1) Fit single trials. - # (2) Evaluate the library of HRFs (or the single assumed HRF). - # Choose based on R2 for each voxel. - - # if the user does not want file output nor memory output AND - # if the number of HRFs to choose - # from is just 1, we can short-circuit this whole endeavor! - if opt['wantfileoutputs'][1] == 0 and \ - opt['wantmemoryoutputs'][1] == 0 and \ - opt['hrflibrary'].shape[1] == 1: - - # short-circuit all of the work - HRFindex = np.ones((nx, ny, nz)) # easy peasy - - else: - - # define - whmodel = 2 - - # initialize - - # X x Y x Z x HRFs with R2 values (all runs) - FitHRFR2 = [] - # X x Y x Z x runs x HRFs with R2 separated by runs - FitHRFR2run = [] - modelmd = [] - - # loop over chunks - print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') - for i, chunk in enumerate(chunks): - print(f'working on chunk {i} of {len(chunks)}.\n') - - data_chunk = [dat[:, chunk] for dat in data] - - # do the fitting and accumulate all the betas - # someX x Y x Z x trialbetas x HRFs - - FitHRFR2_t = [] - FitHRFR2run_t = [] - betas_t = [] - for p in range(opt['hrflibrary'].shape[1]): - - # convolve single design with current hrf - current_hrf = opt['hrflibrary'][:, p] - conv_designSINGLE = [convolveDesign( - X, current_hrf) for X in designSINGLE] - - wdata, wdesign = whiten_data(data_chunk, conv_designSINGLE) - modelfits = [((olsmatrix(x, verbose=False) @ y).T @ x.T).T for x, y in zip( - wdesign, data_chunk)] - - FitHRFR2_t.append(calccodStack(data_chunk, modelfits)) - - r2run = [calccod( - cdata, - mfit, - 0, 0, 0) for cdata, mfit in zip(wdata, modelfits)] - - FitHRFR2run_t.append(np.stack(r2run)) - - betas_t.append(fit_runs(wdata, wdesign, verbose=False)) - - # reshape fits - FitHRFR2_t = np.stack(FitHRFR2_t) # n_hrfs by xchunk by y by z - FitHRFR2run_t = np.stack(FitHRFR2run_t) - # n_hrfs by xchunk by y by z by run? - betas_t = np.stack(betas_t) - # n_hrfs by xchunk by y by z x trialbetas - - # keep only the betas we want - ii = np.argmax(FitHRFR2_t, axis=0) - betas = [] - for jj in range(len(chunk)): - this_betas = betas_t[:, :, jj] - betas.append(this_betas[ii[jj], :]) - - # append - FitHRFR2.append(FitHRFR2_t) - FitHRFR2run.append(FitHRFR2run_t) - modelmd.append(betas) - - FitHRFR2 = np.hstack(FitHRFR2) - FitHRFR2run = np.hstack(FitHRFR2run) - modelmd = np.hstack(modelmd) - - # use R2 to select the best HRF for each voxel - R2 = np.max(FitHRFR2, axis=0) # R2 is X x Y x Z - HRFindex = np.argmax(FitHRFR2, axis=0) # HRFindex is X x Y x Z - # also, use R2 from each run to select best HRF - HRFindexrun = np.argmax(FitHRFR2run, axis=0) - - # using each voxel's best HRF, what are the corresponding R2run values? - R2run = FitHRFR2run[HRFindexrun, :, :, :, :] # R2run is X x Y x Z x runs - - # FIT TYPE-B MODEL (LSS) INTERLUDE BEGIN - - # if opt.wantlss, we have to use the determined HRFindex and re-fit the entire dataset - # using LSS estimation. this will simply replace 'modelmd' with a new version. - # so that's what we have to do here. - - if opt['wantlss']: - - # initalize - modelmd = np.zeros(nx*ny*nz,numtrials).astype(np.float32) # X*Y*Z x trialbetas [the final beta estimates] - - # loop over chunks - print('*** FITTING TYPE-B MODEL (FITHRF but with LSS estimation) ***\n') - for chunk in range(len(chunks)): - print(f'working on chunk {z} of {len(chunks)}.\n') - - # loop over possible HRFs - for hh in range(opt['hrflibrary'].shape[1]): - - # figure out which voxels to process. - # this will be a vector of indices into the small chunk that we are processing. - # our goal is to fully process this set of voxels! - goodix = np.where(HRFindex[chunks[z],:,:]==hh).flatten() - - # extract the data we want to process. - data0 = [dat[chunks[z][goodix, ]]] - data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); - - % calculate the corresponding indices relative to the full volume - temp = zeros(size(HRFindex)); - temp(chunks{z},:,:) = 1; - relix = subscript(find(temp),goodix); - - % define options - optA = struct('extraregressors',{opt.extraregressors}, ... - 'maxpolydeg',opt.maxpolydeg, ... - 'wantpercentbold',opt.wantpercentbold, ... - 'suppressoutput',1); - - % do the GLM - cnt = 0; - for rrr=1:length(designSINGLE) % each run - for ccc=1:numtrialrun(rrr) % each trial - designtemp = designSINGLE{rrr}; - designtemp = [designtemp(:,cnt+ccc) sum(designtemp(:,setdiff(1:size(designtemp,2),cnt+ccc)),2)]; - [results0,cache] = GLMestimatemodel(designtemp,data0{rrr}, ... - stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); - modelmd(relix,cnt+ccc) = results0.modelmd{2}(:,1); - clear results0; - end - cnt = cnt + numtrialrun(rrr); - end - - end - - - - % deal with dimensions - modelmd = reshape(modelmd,[nx ny nz numtrials]); - - end - - %% %%%%%%%% FIT TYPE-B MODEL (LSS) INTERLUDE END - - % save to disk if desired - allvars = {'FitHRFR2','FitHRFR2run','HRFindex','HRFindexrun','R2','R2run','modelmd','meanvol'}; - if opt.wantfileoutputs(whmodel)==1 - file0 = fullfile(outputdir,'TYPEB_FITHRF.mat'); - fprintf('*** Saving results to %s. ***\n',file0); - save(file0,allvars{:},'-v7.3'); - end - - % figures? - if wantfig && is3d - imwrite(uint8(255*makeimagestack(HRFindex,[1 nh])),jet(256),fullfile(outputdir,'HRFindex.png')); - end - - % preserve in memory if desired, and then clean up - if opt.wantmemoryoutputs(whmodel)==1 - results{whmodel} = struct; - for p=1:length(allvars) - results{whmodel}.(allvars{p}) = eval(allvars{p}); - end - end - clear FitHRFR2 FitHRFR2run R2 R2run modelmd; % Note that we keep HRFindex and HRFindexrun around!! - - end - - %% %%%%%%%%%%%%%%%%%%% COMPUTE GLMDENOISE REGRESSORS - - % if the user does not want to perform GLMdenoise, we can just skip all of this - if opt.wantglmdenoise==0 - - % just create placeholders - pcregressors = {}; - noisepool = []; - - else - - % figure out the noise pool - thresh = prctile(meanvol(:),opt.brainthresh(1))*opt.brainthresh(2); % threshold for non-brain voxels - bright = meanvol > thresh; % logical indicating voxels that are bright (brain voxels) - badR2 = onoffR2 < opt.brainR2; % logical indicating voxels with poor R2 - noisepool = bright & badR2 & ~opt.brainexclude; % logical indicating voxels that satisfy all criteria - - % determine noise regressors - pcregressors = {}; - fprintf('*** DETERMINING GLMDENOISE REGRESSORS ***\n'); - for p=1:length(data) - - % extract the time-series data for the noise pool - temp = subscript(squish(data{p},dimdata),{find(noisepool) ':'})'; % time x voxels - - % project out polynomials from the data - temp = projectionmatrix(constructpolynomialmatrix(size(temp,1),0:opt.maxpolydeg(p))) * temp; - - % unit-length normalize each time-series (ignoring any time-series that are all 0) - [temp,len] = unitlengthfast(temp,1); - temp = temp(:,len~=0); - - % perform SVD and select the top PCs - [u,s,v] = svds(double(temp*temp'),opt.numpcstotry); - u = bsxfun(@rdivide,u,std(u,[],1)); % scale so that std is 1 - pcregressors{p} = cast(u,'single'); - - end - clear temp len u s v; - - end - - %% %%%%%%%%%%%%%%%%%%% CROSS-VALIDATE TO FIGURE OUT NUMBER OF GLMDENOISE REGRESSORS - - % if the user does not want GLMdenoise, just set some dummy values - if opt.wantglmdenoise==0 - pcnum = 0; - xvaltrend = []; - glmbadness = []; - pcvoxels = []; - - % in this case, the user decides (and we can skip the cross-validation) - elseif opt.pcstop <= 0 - pcnum = -opt.pcstop; - xvaltrend = []; - glmbadness = []; - pcvoxels = []; - - % otherwise, we have to do a lot of work - else - - % initialize - glmbadness = zeros(nx*ny*nz,1+opt.numpcstotry,'single'); % X * Y * Z x 1+npc [squared beta error for different numbers of PCs] - - % loop over chunks - fprintf('*** CROSS-VALIDATING DIFFERENT NUMBERS OF REGRESSORS ***\n'); - for z=1:length(chunks) - fprintf('working on chunk %d of %d.\n',z,length(chunks)); - - % loop over possible HRFs - for hh=1:size(opt.hrflibrary,2) - - % figure out which voxels to process. - % this will be a vector of indices into the small chunk that we are processing. - % our goal is to fully process this set of voxels! - goodix = flatten(find(HRFindex(chunks{z},:,:)==hh)); - - % extract the data we want to process. - data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); - - % calculate the corresponding indices relative to the full volume - temp = zeros(size(HRFindex)); - temp(chunks{z},:,:) = 1; - relix = subscript(find(temp),goodix); - - % perform GLMdenoise - clear results0; - for ll=0:opt.numpcstotry - - % define options - optA = struct('maxpolydeg',opt.maxpolydeg, ... - 'wantpercentbold',0, ... - 'suppressoutput',1); - optA.extraregressors = cell(1,length(data0)); - if ll>0 - for rr=1:length(data0) - optA.extraregressors{rr} = cat(2,optA.extraregressors{rr},pcregressors{rr}(:,1:ll)); - end - end - - % do the GLM - [results0(ll+1),cache] = GLMestimatemodel(designSINGLE,data0, ... - stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); - - % save some memory - results0(ll+1).models = []; - results0(ll+1).modelse = []; - - end - - % compute the cross-validation performance values - glmbadness(relix,:) = calcbadness(opt.xvalscheme,validcolumns,stimix,results0,opt.sessionindicator); % voxels x regularization levels - clear results0; - - end - - end - - % compute xvaltrend - ix = find((onoffR2(:) > opt.pcR2cutoff) & (opt.pcR2cutoffmask(:))); % vector of indices - if isempty(ix) - fprintf('Warning: no voxels passed the pcR2cutoff and pcR2cutoffmask criteria. Using the best 100 voxels.\n'); - if isequal(opt.pcR2cutoffmask,1) - ix2 = find(ones(size(onoffR2))); - else - ix2 = find(opt.pcR2cutoffmask==1); - end - assert(length(ix2) > 0,'no voxels are in pcR2cutoffmask'); - [~,ix3] = sort(onoffR2(ix2),'descend'); - num = min(100,length(ix2)); - ix = ix2(ix3(1:num)); - end - xvaltrend = -median(glmbadness(ix,:),1); % NOTE: sign flip so that high is good - assert(all(isfinite(xvaltrend))); - - % create for safe-keeping - pcvoxels = logical(zeros(nx,ny,nz)); - pcvoxels(ix) = 1; - - % choose number of PCs - chosen = 0; % this is the fall-back - curve = xvaltrend - xvaltrend(1); % this is the performance curve that starts at 0 (corresponding to 0 PCs) - mx = max(curve); % store the maximum of the curve - best = -Inf; % initialize (this will hold the best performance observed thus far) - for p=0:opt.numpcstotry - - % if better than best so far - if curve(1+p) > best - - % record this number of PCs as the best - chosen = p; - best = curve(1+p); - - % if we are within opt.pcstop of the max, then we stop. - if best*opt.pcstop >= mx - break; - end - - end - - end - - % record the number of PCs - pcnum = chosen; - - % deal with dimensions - glmbadness = reshape(glmbadness,nx,ny,nz,[]); - - end - - %% %%%%%%%%%%%%%%%%%%% FIT TYPE-C + TYPE-D MODELS [FITHRF_GLMDENOISE, FITHRF_GLMDENOISE_RR] - - % setup - todo = []; - if opt.wantglmdenoise==1 && (opt.wantfileoutputs(3)==1 || opt.wantmemoryoutputs(3)==1) - todo = [todo 3]; % the user wants the type-C model returned - end - if opt.wantfracridge==1 && (opt.wantfileoutputs(4)==1 || opt.wantmemoryoutputs(4)==1) - todo = [todo 4]; % the user wants the type-D model returned - end - - % process models - for ttt=1:length(todo) - whmodel = todo(ttt); - - %% we need to do some tricky setup - - % if this is just a GLMdenoise case, we need to fake it - if whmodel==3 - fracstouse = [1]; % here, we need to fake this in order to get the outputs - fractoselectix = 1; - autoscaletouse = 0; % not necessary, so turn off - end - - % if this is a fracridge case - if whmodel==4 - - % if the user specified only one fraction - if length(opt.fracs)==1 - - % if the first one is 1, this is easy - if opt.fracs(1)==1 - fracstouse = [1]; - fractoselectix = 1; - autoscaletouse = 0; % not necessary, so turn off - - % if the first one is not 1, we might need 1 - else - fracstouse = [1 opt.fracs]; - fractoselectix = 2; - autoscaletouse = opt.wantautoscale; - end - - % otherwise, we have to do costly cross-validation - else - - % set these - fractoselectix = NaN; - autoscaletouse = opt.wantautoscale; - - % if the first one is 1, this is easy - if opt.fracs(1)==1 - fracstouse = opt.fracs; - - % if the first one is not 1, we might need 1 - else - fracstouse = [1 opt.fracs]; - end - - end - - end - - %% ok, proceed - - % initialize - modelmd = zeros(nx*ny*nz,numtrials,'single'); % X * Y * Z x trialbetas [the final beta estimates] - R2 = zeros(nx,ny,nz,'single'); % X x Y x Z [the R2 for the specific optimal frac] - R2run = zeros(nx*ny*nz,numruns,'single'); % X * Y * Z x runs [the R2 separated by runs for the optimal frac] - FRACvalue = zeros(nx,ny,nz,'single'); % X x Y x Z [best fraction] - if isnan(fractoselectix) - rrbadness = zeros(nx*ny*nz,length(opt.fracs),'single'); % X x Y x Z [rr cross-validation performance] - else - rrbadness = []; - end - scaleoffset = zeros(nx*ny*nz,2,'single'); % X * Y * Z x 2 [scale and offset] - - % loop over chunks - if whmodel==3 - fprintf('*** FITTING TYPE-C MODEL (GLMDENOISE) ***\n'); - else - fprintf('*** FITTING TYPE-D MODEL (GLMDENOISE_RR) ***\n'); - end - for z=1:length(chunks) - fprintf('working on chunk %d of %d.\n',z,length(chunks)); - - % loop over possible HRFs - for hh=1:size(opt.hrflibrary,2) - - % figure out which voxels to process. - % this will be a vector of indices into the small chunk that we are processing. - % our goal is to fully process this set of voxels! - goodix = flatten(find(HRFindex(chunks{z},:,:)==hh)); - - % extract the data we want to process. - data0 = cellfun(@(x) subscript(squish(x(chunks{z},:,:,:),3),{goodix ':'}),data,'UniformOutput',0); - - % calculate the corresponding indices relative to the full volume - temp = zeros(size(HRFindex)); - temp(chunks{z},:,:) = 1; - relix = subscript(find(temp),goodix); - - % process each frac - clear results0; - for ll=1:length(fracstouse) - - % define options - optA = struct('maxpolydeg',opt.maxpolydeg, ... - 'wantpercentbold',0, ... - 'suppressoutput',1, ... - 'frac',fracstouse(ll)); - optA.extraregressors = cell(1,length(data0)); - if pcnum > 0 - for rr=1:length(data0) - optA.extraregressors{rr} = cat(2,optA.extraregressors{rr},pcregressors{rr}(:,1:pcnum)); - end - end - - % fit the entire dataset using the specific frac - [results0(ll),cache] = GLMestimatemodel(designSINGLE,data0, ... - stimdur,tr,'assume',opt.hrflibrary(:,hh),0,optA); - - % save some memory - results0(ll).models = []; - results0(ll).modelse = []; - - end - - % perform cross-validation if necessary - if isnan(fractoselectix) - - % compute the cross-validation performance values - rrbadness0 = calcbadness(opt.xvalscheme,validcolumns,stimix,results0,opt.sessionindicator); - - % this is the weird special case where we have to ignore the artificially added 1 - if opt.fracs(1) ~= 1 - [~,FRACindex0] = min(rrbadness0(:,2:end),[],2); - FRACindex0 = FRACindex0 + 1; - rrbadness(relix,:) = rrbadness0(:,2:end); - else - [~,FRACindex0] = min(rrbadness0,[],2); % pick best frac (FRACindex0 is V x 1 with the index of the best frac) - rrbadness(relix,:) = rrbadness0; - end - - % if we already know fractoselectix, skip the cross-validation - else - FRACindex0 = fractoselectix*ones(length(relix),1); - end - - % prepare output - FRACvalue(relix) = fracstouse(FRACindex0); - for ll=1:length(fracstouse) - ii = find(FRACindex0==ll); % indices of voxels that chose the llth frac - - % scale and offset to match the unregularized result - if autoscaletouse - for vv=1:length(ii) - X = [results0(ll).modelmd{2}(ii(vv),:); ones(1,numtrials)]'; - h = olsmatrix(X)*results0(1).modelmd{2}(ii(vv),:)'; % Notice the 1 - if h(1) < 0 - h = [1 0]'; - end - scaleoffset(relix(ii(vv)),:) = h; - modelmd(relix(ii(vv)),:) = X*h; - end - else - scaleoffset = []; - modelmd(relix(ii),:) = results0(ll).modelmd{2}(ii,:); - end - - R2(relix(ii)) = results0(ll).R2(ii); - R2run(relix(ii),:) = results0(ll).R2run(ii,:); - end - - end - - end - - % deal with dimensions - modelmd = reshape(modelmd,[nx ny nz numtrials]); - modelmd = bsxfun(@rdivide,modelmd,abs(meanvol)) * 100; % deal with percent BOLD change - R2run = reshape(R2run,[nx ny nz numruns]); - if ~isempty(scaleoffset) - scaleoffset = reshape(scaleoffset,[nx ny nz 2]); - end - if isnan(fractoselectix) - rrbadness = reshape(rrbadness,nx,ny,nz,[]); - end - - % save to disk if desired - if whmodel==3 - allvars = {'HRFindex','HRFindexrun','glmbadness','pcvoxels','pcnum','xvaltrend', ... - 'noisepool','pcregressors','modelmd','R2','R2run','meanvol'}; - file0 = fullfile(outputdir,'TYPEC_FITHRF_GLMDENOISE.mat'); - else - allvars = {'HRFindex','HRFindexrun','glmbadness','pcvoxels','pcnum','xvaltrend', ... - 'noisepool','pcregressors','modelmd','R2','R2run','rrbadness','FRACvalue','scaleoffset','meanvol'}; - file0 = fullfile(outputdir,'TYPED_FITHRF_GLMDENOISE_RR.mat'); - end - if opt.wantfileoutputs(whmodel)==1 - save(file0,allvars{:},'-v7.3'); - end - - % figures? - if wantfig - if whmodel==3 - if is3d - imwrite(uint8(255*makeimagestack(noisepool,[0 1])),gray(256),fullfile(outputdir,'noisepool.png')); - imwrite(uint8(255*makeimagestack(pcvoxels, [0 1])),gray(256),fullfile(outputdir,'pcvoxels.png')); - end - figureprep; - plot(0:opt.numpcstotry,xvaltrend); - straightline(pcnum,'v','r-'); - xlabel('Number of GLMdenoise regressors'); - ylabel('Cross-validation performance (higher is better)'); - figurewrite('xvaltrend',[],[],outputdir); - end - if whmodel==4 && is3d - imwrite(uint8(255*makeimagestack(R2,[0 100]).^0.5),hot(256),fullfile(outputdir,'typeD_R2.png')); - imwrite(uint8(255*makeimagestack(FRACvalue,[0 1])),copper(256),fullfile(outputdir,'FRACvalue.png')); - end - end - - % preserve in memory if desired - if opt.wantmemoryoutputs(whmodel)==1 - results{whmodel} = struct; - for p=1:length(allvars) - results{whmodel}.(allvars{p}) = eval(allvars{p}); - end - end - - end - - %%%%% - - function badness = calcbadness(xvals,validcolumns,stimix,results,sessionindicator) - - % function badness = calcbadness(xvals,validcolumns,stimix,results,sessionindicator) - % - % is a cell vector of vectors of run indices - % is a cell vector, each element is the vector of trial indices associated with the run - % is a cell vector, each element is the vector of actual condition numbers occurring with a given run - % is a 1 x n with results. the first one is SPECIAL and is unregularized. - % is 1 x RUNS with positive integers indicating run groupings for sessions. - % this is used only to perform the session-wise z-scoring for the purposes of hyperparameter evaluation. - % - % return as voxels x hyperparameters with the sum of the squared error from cross-validation. - % the testing data consists of the beta weights from results(1), i.e. unregularized beta weights. - % note that the squared error is expressed in the z-score units (given that we z-score the - % single-trial beta weights prior to evaluation of the different hyperparameters). - - % note: - % the unregularized betas set the stage for the session-wise normalization: - % for each session, we determine a fixed mu and sigma that are applied to - % the session under all of the various regularization levels. - - % initialize - badness = zeros(size(results(1).modelmd{2},1),length(results)); - - % calc - alltheruns = 1:length(validcolumns); - - % z-score transform the single-trial beta weights - for p=1:max(sessionindicator) - wh = find(sessionindicator==p); - whcol = catcell(2,validcolumns(wh)); - mn = mean(results(1).modelmd{2}(:,whcol),2); % mean of unregularized case - sd = std(results(1).modelmd{2}(:,whcol),[],2); % std dev of unregularized case - for q=1:length(results) - results(q).modelmd{2}(:,whcol) = zerodiv(results(q).modelmd{2}(:,whcol) - repmat(mn,[1 length(whcol)]),repmat(sd,[1 length(whcol)]),0,0); - end - end - - % do cross-validation - for xx=1:length(xvals) - - % calc - testix = xvals{xx}; % which runs are testing, e.g. [3 4] - trainix = setdiff(alltheruns,testix); % which runs are training, e.g. [1 2 5 6 7 8 9 10 11 12] - - % calc - testcols = catcell(2,validcolumns(testix)); % vector of trial indices in the testing data - traincols = catcell(2,validcolumns(trainix)); % vector of trial indices in the training data - testids = catcell(2,stimix(testix)); % vector of condition-ids in the testing data - trainids = catcell(2,stimix(trainix)); % vector of condition-ids in the training data - - % calculate cross-validation performance - for ll=1:length(results) - % hashrec = cell(1,max(testids)); % speed-up by caching results - for ttt=1:length(testids) - haveix = find(trainids==testids(ttt)); % which training trials match the current condition-id? - if ~isempty(haveix) - - % NOTE: - % testcols(ttt) tells us which trial in the testing runs to pull betas for (these are 1-based trial numbers) - % traincols(haveix) tells us the corresponding trials (isolated within the training runs) to pull betas for (these are 1-based trial numbers) - - % if isempty(hashrec{testids(ttt)}) - % hashrec{testids(ttt)} = mean(results(ll).modelmd{2}(:,traincols(haveix)),2); % voxels x 1 - % hashrec{testids(ttt)} = results(ll).modelmd{2}(:,traincols(haveix)); % voxels x instances - % end - - % compute squared error of all training betas against the current testing beta, and accumulate!! - badness(:,ll) = badness(:,ll) + sum((results(ll).modelmd{2}(:,traincols(haveix)) - ... - repmat(results(1).modelmd{2}(:,testcols(ttt)),[1 length(haveix)])).^2,2); % NOTICE the use of results(1) - - end - end - end - - end - - %%%%%%%%%%%%%%%%%%% JUNK: - - % DEPRECATED - % - % % visualize - % figureprep; hold on; - % rvals = [1 3 5 10 20 30]; - % cmap0 = jet(length(rvals)); - % for pp=1:length(rvals) - % temp = glmbadness(onoffR2(:)>rvals(pp),:); - % plot(0:opt.numpcstotry,calczscore(median(temp,1)),'-','Color',cmap0(pp,:)); - % end - % straightline(pcnum,'v','k-'); - % xlabel('number of pcs'); - % ylabel('median badness, z-scored'); - % figurewrite('checkbadness',[],[],outputtempdir); - % - % % visualize [PERHAPS GO BACK TO LINEAR; USE SCATTERSPARSE?] - % rvals = [1 5 20]; - % colors = {'r' 'g' 'b'}; - % for p=1:opt.numpcstotry - % figureprep([100 100 900 900]); - % for cc=1:length(rvals) - % temp = glmbadness(onoffR2(:)>rvals(cc),:); - % scatter(log(temp(:,1)),log(temp(:,1+p)),[colors{cc} '.']); - % end - % axissquarify; - % %ax = axis; - % %axis([0 ax(2) 0 ax(2)]); - % xlabel('log error for no pcs'); - % ylabel(sprintf('log error for %d pcs',p)); - % figurewrite(sprintf('scatter%02d',p),[],[],outputtempdir); - % end - diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index 3d854af..2268011 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -6,11 +6,10 @@ from joblib import Parallel, delayed from sklearn.preprocessing import normalize from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.optimiseHRF import (mtimesStack, - olsmatrix, - optimiseHRF, - calccod, - calccodStack) +from glmdenoise.utils.calc_cod import (calc_cod, + calc_cod_stack) +from glmdenoise.utils.optimise_hrf import optimise_hrf + from glmdenoise.select_noise_regressors import select_noise_regressors from glmdenoise.utils.normalisemax import normalisemax from glmdenoise.utils.gethrf import getcanonicalhrf @@ -108,7 +107,7 @@ def fit(self, design, data, tr): self.extra_regressors, poly_degs=self.poly_degs) - hrfparams = optimiseHRF( + hrfparams = optimise_hrf( self.design, whitened_data, self.tr, @@ -303,8 +302,8 @@ def fit(self, design, data, tr): x.shape[0], poly_degs=self.poly_degs ) @ x for x in self.data] - self.results['R2s'] = calccodStack(self.data, modelfit) - self.results['R2runs'] = [calccod( + self.results['R2s'] = calc_cod_stack(self.data, modelfit) + self.results['R2runs'] = [calc_cod( mfit, cdata, dim=0, diff --git a/glmdenoise/utils/findtailthreshold.py b/glmdenoise/utils/findtailthreshold.py index c63d5c1..2f48acd 100644 --- a/glmdenoise/utils/findtailthreshold.py +++ b/glmdenoise/utils/findtailthreshold.py @@ -47,19 +47,19 @@ def findtailthreshold(v, figpath=None): wantfig = 1 # quick massaging of input - v = v[np.isfinite(v)] - if len(v) > maxsz: + v2 = v[np.isfinite(v)] + if len(v2) > maxsz: print('warning: too big, so taking a subset') - v = picksubset(v, maxsz) + v2 = picksubset(v2, maxsz) # fit mixture of two gaussians - gmfit = gmdist(n_components=2, n_init=numreps).fit(v.reshape(-1, 1)) + gmfit = gmdist(n_components=2, n_init=numreps).fit(v2.reshape(-1, 1)) # figure out a nice range - rng = robustrange(v.flatten())[0] + rng = robustrange(v2.flatten())[0] # evaluate posterior - allvals = np.linspace(np.median(v), rng[1], num=nprecision) + allvals = np.linspace(np.median(v2), rng[1], num=nprecision) checkit = gmfit.predict_proba(allvals.reshape(-1, 1)) # figure out crossing diff --git a/glmdenoise/utils/make_design_matrix.py b/glmdenoise/utils/make_design_matrix.py index 38a88a1..93aec28 100644 --- a/glmdenoise/utils/make_design_matrix.py +++ b/glmdenoise/utils/make_design_matrix.py @@ -26,7 +26,7 @@ def make_design(events, tr, n_times, hrf=None): # onset times for qth condition in run p otimes = np.array( - events[events['trial_type'] == cond]['onset'].values//tr).astype(int) + (events[events['trial_type'] == cond]['onset'].values//tr)).astype(int) yvals = np.zeros((n_times)) for r in otimes: yvals[r] = 1 diff --git a/glmdenoise/utils/make_poly_matrix.py b/glmdenoise/utils/make_poly_matrix.py index 5dd3aae..e8027f5 100644 --- a/glmdenoise/utils/make_poly_matrix.py +++ b/glmdenoise/utils/make_poly_matrix.py @@ -1,4 +1,4 @@ -from glmdenoise.utils.optimiseHRF import olsmatrix +from glmdenoise.utils.olsmatrix import olsmatrix_ulen from sklearn.preprocessing import normalize import numpy as np @@ -14,7 +14,7 @@ def make_projection_matrix(X): """ - return np.eye(X.shape[0]) - (X @ olsmatrix(X)) + return np.eye(X.shape[0]) - np.einsum('ij,jk', X, olsmatrix_ulen(X)) def make_polynomial_matrix(n, degrees): @@ -36,8 +36,11 @@ def make_polynomial_matrix(n, degrees): poly_vector = time_points**d if i > 0: # project out the other polynomials - poly_vector = make_projection_matrix( - polynomials[:, :i]) @ poly_vector + + poly_vector = np.einsum( + 'ij,jk', + make_projection_matrix(polynomials[:, :i]), + poly_vector) polynomials[:, i] = normalize(poly_vector.T) return polynomials # make_project_matrix(polys) diff --git a/glmdenoise/utils/optimiseHRF.py b/glmdenoise/utils/optimiseHRF.py deleted file mode 100644 index f3b52ab..0000000 --- a/glmdenoise/utils/optimiseHRF.py +++ /dev/null @@ -1,648 +0,0 @@ -import numpy as np -from glmdenoise.utils.make_design_matrix import make_design -from sklearn.preprocessing import normalize -from glmdenoise.r2_nom_denom import R2_nom_denom - - -def constructStimulusMatrices(m, prenumlag=0, postnumlag=0, wantwrap=0): - """construc stimulus matrices from design matrix m - - Args: - - m ([2d matrix]): is a 2D matrix, each row of which is a stimulus - sequence (i.e. a vector that is all zeros except for ones - indicating the onset of a given stimulus (fractional values - are also okay)) - - prenumlag (bool or int, optional): Defaults to False. number of - stimulus points in the past - - postnumlag (bool or int, optional): Defaults to False. number of - stimulus points in the future - - wantwrap (bool, optional): Defaults to False. whether to wrap - around - Returns: - [2d matrix]: a stimulus matrix of dimensions - size(m,2) x ((prenumlag+postnumlag+1)*size(m,1)). - this is a horizontal concatenation of the stimulus - matrix for the first stimulus sequence, the stimulus - matrix for the second stimulus sequence, and so on. - this function is useful for fitting finite impulse - response (FIR) models. - """ - - # make sure m is numpy - m = np.asarray(m) - - # get out early - if not prenumlag and not postnumlag: - f = m.T - return f - else: - nconds, nvols = m.shape - - # do it - num = prenumlag + postnumlag + 1 - f = np.zeros((nvols, num*nconds)) - for p in range(nconds): - i = p + 1 - thiscol = (i - 1) * num + np.array(range(num)) - f[:, thiscol] = constructStimulusMatrix( - m[p, :], prenumlag, postnumlag, wantwrap - ) - - return f - - -def constructStimulusMatrix(v, prenumlag, postnumlag, wantwrap=0): - """Construct stimulus matrix from design vector - - Args: - - v ([1d vector]): v is the stimulus sequence represented as a vector - - prenumlag ([int]): this is the number of stimulus points in the past - - postnumlag ([int]): this is the number of stimulus points in the future - - wantwrap (int, optional): Defaults to 0. whether to wrap around - - - Returns: - [2d array]: return a stimulus matrix of dimensions - length(v) x (prenumlag+postnumlag+1) - where each column represents the stimulus at - a particular time lag. - """ - v = np.asarray(v) - total = prenumlag + postnumlag + 1 - f = np.zeros((len(v), total)) - for p in range(total): - i = p + 1 - if False: - pass - # shift = [0 - prenumlag + (p-1)] - # f[:, p] = np.roll(v, shift, axis=(0, 1)).T - else: - temp = -prenumlag + (i - 1) - if temp < 0: - pass - # vindx = range(len(v), 1 - temp) - # findx = range(len(v)+temp) - # f[findx, p] = v[vindx] - else: - f[temp:, p] = v[: len(v) - temp] - return f - - -def calccod(x, y, dim=None, wantgain=0, wantmeansub=1): - """Calculate the coefficient of determination - - Args: - x ([type]): matrix with the same dimensions as y - y ([type]): matrix with the same dimensions as x - dim ([type]): is the dimension of interest - wantgain (int, optional): Defaults to 0. 0 means normal - 1 means allow a gain to be applied to each case of - to minimize the squared error with respect to . - in this case, there cannot be any NaNs in or . - 2 is like 1 except that gains are restricted to be non-negative. - so, if the gain that minimizes the squared error is negative, - we simply set the gain to be applied to be 0. - default: 0. - wantmeansub (int, optional): Defaults to 1. - 0 means do not subtract any mean. this makes it such that - the variance quantification is relative to 0. - 1 means subtract the mean of each case of from both - and before performing the calculation. this makes - it such that the variance quantification - is relative to the mean of each case of . - note that occurs before . - default: 1. - - calculate the coefficient of determination (R^2) indicating - the percent variance in that is explained by . this is achieved - by calculating 100*(1 - sum((y-x).^2) / sum(y.^2)). note that - by default, we subtract the mean of each case of from both - and before proceeding with the calculation. - - the quantity is at most 100 but can be 0 or negative (unbounded). - note that this metric is sensitive to DC and scale and is not symmetric - (i.e. if you swap and , you may obtain different results). - it is therefore fundamentally different than Pearson's correlation - coefficient (see calccorrelation.m). - - NaNs are handled gracefully (a NaN causes that data point to be ignored). - - if there are no valid data points (i.e. all data points are - ignored because of NaNs), we return NaN for that case. - - note some weird cases: - calccod([],[]) is [] - - history: - 2013/08/18 - fix pernicious case where is all zeros and - is 1 or 2. - 2010/11/28 - add ==2 case - 2010/11/23 - changed the output range to percentages. thus, the range - is (-Inf,100]. also, we removed the input since - it was dumb. - - example: - x = np.random.random(100) - calccod(x,x+0.1*np.random.random(100)) - """ - - # input - if dim is None: - dim = np.argmax(x.shape) - - # handle gain - if wantgain: - # to get the residuals, we want to do something like y-x*inv(x'*x)*x'*y - temp = 1/np.dot(x, x) * np.dot(x, y) - if wantgain == 2: - # if the gain was going to be negative, rectify it to 0. - temp[temp < 0] = 0 - x = x * temp - - # propagate NaNs (i.e. ignore invalid data points) - x[np.isnan(y)] = np.nan - y[np.isnan(x)] = np.nan - - # handle mean subtraction - if wantmeansub: - mn = np.nanmean(y, axis=dim) - y = y - mn - x = x - mn - - # finally, compute it - with np.errstate(divide='ignore', invalid='ignore'): - nom = np.nansum((y-x) ** 2, axis=dim) - denom = np.nansum((y**2), axis=dim) - f = np.nan_to_num(1 - (nom / denom)) - return f - - -def calccodStack(data, pred): - """ - [summary] - - Args: - data ([type]): [description] - pred ([type]): [description] - - Returns: - r2s: global r2s - - """ - - nom_denom = [] - for y, yhat in zip(data, pred): - # get run-wise nom denoms - nom, denom = R2_nom_denom(y, yhat) - nom_denom.append((nom, denom)) - - # calculate global R2 - nom = np.array(nom_denom).sum(0)[0, :] # extract 1st tuple - denom = np.array(nom_denom).sum(0)[1, :] # extract 2nd tuple - - with np.errstate(divide="ignore", invalid="ignore"): - r2s = np.nan_to_num(1 - (nom / denom)) - - return r2s - - -def mtimesStack(m1, m2): - """function f = mtimesStack(m1,m2) - - simply return *np.vstack(m2) but do so in a way that doesn't cause - too much memory usage. - - Args: - m1 ([A x B]): is A x B - m2 ([B x C]): is a stack of matrices such that np.vstack(m2) is B x C - """ - nruns = len(m2) - f = 0 - cnt = 0 - for q in range(nruns): - nvols = m2[q].shape[0] - thiscol = cnt + np.asarray(list(range(nvols))) - colrow = m1[:, thiscol] @ m2[q] - f = f + colrow - cnt = cnt + m2[q].shape[0] - - return f - - -def olsmatrix_ulen(X, mode=None, verbose=True): - """ - olsmatrix(X, mode, verbose) - - is samples x parameters - (optional) is - 0 means normal operation - 1 means use inv instead of '\' and omit unit-length normalization. - the point of this mode is to reduce memory usage (i think). - default: 0. - - what we want to do is to perform OLS regression using - and obtain the parameter estimates. this is accomplished - by inv(X'*X)*X'*y = f*y where y is the data (samples x cases). - - what this function does is to return which has dimensions - parameters x samples. - - to ensure well-conditioning, we unit-length normalize each column - of before doing the inv.m operation. also, we actually use - left-slash ('\'), which apparently is equivalent to inv.m but faster - and more accurate (see code for details). if you pass as 1, - we omit the normalization and use the inv method instead of the '\' - method. - - also, in the case that one or more regressors in are all zero, then - without special handling, then this case will result in warnings and - NaN results. what we do is to explicitly ensure that all-zero regressors - are ignored and that there are all-zero rows for these regressors - in . this makes it such that the weights estimated for these - regressors are simply zero. - - history: - 2011/06/27 - explicitly ignore 0 - 2011/03/29 - mode 1 now omits unit length normalization. - 2011/03/28 - add input. - 2010/08/05: now, we do not try to detect weird cases with low variance. - instead, we just blindly unit-length normalize each column. - """ - - # input - if mode is None: - mode = 0 - - # deal with degenerate regressors - good = np.invert(np.all(X == 0, axis=0)) - - # initialize result - f = np.zeros((X.shape[1], X.shape[0])) - - # do it - if mode == 0: - X, len = normalize(X[:, good], return_norm=True) - temp = (np.diag( - 1/len - ) @ ( - np.linalg.inv( - X[:, good].T @ X[:, good] - ) @ X[:, good].T).T).T - elif mode == 1: - temp = np.linalg.inv(X[:, good].T @ X[:, good]) @ X[:, good].T - - # return - if np.any(good): - f[good, :] = temp - - return f - - -def olsmatrix(X, verbose=True): - """OLS regression - - what we want to do is to perform OLS regression using - and obtain the parameter estimates. this is accomplished - by np.linalg.inv(X.T @ X) @ X.T @ y = f @ y where y is the - data (samples x cases). - - what this function does is to return which has dimensions - parameters x samples. - - we check for a special case, namely, when one or more regressors - are all zeros. if we find that this is the case, we issue a warning - and simply ignore these regressors when fitting. thus, the weights - associated with these regressors will be zeros. - - if any warning messages are produced by the inversion process, then we die. - this is a conservative strategy that ensures that the regression is - well-behaved (i.e. has a unique, finite solution). (note that this does - not cover the case of zero regressors, which is gracefully handled as - described above.) - - note that no scale normalization of the regressor columns is performed. - - Args: - X (ndarray): Samples by parameters - - Returns: - (f): 2D parameters by Samples - """ - - bad = np.all(X == 0, axis=0) - good = np.invert(bad) - - # report warning - if not np.any(good) == 1: - if verbose: - print( - "regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) - f = np.zeros((X.shape[1], X.shape[0])) - return f - - # do it - if np.any(bad): - if verbose: - print( - "One or more regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) - f = np.zeros((X.shape[1], X.shape[0])) - - f[good, :] = np.linalg.inv( - X[:, good].T @ X[:, good]) @ X[:, good].T - - else: - - f = np.linalg.inv(X.T @ X) @ X.T - - return f - - -def convolveDesign(X, hrf): - """convolve each column of a 2d design matrix with hrf - - Args: - X ([2D design matrix]): time by cond - hrf ([1D hrf function]): hrf - - Returns: - [convdes]: 2D: Samples by cond - """ - ndims = X.ndim - if ndims == 1: - ntime = X.shape[0] - convdes = np.convolve(X, hrf) - convdes = convdes[range(ntime)] - else: - ntime, ncond = X.shape - convdes = np.asarray( - [np.convolve(X[:, x], hrf) for x in range(ncond)]).T - convdes = convdes[range(ntime), :] - - return convdes - - -def optimiseHRF( - design, - data, - tr, - hrfknobs, - combinedmatrix, - numforhrf=50, - hrfthresh=0.5, - hrffitmask=1, - ): - """Optimise hrf from a selection of voxels. - - This uses an iterative fitting optimisation procedure, - where we fit for betas and then fit for hrf using a fir - like approach. - - Args: - design (pandas dataframe): this is a pandas data frame with keys: - ['trial_type']: stimulus condition index - ['onset']: onsets in s for each event - ['duration']: duration for each event - data (2d array): data (time x vox). this data should already - have polynomials projected out. - tr (float): the sampling rate in seconds - hrfknobs (1d array): should be time x 1 with the initial seed - for the HRF. The length of this vector indicates the - number of time points that we will attempt to estimate - in the HRF. Note on normalization: after fitting the HRF, we - normalize the HRF to peak at 1 (and adjust amplitudes - accordingly). - combinedmatrix (stack of 2d arrays): projection matrix of the - polynomials and extra regressors (if passed by user). - This is used to whiten the design matrix. - numforhrf (int, optional): Defaults to 50. - is a positive integer indicating the number of voxels - (with the best R^2 values) to consider in fitting the - global HRF. (If there are fewer than that number of - voxels available, we just use the voxels that are - available.) - hrfthresh (float, optional): Defaults to .5. - If the R^2 between the estimated HRF and the initial HRF - is less than , we decide to just use the initial - HRF. Set to -Inf if you never want to reject - the estimated HRF. - - Returns: - (Dict): we return a dictionary with kers: - ["hrf"]: the optimised hrf (but see note above on hrfthresh) - ["hrffitvoxels"]: the indices of the voxels used to fit. - ["convdesign"]: the design convolved with the optimised hrf - and polynomials projected out. - ["seedhrf"]: we return the seed hrf for book keeping. - - """ - - minR2 = 0.99 - - # calc - numinhrf = len(hrfknobs) - - numruns = len(design) - - postnumlag = numinhrf - 1 - - # collect ntimes per run - ntimes = [] - - for p in range(numruns): - ntimes.append(data[p].shape[0]) - - # loop until convergence - currenthrf = hrfknobs # initialize - cnt = 1 - while True: - print('\t optimising hrf :{}\n'.format(cnt)) - - # fix the HRF, estimate the amplitudes - if cnt % 2 == 1: - - # prepare design matrix - convdesign = [] - for p in range(numruns): - - # get design matrix with HRF - # number of time points - - convdes = make_design(design[p], tr, ntimes[p], currenthrf) - - # project the polynomials out - convdes = np.dot(combinedmatrix[p], convdes) - # time x conditions - - convdesign.append(convdes) - - # stack design across runs - stackdesign = np.vstack(convdesign) - - # estimate the amplitudes (output: conditions x voxels) - currentbeta = mtimesStack(olsmatrix(stackdesign), data) - - # calculate R^2 - modelfit = [np.dot(convdesign[p], currentbeta).astype(np.float32) - for p in range(numruns)] - - R2 = calccodStack(data, modelfit) - - # figure out indices of good voxels - if hrffitmask == 1: - temp = R2 - else: # if people provided a mask for hrf fitting - temp = np.zeros((R2.shape)) - temp[np.invert(hrffitmask.ravel())] = -np.inf - # shove -Inf in where invalid - - temp[np.isnan(temp)] = -np.inf - ii = np.argsort(temp) - nii = len(ii) - iichosen = ii[np.max((1, nii - numforhrf)):nii] - iichosen = np.setdiff1d( - iichosen, iichosen[temp[iichosen] == -np.inf] - ).tolist() - hrffitvoxels = iichosen - - # fix the amplitudes, estimate the HRF - else: - - nhrfvox = len(hrffitvoxels) - - # prepare design matrix - convdesign = [] - for p in range(numruns): - - X = make_design(design[p], tr, ntimes[p]) - - # expand design matrix using delta functions - numcond = X.shape[1] - # time x L*conditions - stimmat = constructStimulusMatrices( - X.T, prenumlag=0, postnumlag=postnumlag - ).reshape(-1, numcond, order='F').astype(np.float32) - - # calc - # weight and sum based on the current amplitude estimates. - # only include the good voxels. - # return shape time*L x voxels - convdes = np.dot( - stimmat, currentbeta[:, hrffitvoxels]).astype(np.float32) - - # remove polynomials and extra regressors - # time x L*voxels - convdes = convdes.reshape( - (ntimes[p], -1), order='F') - # time x L*voxels - convdes = np.array(np.dot(combinedmatrix[p], convdes)) - # time x voxels x L - convdes = convdes.reshape((ntimes[p], numinhrf, -1), order='F') - convdesign.append( - np.transpose(convdes, (0, 2, 1)) - ) - - # estimate the HRF - previoushrf = currenthrf - datasubset = np.array(np.vstack( - [data[x][:, hrffitvoxels] for x in range(numruns)] - )) - - stackdesign = np.vstack(convdesign) - ntime = stackdesign.shape[0] - - stackdesign = stackdesign.reshape( - (ntime * nhrfvox, numinhrf), order='F') - stackdesign = olsmatrix(stackdesign) - currenthrf = np.asarray(stackdesign.dot( - datasubset.reshape((-1), order='F')))[0] - - # if HRF is all zeros (this can happen when the data are all zeros) - # get out prematurely - if np.all(currenthrf == 0): - print('current hrf went all to 0 after {} attempts\n'.format(cnt)) - break - - # check for convergence - # how much variance of the previous estimate does - # the current one explain? - hrfR2 = calccod(previoushrf, currenthrf, wantmeansub=0) - - if (hrfR2 >= minR2 and cnt > 2): - break - - cnt += 1 - - # sanity check - # we want to see that we're not converging in a weird place - # so we compute the coefficient of determination between the - # current estimate and the seed hrf - hrfR2 = calccod(hrfknobs, previoushrf, wantmeansub=0) - - # sanity check to make sure that we are not doing worse. - if hrfR2 < hrfthresh: - print( - "Global HRF estimate is far from the initial seed," - "probably indicating low SNR. We are just going to" - "use the initial seed as the HRF estimate.\n" - ) - # prepare design matrix - convdesign = [] - whitedesign = [] - for p in range(numruns): - # get design matrix with HRF - # number of time points - convdes = make_design(design[p], tr, ntimes[p], hrfknobs) - - # project the polynomials out - whitedesign.append(np.dot(combinedmatrix[p], convdes)) - # time x conditions - - convdesign.append(convdes) - f = dict() - f["hrf"] = hrfknobs - f["hrffitvoxels"] = None - f["convdesign"] = convdesign - f["whitedesign"] = whitedesign - f["seedhrf"] = hrfknobs - return f - - # normalize results - mx = np.max(previoushrf) - previoushrf = previoushrf / mx - currentbeta = currentbeta * mx - - # prepare design matrix - whitedesign = [] - convdesign = [] - for p in range(numruns): - # get design matrix with HRF - # number of time points - convdes = make_design(design[p], tr, ntimes[p], previoushrf) - - # project the polynomials out - whitedesign.append(np.dot(combinedmatrix[p], convdes)) - # time x conditions - - convdesign.append(convdes) - - # return - f = dict() - f["hrf"] = previoushrf - f["hrffitvoxels"] = hrffitvoxels - f["convdesign"] = convdesign - f["whitedesign"] = whitedesign - f["seedhrf"] = hrfknobs - f["hrffitmask"] = hrffitmask - return f diff --git a/toydata.py b/toydata.py index c45e9b5..002becf 100644 --- a/toydata.py +++ b/toydata.py @@ -17,5 +17,5 @@ rng.rand(4, 5) ] -gd = GLMdenoise(params={'hrfmodel':'assume'}) -gd.fit(design, data, 1.0) \ No newline at end of file +gd = GLMdenoise(params={'hrfmodel': 'assume'}) +gd.fit(design, data, 1.0) From 8c906525d76396e64cbe18f31537a2dd7cef1827 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Fri, 29 Jan 2021 21:30:29 +0000 Subject: [PATCH 13/16] fixes #76, now runs up to wantlss --- glmdenoise/check_inputs.py | 57 ++ glmdenoise/single_trial.py | 868 +++++++++++++++++++ glmdenoise/utils/calc_cod.py | 124 +++ glmdenoise/utils/construct_stim_matrices.py | 93 ++ glmdenoise/utils/convolve_design.py | 69 ++ glmdenoise/utils/fit_model.py | 357 ++++++++ glmdenoise/utils/glm_estimatemodel.py | 891 ++++++++++++++++++++ glmdenoise/utils/glm_predictresponses.py | 114 +++ glmdenoise/utils/mtimes_stack.py | 23 + glmdenoise/utils/olsmatrix.py | 140 +++ glmdenoise/utils/optimise_hrf.py | 261 ++++++ glmdenoise/utils/squish.py | 27 + glmdenoise/utils/zerodiv.py | 59 ++ 13 files changed, 3083 insertions(+) create mode 100644 glmdenoise/check_inputs.py create mode 100644 glmdenoise/single_trial.py create mode 100644 glmdenoise/utils/calc_cod.py create mode 100644 glmdenoise/utils/construct_stim_matrices.py create mode 100644 glmdenoise/utils/convolve_design.py create mode 100644 glmdenoise/utils/fit_model.py create mode 100644 glmdenoise/utils/glm_estimatemodel.py create mode 100644 glmdenoise/utils/glm_predictresponses.py create mode 100644 glmdenoise/utils/mtimes_stack.py create mode 100644 glmdenoise/utils/olsmatrix.py create mode 100644 glmdenoise/utils/optimise_hrf.py create mode 100644 glmdenoise/utils/squish.py create mode 100644 glmdenoise/utils/zerodiv.py diff --git a/glmdenoise/check_inputs.py b/glmdenoise/check_inputs.py new file mode 100644 index 0000000..2d12dc1 --- /dev/null +++ b/glmdenoise/check_inputs.py @@ -0,0 +1,57 @@ +import numpy as np + + +def check_inputs(data, design): + # massage and sanity-check it + if type(design) is not list: + design = [design] + + numcond = design[0].shape[1] + for p in range(len(design)): + np.testing.assert_array_equal( + np.unique(design), + [0, 1], + err_msg=' must consist of 0s and 1s') + condmsg = \ + 'all runs in should have equal number of conditions' + np.testing.assert_equal( + design[p].shape[1], + numcond, + err_msg=condmsg) + # if the design happened to be a sparse? + # design[p] = np.full(design[p]) + + # massage and sanity-check it + if type(data) is not list: + data = [data] + + # make sure it is single + for p in range(len(data)): + data[p] = data[p].astype(np.float32, copy=False) + + np.testing.assert_equal( + np.all(np.isfinite(data[0].flatten())), + True, + err_msg='We checked the first run and ' + 'found some non-finite values (e.g. NaN, Inf).' + 'Please fix and re-run.') + np.testing.assert_equal( + len(design), + len(data), + err_msg=' and should have ' + 'the same number of runs') + + # reshape data in 2D mode. + is3d = data[0].ndim > 2 # is this the X Y Z T case? + if is3d: + xyz = data[0].shape[:3] + n_times = data[0].shape[3] + for p in range(len(data)): + data[p] = np.reshape( + data[p], + [np.prod(xyz), n_times]) + # force to XYZ x T for convenience + else: + xyz = False + + return data, design, xyz diff --git a/glmdenoise/single_trial.py b/glmdenoise/single_trial.py new file mode 100644 index 0000000..3095de7 --- /dev/null +++ b/glmdenoise/single_trial.py @@ -0,0 +1,868 @@ +import os +import numpy as np +import matplotlib.pyplot as plt +from glmdenoise.defaults import default_params +from glmdenoise.check_inputs import check_inputs +from glmdenoise.utils.normalisemax import normalisemax +from glmdenoise.utils.gethrf import getcanonicalhrf, getcanonicalhrflibrary +from glmdenoise.utils.chunking import chunking +from glmdenoise.utils.make_image_stack import make_image_stack +from glmdenoise.utils.findtailthreshold import findtailthreshold +from glmdenoise.utils.glm_estimatemodel import glm_estimatemodel +from ipdb import set_trace + +dir0 = os.path.dirname(os.path.realpath(__file__)) + + +class glm_estimatesingletrial(): + + def __init__(self, params=None): + """glm singletrial denoise constructor + + This function computes up to four model outputs (called type-A (ONOFF), + type-B (FITHRF), type-C (FITHRF_GLMDENOISE), and type-D + (FITHRF_GLMDENOISE_RR)),and either saves the model outputs to disk, + or returns them in , or both,depending on what the user + specifies. + + There are a variety of cases that you can achieve. Here are some + examples: + + - wantlibrary=1, wantglmdenoise=1, wantfracridge=1 [Default] + A = simple ONOFF model + B = single-trial estimates using a tailored HRF for every voxel + C = like B but with GLMdenoise regressors added into the model + D = like C but with ridge regression regularization (tailored to + each voxel) + + - wantlibrary=0 + A fixed assumed HRF is used in all model types. + + - wantglmdenoise=0, wantfracridge=0 + Model types C and D are not computed. + + - wantglmdenoise=0, wantfracridge=1 + Model type C is not computed; model type D is computed using 0 + GLMdenoise regressors. + + - wantglmdenoise=1, wantfracridge=0 + Model type C is computed; model type D is not computed. + + - wantlss=1 + Model type B is computed, but using least-squares-separate instead + of OLS. Other model types, if computed, use OLS. + + Note that if you set wantglmdenoise=1, you MUST have repeats of + conditions andan associated cross-validation scheme (), + UNLESS you specify params.pcstop = -B. In other words, you can perform + wantglmdenoise without any cross-validation, but you need to provide + params.pcstop = -B. + + Note that if you set wantfracridge=1, you MUST have repeats of + conditions and an associated cross-validation scheme + (), UNLESS you specify a single scalar params.fracs. + In other words, you can perform wantfracridge without any + cross-validation, but you need to provide params.fracs as a scalar. + + Arguments: + __________ + + params (dict): Dictionary of parameters. Optional + + *** MAJOR, HIGH-LEVEL FLAGS *** + + (optional) is + 0 means use an assumed HRF + 1 means determine the best HRF for each voxel using the + library-of-HRFs approach + Default: 1. + + (optional) is + 0 means do not perform GLMdenoise + 1 means perform GLMdenoise + Default: 1. + + (optional) is + 0 means do not perform ridge regression + 1 means perform ridge regression + Default: 1. + + (optional) is the number of voxels that we will process at + the same time. This number should be large in order to speed + computation, but should not be so large that you run out of RAM. + Default: 50000. + + (optional) is a cell vector of vectors of run indices, + indicating the cross-validation scheme. For example, if we have 8 + runs, we could use [[1, 2], [3, 4], [5, 6], [7, 8]] which indicates + to do 4 folds of cross-validation, first holding out the 1st and 2nd + runs, then the 3rd and 4th runs, etc. + Default: {[1] [2] [3] ... [n]} where n is the number of runs. + + (optional) is 1 x n (where n is the number of runs) + with positive integers indicating the run groupings that are + interpreted as "sessions". The purpose of this input is to allow for + session-wise z-scoring of single-trial beta weights for the purposes + of hyperparameter evaluation. Note that the z-scoring has effect only + INTERNALLY: it is used merely to calculate the cross-validation + performance and the associated hyperparameter selection; the outputs + of this function do not reflect z-scoring, and the user may wish to + apply z-scoring. Default: 1*ones(1,n) which means to interpret allruns + as coming from the same session. + + *** I/O FLAGS *** + + (optional) is a logical vector [A B C D] indicating + which of the four model types to save to disk (assuming that they + are computed). + A = 0/1 for saving the results of the ONOFF model + B = 0/1 for saving the results of the FITHRF model + C = 0/1 for saving the results of the FITHRF_GLMDENOISE model + D = 0/1 for saving the results of the FITHRF_GLMDENOISE_RR model + Default: [1 1 1 1] which means save all computed results to disk. + + (optional) is a logical vector [A B C D] indicating + which of the four model types to return in the output . The + user must be careful with this, as large datasets can require a lot of + RAM. If you do not request the various model types, they will be + cleared from memory (but still potentially saved to disk). + Default: [0 0 0 1] which means return only the final type-D model. + + *** GLM FLAGS *** + + (optional) is time x regressors or a cell vector + of elements that are each time x regressors. The dimensions of + should mirror that of (i.e. same number of + runs, same number of time points). The number of extra regressors + does not have to be the same across runs, and each run can have zero + or more extra regressors. If [] or not supplied, we do + not use extra regressors in the model. + + (optional) is a non-negative integer with the maximum + polynomial degree to use for polynomial nuisance functions, which + are used to capture low-frequency noise fluctuations in each run. + Can be a vector with length equal to the number of runs (this + allows you to specify different degrees for different runs). + Default is to use round(L/2) for each run where L is the + duration in minutes of a given run. + + (optional) is whether to convert amplitude estimates + to percent BOLD change. This is done as the very last step, and is + accomplished by dividing by the absolute value of 'meanvol' and + multiplying by 100. (The absolute value prevents negative values in + 'meanvol' from flipping the sign.) Default: 1. + + *** HRF FLAGS *** + + (optional) is time x 1 with an assumed HRF that + characterizes the evoked response to each trial. We automatically + divide by the maximum value so that the peak is equal to 1. Default + is to generate a canonical HRF (see getcanonicalhrf.m). + Note that the HRF supplied in is used in only two + instances: + (1) it is used for the simple ONOFF type-A model, and (2) if the + user sets to 0, it is also used for the type-B, + type-C, and type-D models. + + (optional) is time x H with H different HRFs to choose + from for the library-of-HRFs approach. We automatically normalize + each HRF to peak at 1. + Default is to generate a library of 20 HRFs (see + getcanonicalhrflibrary). + Note that if is 0, is clobbered with the + contents of , which in effect causes a single assumed + HRF to be used. + + *** MODEL TYPE A (ONOFF) FLAGS *** + + (none) + + *** MODEL TYPE B (FITHRF) FLAGS *** + + (optional) is 0/1 indicating whether 'least-squares-separate' + estimates are desired. If 1, then the type-B model will be estimated + using the least-squares-separate method (as opposed to ordinary + least squares). Default: 0. + + *** MODEL TYPE C (FITHRF_GLMDENOISE) FLAGS *** + + (optional) is a non-negative integer indicating the + maximum number of PCs to enter into the model. Default: 10. + + (optional) is [A B] where A is a percentile for voxel + intensity values and B is a fraction to apply to the percentile. These + parameters are used in the selection of the noise pool. + Default: [99 0.1]. + + (optional) is an R^2 value (percentage). After fitting the + type-A model, voxels whose R^2 is below this value are allowed to + enter the noise pool. + Default is [] which means to automatically determine a good value. + + (optional) is X x Y x Z (or XYZ x 1) with 1s indicating + voxels to specifically exclude when selecting the noise pool. 0 means + all voxels can be potentially chosen. Default: 0. + + (optional) is an R^2 value (percentage). To decide the + number of PCs to include, we examine a subset of the available voxels. + Specifically, we examine voxels whose type-A model R^2 is above + . Default is [] + which means to automatically determine a good value. + + (optional) is X x Y x Z (or XYZ x 1) with 1s + indicating all possible voxels to consider when selecting the subset + of voxels. 1 means all voxels can be potentially selected. Default: 1. + + (optional) is + A: a number greater than or equal to 1 indicating when to stop adding + PCs into the model. For example, 1.05 means that if the + cross-validation performance with the current number of PCs is + within 5 of the maximum observed, then use that number of PCs. + (Performance is measured relative to the case of 0 PCs.) When + is 1, the selection strategy reduces to simply choosing + the PC number that achieves the maximum. The advantage of stopping + early is to achieve a selection strategy that is robust to noise + and shallow performance curves and that avoids overfitting. + -B: where B is the number of PCs to use for the final model. B can be + any integer between 0 and params.numpcstotry. Note that if -B case is + used, cross-validation is NOT performed for the type-C model, and + instead weblindly use B PCs. + Default: 1.05. + + *** MODEL TYPE D (FITHRF_GLMDENOISE_RR) FLAGS *** + + (optional) is a vector of fractions that are greater than 0 + and less than or equal to 1. We automatically sort in descending + order and ensure the fractions are unique. These fractions indicate + the regularization levels to evaluate using fractional ridge + regression (fracridge) and cross-validation. + Default: fliplr(.05:.05:1). + A special case is when is specified as a single scalar value. + In this case, cross-validation is NOT performed for the type-D model, + and we instead blindly usethe supplied fractional value for the type-D + model. + + (optional) is whether to automatically scale and offset + the model estimates from the type-D model to best match the + unregularized estimates. Default: 1. + """ + + params = params or dict() + for key, _ in default_params.items(): + params[key] = params.get(key) or default_params[key] + + self.params = params + self.extra_regressors = params['extra_regressors'] + self.n_pcs = params['n_pcs'] + self.n_jobs = params['n_jobs'] + self.n_boots = params['n_boots'] + self.hrfparams = {} + self.results = dict() + + def fit(self, design, data, stimdur, tr, outputdir=None): + """ + Arguments: + __________ + + is the experimental design. There are two possible cases: + 1. A where A is a matrix with dimensions time x conditions. + Each column should be zeros except for ones indicating condition + onsets. + 2. [A1, A2, ... An] where each of the A's are like the previous case. + The different A's correspond to different runs, and different runs + can have different numbers of time points. However, all A's must + have the same number of conditions. + Note that we ultimately compute single-trial response estimates (one + estimate for each condition onset), and these will be provided in + chronological order. However, by specifying that a given condition + occurs more than one time over the course of the experiment, this + information can and will be used for cross-validation purposes. + + is the time-series data with dimensions X x Y x Z x time or a + list vector of elements that are each X x Y x Z x time. XYZ can be + collapsed such that the data are given as a 2D matrix (units x time), + which is useful for surface-format data. + The dimensions of should mirror that of . For example, + and should have the same number of runs, the same + number of time points, etc. + should not contain any NaNs. We automatically convert to + single format if not already in single format. + is the duration of a trial in seconds. For example, 3.5 + means that you expect the neural activity from a given trial to last + for 3.5 s. + + is the sampling rate in seconds. For example, 1 means that we get + a new time point every 1 s. Note that applies to both + and . + + (optional) is a directory to which files will be written. + (If the directory does not exist, we create it; if the directory + already exists, we delete its contents so we can start fresh.) If you + set to None, we will not create a directory and no files + will be written. + Default is 'GLMestimatesingletrialoutputs' (created in the current + working directory). + + + Returns: + __________ + + There are various outputs for each of the four model types: + + is either + (1) the HRF (time x 1) and ON-OFF beta weights (X x Y x Z) + (2) the full set of single-trial beta weights (X x Y x Z x TRIALS) + + is model accuracy expressed in terms of R^2 (percentage). + + is R2 separated by run + + is the mean of all volumes + + is the R2 for each of the different HRFs in the library + + is separated by run + + is the 1-index of the best HRF + + is HRFiniex separated by run + + indicates voxels selected for the noise pool + + indicates the full set of candidate GLMdenoise + regressors that were found + + is cross-validation results for GLMdenoise + + is the set of voxels used to summarize GLMdenoise + cross-validation results + + is the summary GLMdenoise cross-validation result on which + pcnum selection is done + + is the number of PCs that were selected for the final model + + is the fractional regularization level chosen for each + voxel + + is the scale and offset applied to RR estimates to best + match the unregularized result + + History: + [MATLAB] + - 2020/08/22 - Implement params.sessionindicator. Also, now the + cross-validation units now reflect + the "session-wise z-scoring" hyperparameter selection + approach; thus, the cross- + validation units have been CHANGED relative to prior + analyses! + - 2020/05/14 - Version 1.0 released! + (Tweak some documentation; output more results; fix a + small bug (params.fracs(1)~=1).) + - 2020/05/12 - Add pcvoxels output. + - 2020/05/12 - Initial version. Beta version. Use with caution. + """ + + # DEAL WITH INPUTS + params = self.params + + # xyz can either be a tuple of dimensions x y z + # or a boolean indicating that data was 2D + data, design, xyz = check_inputs(data, design) + + # keep class bound data and design + self.data = data + self.design = design + + # calc + numruns = len(design) + + if xyz: + numvoxels = np.prod(xyz) + else: + numvoxels = self.data[0].shape[0] + + # check number of time points and truncate if necessary + for p in np.arange(len(data)): + if self.data[p].shape[1] > self.design[p].shape[0]: + print( + f'WARNING: run {p} has more time points' + 'in than . We are truncating' + '.\n') + self.data[p] = self.data[p][:, np.arange(self.design.shape[0])] + + if self.data[p].shape[1] < self.design[p].shape[0]: + print( + f'WARNING: run {p} has more time points in ' + 'than . We are truncating .\n') + self.design[p] = self.design[p][np.arange(self.data[p].shape[0]), :] + + # inputs + if 'xvalscheme' not in params: + params['xvalscheme'] = np.arange(numruns) + + if 'sessionindicator' not in params: + params['sessionindicator'] = np.ones((1, numruns)) + + if 'maxpolydeg' not in params: + params['maxpolydeg'] = [ + np.arange( + round( + ((self.data[r].shape[1]*tr)/60)/2) + 1 + ) for r in np.arange(numruns)] + + if 'hrftoassume' not in params: + params['hrftoassume'] = normalisemax( + getcanonicalhrf(stimdur, tr), + dim='global' + ) + + if 'hrflibrary' not in params: + params['hrflibrary'] = getcanonicalhrflibrary(stimdur, tr).T + + # deal with length issues and other miscellaneous things + if type(params['maxpolydeg']) is int: + params['maxpolydeg'] = np.tile( + params['maxpolydeg'], numruns + ).tolist() + + # normalise maximal amplitude on hrfs + params['hrftoassume'] = normalisemax( + params['hrftoassume'], + dim='global' + ) + + params['hrflibrary'] = normalisemax(params['hrflibrary'], 0) + params['fracs'] = np.unique(params['fracs'])[::-1] + np.testing.assert_equal( + np.all(params['fracs'] > 0), + True, + err_msg='fracs must be greater than 0') + + np.testing.assert_equal( + np.all(params['fracs'] <= 1), + True, + err_msg='fracs must be less than or equal to 1') + + if xyz and outputdir is not None: + wantfig = 1 # if outputdir is not None, we want figures + else: + wantfig = 0 + + # deal with output directory + if outputdir is None: + cwd = os.getcwd() + outputdir = os.path.join(cwd, 'GLMestimatesingletrialoutputs') + + if os.path.exists(outputdir): + import shutil + shutil.rmtree(outputdir) + os.makedirs(outputdir) + else: + os.makedirs(outputdir) + + if np.any(params['wantfileoutputs']): + errm = 'specify an in order to get file outputs' + np.testing.assert_equal( + type(outputdir), + str, + err_msg=errm) + + # deal with special library stuff + if params['wantlibrary'] == 0: + params['hrflibrary'] = params['hrftoassume'] + + # calc + # if the data was passed as 3d, unpack xyz + if xyz: + nx, ny, nz = xyz + + nh = params['hrflibrary'].shape[1] + + # figure out chunking scheme + chunks = chunking( + np.arange(numvoxels), + int(np.ceil(numvoxels/np.ceil(numvoxels/params['chunklen'])))) + + # deal with special cases + if params['wantglmdenoise'] == 1: + errm = ' is 1, but you didnt request type C nor D' + test = np.any( + params['wantfileoutputs'][-2:] + ) or np.any(params['wantmemoryoutputs'][-2:]) + np.testing.assert_equal( + test, True, + err_msg=errm) + + if params['wantfracridge'] == 1: + test = params['wantfileoutputs'][3] == 1 \ + or params['wantmemoryoutputs'][3] == 1 + np.testing.assert_equal( + test, True, + err_msg=' is 1, but you did not request type D') + + if params['wantlss'] == 1: + test = params['wantfileoutputs'][1] == 1 \ + or params['wantmemoryoutputs'][1] == 1 + np.testing.assert_equal( + test, True, + err_msg=' is 1, but you did not request type B') + + # initialize output + results = [] + + # PRE-PROCESSING FOR THE EXPERIMENTAL DESIGN + + # calculate the number of trials + # number of trials in each run + numtrialrun = np.asarray( + [np.sum(x.flatten()) for x in self.design]).astype(int).tolist() + numtrials = np.sum(numtrialrun).astype(int) # number of total trials + + # create a single-trial design matrix and calculate a bunch + # of extra information + designSINGLE = [] + cnt = 0 + + # 1 x numtrials indicating which condition each trial belongs to + stimorder = [] + + # each element is the vector of trial indices associated with the run + validcolumns = [] + + # each element is the vector of actual condition numbers occurring + # with a given run + stimix = [] + + # loop through runs + for p in np.arange(len(self.design)): + designSINGLE.append(np.zeros((self.design[p].shape[0], numtrials))) + + run_validcolumns = [] + # loop through the volumes for that run + for q in np.arange(self.design[p].shape[0]): + # if a condition was presented on that volume + # find which + temp = np.where(self.design[p][q, :])[0] + + # if that volume had a condition shown + if not np.size(temp) == 0: + # flip it on + designSINGLE[p][q, cnt] = 1 + # keep track of the order + stimorder.append(temp[0]) + run_validcolumns.append(cnt) + cnt += 1 + validcolumns.append(run_validcolumns) + + stimix.append(np.asarray(stimorder)[np.asarray(run_validcolumns)]) + + # FIT TYPE-A MODEL [ON-OFF] + + # The approach: + # (1) Every stimulus is treated as the same. + # (2) We assume the HRF. + + # define + whmodel = 1 + + # collapse all conditions and fit + print('*** FITTING TYPE-A MODEL (ONOFF) ***\n') + design0 = [np.sum(x, axis=1)[:, np.newaxis] for x in self.design] + optB = { + 'extra_regressors': params['extra_regressors'], + 'maxpolydeg': params['maxpolydeg'], + 'wantpercentbold': params['wantpercentbold'], + 'suppressoutput': 0 + } + results0 = glm_estimatemodel( + design0, + self.data, + stimdur, + tr, + 'assume', + params['hrftoassume'], + 0, + optB + )[0] + + onoffR2 = results0['R2'] + meanvol = results0['meanvol'] + + # save to disk if desired + if params['wantfileoutputs'][whmodel] == 1: + file0 = os.path.join(outputdir, 'TYPEA_ONOFF.npy') + print(f'*** Saving results to {file0}. ***\n') + np.save(file0, onoffR2, meanvol, xyz) + + # figures + if wantfig: + """ TODO + port normalizerange.m and add to makeimstack + """ + plt.imshow( + make_image_stack(onoffR2.reshape(xyz)), + vmin=0, + vmax=100, + cmap='hot' + ) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'onoffR2.png')) + plt.close('all') + plt.imshow(make_image_stack(meanvol.reshape(xyz)), cmap='gray') + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'meanvol.png')) + plt.close('all') + + # preserve in memory if desired, and then clean up + if params['wantmemoryoutputs'][whmodel] == 1: + results = {} + results['onoffR2'] = onoffR2 + results['meanvol'] = meanvol + + # DETERMINE THRESHOLDS + if wantfig: + thresh = findtailthreshold( + onoffR2.flatten(), + os.path.join(outputdir, 'onoffR2hist.png'))[0] + else: + thresh = findtailthreshold(onoffR2.flatten())[0] + + if 'brainR2' not in params: + params['brainR2'] = thresh + + if 'pcR2cutoff' not in params: + params['pcR2cutoff'] = thresh + + # FIT TYPE-B MODEL [FITHRF] + + # The approach: + # (1) Fit single trials. + # (2) Evaluate the library of HRFs (or the single assumed HRF). + # Choose based on R2 for each voxel. + + # if the user does not want file output nor memory output AND + # if the number of HRFs to choose + # from is just 1, we can short-circuit this whole endeavor! + if params['wantfileoutputs'][1] == 0 and \ + params['wantmemoryoutputs'][1] == 0 and \ + params['hrflibrary'].shape[1] == 1: + + # short-circuit all of the work + HRFindex = np.ones(numvoxels) # easy peasy + + else: + + # define + whmodel = 2 + + # initialize + FitHRFR2 = np.zeros( + (numvoxels, nh), + dtype=np.float32) + # X x Y x Z x HRFs with R2 values (all runs) + FitHRFR2run = np.zeros( + (numvoxels, numruns, nh), + dtype=np.float32) + # X x Y x Z x runs x HRFs with R2 separated by runs + modelmd = np.zeros( + (numvoxels, numtrials), + dtype=np.float32) + # X x Y x Z x trialbetas + optC = { + 'extra_regressors': params['extra_regressors'], + 'maxpolydeg': params['maxpolydeg'], + 'wantpercentbold': params['wantpercentbold'], + 'suppressoutput': 1 + } + + # loop over chunks + print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') + for z in np.arange(len(chunks)): + + this_chunk = chunks[z] + n_inchunk = len(this_chunk) + + print(f'working on chunk {z+1} of {len(chunks)}.\n') + data_chunk = [datx[this_chunk, :] for datx in self.data] + # do the fitting and accumulate all the betas + modelmd0 = np.zeros( + (n_inchunk, numtrials, nh), + dtype=np.float32) + # someXYZ x trialbetas x HRFs + for p in np.arange(nh): + print(f'\t working on hrf {p}') + results0 = glm_estimatemodel( + designSINGLE, + data_chunk, + stimdur, + tr, + 'assume', + params['hrflibrary'][:, p], + 0, + optC + )[0] + + FitHRFR2[this_chunk, p] = results0['R2'] + FitHRFR2run[this_chunk, :, p] = np.stack( + results0['R2run']).T + modelmd0[:, :, p] = results0['betasmd'] + + # keep only the betas we want + # ii shape someXYZ + ii = np.argmax(FitHRFR2[this_chunk, :], axis=1) + + # tile it as someXYZ x numtrials + iiflat = np.tile( + ii[:, np.newaxis], numtrials).flatten() + + # someXYZ x numtrials x nh + modelmd0 = np.reshape( + modelmd0, [n_inchunk*numtrials, -1]) + + # XYZ by n_trials + modelmd[this_chunk, :] = modelmd0[np.arange( + n_inchunk*numtrials), iiflat].reshape(n_inchunk, -1) + + R2 = np.max(FitHRFR2, axis=1) # R2 is XYZ + HRFindex = np.argmax(FitHRFR2, axis=1) # HRFindex is XYZ + + # also, use R2 from each run to select best HRF + HRFindexrun = np.argmax(FitHRFR2run, axis=2).flatten() + + FitHRFR2run = np.reshape( + FitHRFR2run, + (numvoxels*numruns, nh)) + + # using each voxel's best HRF, what are the corresponding R2run + # values? + R2run = FitHRFR2run[np.arange( + numvoxels*numruns), + HRFindexrun].reshape([numvoxels, -1]) + + # FIT TYPE-B MODEL (LSS) INTERLUDE BEGIN + + # if params.wantlss, we have to use the determined HRFindex and + # re-fit the entire dataset using LSS estimation. this will + # simply replace 'modelmd' with a new version. + # so that's what we have to do here. + + if params['wantlss']: + + # initalize + modelmd = np.zeros((numvoxels, numtrials), dtype=np.float32) + # X*Y*Z x trialbetas [the final beta estimates] + + # loop over chunks + print( + '*** FITTING TYPE-B MODEL' + '(FITHRF but with LSS estimation) ***\n') + + for z in np.arange(len(chunks)): + print(f'working on chunk {z+1} of {len(chunks)}.\n') + + this_chunk = chunks[z] + n_inchunk = len(this_chunk) + + # loop over possible HRFs + for hh in np.arange(nh): + + # figure out which voxels to process. + # this will be a vector of indices into the small + # chunk that we are processing. + # our goal is to fully process this set of voxels! + goodix = np.flatnonzero( + HRFindex[this_chunk] == hh) + + data0 = \ + [x[this_chunk, :][goodix, :] for x in self.data] + + # calculate the corresponding indices relative to the + # full volume + temp = np.zeros(HRFindex.shape) + temp[this_chunk] = 1 + relix = np.flatnonzero(temp)[goodix] + + # define options + optA = {'extra_regressors': params['extra_regressors'], + 'maxpolydeg': params['maxpolydeg'], + 'wantpercentbold': params['wantpercentbold'], + 'suppressoutput': 1 + } + + # do the GLM + cnt = 0 + for rrr in np.arange(len(designSINGLE)): # each run + for ccc in np.arange(numtrialrun[rrr]): # each trial + designtemp = designSINGLE[rrr] + designtemp = np.c_[ + designtemp[:, cnt+ccc], + np.sum( + designtemp[:, np.setdiff1d( + np.arange( + designtemp.shape[1] + ), + cnt+ccc)], + axis=1 + ) + ] + results0, cache = glm_estimatemodel( + designtemp, + data0[rrr], + stimdur, + tr, + 'assume', + params['hrflibrary'][:, hh], + 0, + optA + ) + modelmd[relix, cnt+ccc] = \ + results0['betasmd'][:, 0] + + cnt = cnt + numtrialrun[rrr] + + # FIT TYPE-B MODEL (LSS) INTERLUDE END + + # save to disk if desired + if params['wantfileoutputs'][whmodel] == 1: + file0 = os.path.join(outputdir, 'TYPEB_FITHRF.npy') + print(f'*** Saving results to {file0}. ***\n') + np.save( + file0, + FitHRFR2, + FitHRFR2run, + HRFindex, + HRFindexrun, + R2, + R2run, + modelmd, + meanvol + ) + + # figures? + if wantfig: + """ TODO + port normalizerange.m and add to makeimstack + """ + plt.imshow( + make_image_stack(HRFindex.reshape(xyz)), + vmin=0, + vmax=nh) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'HRFindex.png')) + plt.close('all') + + + # preserve in memory if desired, and then clean up + if params['wantmemoryoutputs'][whmodel] == 1: + results['lss'] = { + 'FitHRFR2': FitHRFR2, + 'FitHRFR2run': FitHRFR2run, + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'R2': R2, + 'R2run': R2run, + 'modelmd': modelmd, + 'meanvol': meanvol + } + diff --git a/glmdenoise/utils/calc_cod.py b/glmdenoise/utils/calc_cod.py new file mode 100644 index 0000000..87d524c --- /dev/null +++ b/glmdenoise/utils/calc_cod.py @@ -0,0 +1,124 @@ +import numpy as np +from glmdenoise.utils.zerodiv import zerodiv + + +def calc_cod(x, y, dim=None, wantgain=0, wantmeansub=1): + """Calculate the coefficient of determination + + Args: + x ([type]): matrix with the same dimensions as y + y ([type]): matrix with the same dimensions as x + dim ([type]): is the dimension of interest + wantgain (int, optional): Defaults to 0. 0 means normal + 1 means allow a gain to be applied to each case of + to minimize the squared error with respect to . + in this case, there cannot be any NaNs in or . + 2 is like 1 except that gains are restricted to be non-negative. + so, if the gain that minimizes the squared error is negative, + we simply set the gain to be applied to be 0. + default: 0. + wantmeansub (int, optional): Defaults to 1. + 0 means do not subtract any mean. this makes it such that + the variance quantification is relative to 0. + 1 means subtract the mean of each case of from both + and before performing the calculation. this makes + it such that the variance quantification + is relative to the mean of each case of . + note that occurs before . + default: 1. + + calculate the coefficient of determination (R^2) indicating + the percent variance in that is explained by . this is achieved + by calculating 100*(1 - sum((y-x).^2) / sum(y.^2)). note that + by default, we subtract the mean of each case of from both + and before proceeding with the calculation. + + the quantity is at most 100 but can be 0 or negative (unbounded). + note that this metric is sensitive to DC and scale and is not symmetric + (i.e. if you swap and , you may obtain different results). + it is therefore fundamentally different than Pearson's correlation + coefficient (see calccorrelation.m). + + NaNs are handled gracefully (a NaN causes that data point to be ignored). + + if there are no valid data points (i.e. all data points are + ignored because of NaNs), we return NaN for that case. + + note some weird cases: + calccod([],[]) is [] + + history: + 2013/08/18 - fix pernicious case where is all zeros and + is 1 or 2. + 2010/11/28 - add ==2 case + 2010/11/23 - changed the output range to percentages. thus, the range + is (-Inf,100]. also, we removed the input since + it was dumb. + + example: + x = np.random.random(100) + calccod(x,x+0.1*np.random.random(100)) + """ + + # input + if dim is None: + dim = np.argmax(x.shape) + + # handle gain + if wantgain: + # to get the residuals, we want to do something like y-x*inv(x'*x)*x'*y + temp = 1/np.dot(x, x) * np.dot(x, y) + if wantgain == 2: + # if the gain was going to be negative, rectify it to 0. + temp[temp < 0] = 0 + x = x * temp + + # propagate NaNs (i.e. ignore invalid data points) + x[np.isnan(y)] = np.nan + y[np.isnan(x)] = np.nan + + # handle mean subtraction + if wantmeansub: + mn = np.nanmean(y, axis=dim) + y = y - mn + x = x - mn + + # finally, compute it + with np.errstate(divide='ignore', invalid='ignore'): + nom = np.nansum((y-x) ** 2, axis=dim) + denom = np.nansum((y**2), axis=dim) + f = np.nan_to_num(1 - (nom / denom)) + return 100*f + + +def calc_cod_stack(yhat, y): + """ + [summary] + + Args: + data ([type]): [description] + pred ([type]): [description] + + Returns: + r2s: global r2s + + """ + + numer = np.asarray( + [np.sum((a-b)**2, axis=0) for a, b in zip(yhat, y)] + ).sum(axis=0) + denom = np.asarray( + [np.sum(a**2, axis=0) for a in y] + ).sum(axis=0) + + # calculate global R2 + + r2s = 100*(1 - zerodiv( + numer, + denom, + val=np.nan, + wantcaution=0 + ) + ) + + return r2s diff --git a/glmdenoise/utils/construct_stim_matrices.py b/glmdenoise/utils/construct_stim_matrices.py new file mode 100644 index 0000000..3187501 --- /dev/null +++ b/glmdenoise/utils/construct_stim_matrices.py @@ -0,0 +1,93 @@ +import numpy as np + + +def construct_stim_matrices(m, prenumlag=0, postnumlag=0, wantwrap=0): + """construc stimulus matrices from design matrix m + + Args: + + m ([2d matrix]): is a 2D matrix, each row of which is a stimulus + sequence (i.e. a vector that is all zeros except for ones + indicating the onset of a given stimulus (fractional values + are also okay)) + + prenumlag (bool or int, optional): Defaults to False. number of + stimulus points in the past + + postnumlag (bool or int, optional): Defaults to False. number of + stimulus points in the future + + wantwrap (bool, optional): Defaults to False. whether to wrap + around + Returns: + [2d matrix]: a stimulus matrix of dimensions + size(m,2) x ((prenumlag+postnumlag+1)*size(m,1)). + this is a horizontal concatenation of the stimulus + matrix for the first stimulus sequence, the stimulus + matrix for the second stimulus sequence, and so on. + this function is useful for fitting finite impulse + response (FIR) models. + """ + + # make sure m is numpy + m = np.asarray(m) + + # get out early + if not prenumlag and not postnumlag: + f = m.T + return f + else: + nconds, nvols = m.shape + + # do it + num = prenumlag + postnumlag + 1 + f = np.zeros((nvols, num*nconds)) + for p in range(nconds): + i = p + 1 + thiscol = (i - 1) * num + np.array(range(num)) + f[:, thiscol] = construct_stim_matrix( + m[p, :], prenumlag, postnumlag, wantwrap + ) + + return f + + +def construct_stim_matrix(v, prenumlag, postnumlag, wantwrap=0): + """Construct stimulus matrix from design vector + + Args: + + v ([1d vector]): v is the stimulus sequence represented as a vector + + prenumlag ([int]): this is the number of stimulus points in the past + + postnumlag ([int]): this is the number of stimulus points in the future + + wantwrap (int, optional): Defaults to 0. whether to wrap around + + + Returns: + [2d array]: return a stimulus matrix of dimensions + length(v) x (prenumlag+postnumlag+1) + where each column represents the stimulus at + a particular time lag. + """ + v = np.asarray(v) + total = prenumlag + postnumlag + 1 + f = np.zeros((len(v), total)) + for p in range(total): + i = p + 1 + if False: + pass + # shift = [0 - prenumlag + (p-1)] + # f[:, p] = np.roll(v, shift, axis=(0, 1)).T + else: + temp = -prenumlag + (i - 1) + if temp < 0: + pass + # vindx = range(len(v), 1 - temp) + # findx = range(len(v)+temp) + # f[findx, p] = v[vindx] + else: + f[temp:, p] = v[: len(v) - temp] + return f diff --git a/glmdenoise/utils/convolve_design.py b/glmdenoise/utils/convolve_design.py new file mode 100644 index 0000000..f6d21f6 --- /dev/null +++ b/glmdenoise/utils/convolve_design.py @@ -0,0 +1,69 @@ +import numpy as np +from scipy.interpolate import pchip + + +def convolve_design(X, hrf, opt=None): + """convolve each column of a 2d design matrix with hrf + + Args: + X ([2D design matrix]): time by cond, or list of onsets + hrf ([1D hrf function]): hrf + opt: if onset case, provides n_times and tr for + interpolation + + Returns: + [convdes]: 2D: Samples by cond + """ + + # if onset-time case + if type(X) is list: + errmsg = 'n_times needs to be in opt' + np.testing.assert_equal( + 'n_times' in opt, + True, + err_msg=errmsg) + n_times = opt['n_times'] + tr = opt['tr'] + + # calc + n_conditions = len(X) + convdes = np.zeros((n_times, n_conditions)) + + all_times = np.linspace(0, tr*(n_times-1), n_times) + hrf_times = np.linspace(0, tr*(len(hrf)-1), len(hrf)) + + for q in range(n_conditions): + # onset times for qth condition in run p + otimes = X[q] + + # intialize + yvals = np.zeros((n_times)) + + # loop over onset times + for r in otimes: + # interpolate to find values at the + # data sampling time points + f = pchip( + r + hrf_times, + hrf, + extrapolate=False)(all_times) + + yvals = yvals + np.nan_to_num(f) + + # record + convdes[:, q] = yvals + + # normal vector or matrix cases + else: + ndims = X.ndim + if ndims == 1: + ntime = X.shape[0] + convdes = np.convolve(X, hrf) + convdes = convdes[range(ntime)] + else: + ntime, ncond = X.shape + convdes = np.asarray( + [np.convolve(X[:, x], hrf, ) for x in range(ncond)]).T + convdes = convdes[range(ntime), :] + + return convdes diff --git a/glmdenoise/utils/fit_model.py b/glmdenoise/utils/fit_model.py new file mode 100644 index 0000000..6950eb9 --- /dev/null +++ b/glmdenoise/utils/fit_model.py @@ -0,0 +1,357 @@ + +import numpy as np +from glmdenoise.utils.make_design_matrix import make_design +from glmdenoise.utils.mtimes_stack import mtimes_stack +from glmdenoise.utils.olsmatrix import olsmatrix +from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack +from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices +from glmdenoise.utils.convolve_design import convolve_design +from fracridge import fracridge +from ipdb import set_trace + + +def fit_model(design, data2, tr, hrfmodel, hrfknobs, + opt, combinedmatrix, cache=None): + """[summary] + f, cache = fit_model(design, data2, tr, hrfmodel, hrfknobs, + opt, combinedmatrix, cache) + + if hrfmodel is 'fir', then will be voxels x conditions x time + (flattened format) + if hrfmodel is 'assume' or 'optimize', then will be {A B} + where A is time x 1 and B is voxels x conditions (flattened format). + is [] unless hrfmodel is 'optimize', in which case it + will be a column vector of voxel indices. + + note: cache.rawdesign will exist for 'fir' and 'assume' but not + 'optimize'. + + Args: + design ([list]): [description] + data2 ([list]): [description] + tr ([int]): [description] + hrfmodel ([str]): [description] + hrfknobs ([array]): [description] + opt ([dict]): [description] + combinedmatrix ([array]): [description] + cache ([dict]): [description] + + Returns: + [tuple]: [f, cache] + """ + + # internal constants + minR2 = 99 + # in 'optimize' mode, if R^2 between previous HRF and new HRF + # is above this threshold (and we have at least gone through + # one complete round of fitting (just so that we can change + # a little from the initial seed)), then we stop fitting. + + # init + hrffitvoxels = [] + + # make sure data is np.float32 + for p in range(len(data2)): + data2[p] = data2[p].astype(np.float32, copy=False) + + # for p in range(len(design)): + # design[p] = design[p].astype(np.float32, copy=False) + + n_runs = len(design) + + if cache is None: + cache = {} + cache['design'] = [None for x in range(n_runs)] + cache['rawdesign'] = [None for x in range(n_runs)] + + if hrfmodel == 'fir': + + # since 'fir', we can assume design is not the onset case, but check it + np.testing.assert_equal(type(design[0]) is int, True) + + # calc + numconditions = design[0].shape[1] + + # prepare design matrix + desw = [] + for p in range(len(design)): + + # expand original design matrix using delta basis functions. + # the length of each timecourse is L. + desw.append(construct_stim_matrices( + design[p].T, + 0, + hrfknobs, + 0).astype(np.float32)) + # time x L*conditions + + # save a record of the raw design matrix + cache['rawdesign'][p] = desw[p] + + # remove polynomials and extra regressors + desw[p] = combinedmatrix[p].astype(np.float32) @ desw[p] + # time x L*conditions + + # save a record of the projected-out design matrix + cache['design'][p] = desw[p] + + # fit model + if opt['wantfracridge']: + f = fracridge( + np.concatenate(desw), + np.concatenate(data2), + opt['fracs'] + )[0] + + else: + f = mtimes_stack( + olsmatrix(np.concatenate(desw)), + data2) # L*conditions x voxels + + # voxels x conditions x L + f = np.transpose(np.reshape(f, [hrfknobs+1, numconditions]), [2, 1, 0]) + + fout = {} + fout['betas'] = f.T + fout['hrffitvoxels'] = hrffitvoxels + + elif hrfmodel == 'assume': + + # prepare design matrix + desopts = { + 'n_times': data2[0].shape[0], + 'tr': tr + } + desw = [] + for p in range(n_runs): + + # convolve original design matrix with HRF + # number of time points + desw.append( + convolve_design( + design[p], + hrfknobs, + desopts).astype(np.float32)) + + # save a record of the raw design matrix + cache['rawdesign'][p] = desw[p] + + # remove polynomials and extra regressors + desw[p] = combinedmatrix[p].astype(np.float32) @ desw[p] + # time x conditions + + # save a record of the projected-out design matrix + cache['design'][p] = desw[p] + + # fit model + if opt['wantfracridge']: + f = np.transpose( + fracridge( + np.concatenate(desw), + np.concatenate(data2), + opt['fracs'])[0], + [0, 2, 1]) # conditions x voxels + else: + f = mtimes_stack( + olsmatrix(np.concatenate(desw)), + data2) # conditions x voxels + + fout = {} + fout['hrfknobs'] = hrfknobs + fout['betas'] = f.T + fout['hrffitvoxels'] = hrffitvoxels + + elif hrfmodel == 'optimize': + + # since 'optimize', we can assume design is not the onset case, + # but check it + np.testing.assert_true(type(design[0]), list) + + # calc + numinhrf = len(hrfknobs) + numconds = design[0].shape[1] + + numruns = len(design) + numconds = design[0].shape[1] + postnumlag = numinhrf - 1 + + if 'design2pre' not in cache: + + # precompute for speed + design2pre = [] + for p in range(len(data2)): + + # expand design matrix using delta functions + ntime = design[p].shape[0] # number of time points + design2pre.append( + construct_stim_matrices( + design[p].T, + prenumlag=0, + postnumlag=postnumlag + ).reshape( + -1, + numconds, + order='F').astype(np.float32)) + # time*L x conditions + + # record it + cache['design2pre'] = design2pre + else: + if 'design2pre' in cache: + design2pre = cache['design2pre'] + + # collect ntimes per run + ntimes = [data2[p].shape[0] for p in range(numruns)] + + # loop until convergence + currenthrf = hrfknobs # initialize + cnt = 1 + while True: + + # fix the HRF, estimate the amplitudes + if cnt % 2 == 1: + + # prepare design matrix + design2 = [] + for p in range(numruns): + + # get design matrix with HRF + # number of time points + design2.append( + make_design( + design[p], + tr, + ntimes[p], + currenthrf + ) + ) + + # project the polynomials out + design2[p] = combinedmatrix[p] @ design2[p] + # time x conditions + + # estimate the amplitudes (output: conditions x voxels) + currentbeta = mtimes_stack( + olsmatrix(np.vstack(design2)), + data2 + ) + + # calculate R^2 + modelfit = [(design2[p] @ currentbeta).astype( + np.float32) for p in range(numruns)] + + R2 = calc_cod_stack(data2, modelfit) + + # figure out indices of good voxels + if opt['hrffitmask'] == 1: + temp = R2 + else: # if people provided a mask for hrf fitting + temp = np.zeros((R2.shape)) + temp[np.invert(opt['hrffitmask'].ravel())] = -np.inf + # shove -Inf in where invalid + + temp[np.isnan(temp)] = -np.inf + ii = np.argsort(temp) + nii = len(ii) + iichosen = ii[np.max((1, nii - opt['numforhrf'])):nii] + iichosen = np.setdiff1d( + iichosen, iichosen[temp[iichosen] == -np.inf] + ).tolist() + hrffitvoxels = iichosen + + # fix the amplitudes, estimate the HRF + else: + + nhrfvox = len(hrffitvoxels) + + # prepare design matrix + design2 = [] + for p in range(numruns): + + # calc + # weight and sum based on the current amplitude estimates. + # only include the good voxels. + # return shape time*L x voxels + + design2.append(( + design2pre[p] @ currentbeta[:, hrffitvoxels] + ).astype(np.float32)) + + # remove polynomials and extra regressors + # time x L*voxels + design2[p] = design2[p].reshape( + (ntimes[p], -1), order='F') + + design2[p] = combinedmatrix[p] @ design2[p] + design2[p] = design2[p].reshape( + (ntimes[p], numinhrf, -1), + order='F') + design2[p] = np.transpose(design2[p], (0, 2, 1)) + + # estimate the HRF + previoushrf = currenthrf + datasubset = np.array(np.vstack( + [data2[x][:, hrffitvoxels] for x in range(numruns)] + )) + + stackdesign = np.vstack(design2) + ntime = stackdesign.shape[0] + + stackdesign = stackdesign.reshape( + (ntime * nhrfvox, numinhrf), order='F') + stackdesign = olsmatrix(stackdesign) + currenthrf = np.asarray(stackdesign.dot( + datasubset.reshape((-1), order='F')))[0] + + # if HRF is all zeros (this can happen when the data + # are all zeros) + # get out prematurely + if np.all(currenthrf == 0): + print( + f'current hrf went all to 0 after {cnt} attempts\n') + break + + # check for convergence + hrfR2 = calc_cod(previoushrf, currenthrf, wantmeansub=0) + if hrfR2 >= minR2 and cnt > 2: + break + + cnt += 1 + + # sanity check + # we want to see that we're not converging in a weird place + # so we compute the coefficient of determination between the + # current estimate and the seed hrf + hrfR2 = calc_cod(hrfknobs, previoushrf, wantmeansub=0) + + # sanity check to make sure that we are not doing worse. + if hrfR2 < opt['hrfthresh']: + print( + "Global HRF estimate is far from the initial seed," + "probably indicating low SNR. We are just going to" + "use the initial seed as the HRF estimate.\n" + ) + fout = fit_model( + design, + data2, + tr, + 'assume', + hrfknobs, + opt, + combinedmatrix, + )[0] + + return fout, cache + + # normalize results + mx = np.max(previoushrf) + previoushrf = previoushrf / mx + currentbeta = currentbeta * mx + + # return + fout = dict() + fout["hrf"] = previoushrf + fout['betas'] = currentbeta.T + fout['hrffitvoxels'] = hrffitvoxels + + return fout, cache diff --git a/glmdenoise/utils/glm_estimatemodel.py b/glmdenoise/utils/glm_estimatemodel.py new file mode 100644 index 0000000..4ded49d --- /dev/null +++ b/glmdenoise/utils/glm_estimatemodel.py @@ -0,0 +1,891 @@ +import time +import numpy as np +from itertools import compress +from tqdm import tqdm +from glmdenoise.check_inputs import check_inputs +from glmdenoise.utils.gethrf import getcanonicalhrf +from glmdenoise.utils.normalisemax import normalisemax +from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) +from glmdenoise.utils.fit_model import fit_model +from glmdenoise.utils.glm_predictresponses import glm_predictresponses +from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack + + +def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, + resampling, opt=None, cache=None, mode=0): + + """ + glm_estimatemodel + + [summary] + + Based on the experimental design (, , ) and the + model specification (, ), fit a GLM model to the + data () using a certain resampling scheme (). + + Arguments: + __________ + + : + + is the experimental design. + + There are three possible cases: + 1. A where A is a matrix with dimensions time x conditions. + Each column should be zeros except for ones indicating condition + onsets. + (Fractional values in the design matrix are also allowed.) + + 2. [A1, A2, ...An] where each of the A's are like the previous case. + The different A's correspond to different runs, and different + runs can have different numbers of time points. + + 3. [[[C1_1], [C2_1], [C3_1] ...],[[C1_2],[C2_2],[C3_2], ...] ...] + where Ca_b is a vector of onset times (in seconds) for condition a + in run b. + Time starts at 0 and is coincident with the acquisition of the + first volume. This case is compatible only with set to + 'assume'. + + : + + is the time-series data with dimensions X x Y x Z x time or a + list vector of elements that are each X x Y x Z x time. XYZ can be + collapsed such that the data are given as a 2D matrix (XYZ x time); + however, if you do this, then several of the figures that are written + out by this function will not be useful to look at. The dimensions of + should mirror that of . + (For example, and should have the same number + of runs, the same number of time points, etc.) + should not contain any NaNs. We automatically convert + to single format (if necessary). + + : + + is the duration of a trial in seconds + + : + + is the sampling rate in seconds + + : + + indicates the type of model to use for the HRF: + + 'fir': a finite impulse response model (a separate timecourse + is estimated for every voxel and every condition) + + 'assume': that the HRF is provided (see ) + + 'optimize': indicates that we should estimate a global HRF from + the data + + (optional): + + if is 'fir', then should be the number of + time points in the future to model (N >= 0). For example, if N + is 10, then timecourses will consist of 11 points, with the first + point coinciding with condition onset. + + if is 'assume', then should be time x 1 with + the HRF to assume. + + if is 'optimize', then should be time x 1 with + the initial seed for the HRF. The length of this vector indicates + the number of time points that we will attempt to estimate in the + HRF. + + Note on normalization: In the case that is 'assume' or + 'optimize', we automatically divide by the maximum value + so that the peak is equal to 1. And if is 'optimize', + then after fitting the HRF, we again normalize the HRF to peak at 1 + (and adjust amplitudes accordingly). Default in the case of 'fir' is + 20. Default in the case of 'assume' and 'optimize' is to use a + canonical HRF that is calculated based on and . + + + + specifies the resampling scheme: + + 0 means fit fully (don't bootstrap or cross-validate) + + A means bootstrap A times (A >= 1) + + -1 means perform leave-one-run-out cross-validation (in this case, + there must be at least two runs) + + (optional) is a struct with the following fields: + + (optional) + + is time x regressors or a cell vector + of elements that are each time x regressors. The dimensions of + should mirror that of (i.e. same number of + runs, same number of time points). The number of extra regressors + does not have to be the same across runs, and each run can have zero + or more extra regressors. If None or not supplied, we do + not use extra regressors in the model. + + (optional): + + is a non-negative integer with the maximum + polynomial degree to use for polynomial nuisance functions, which + are used to capture low-frequency noise fluctuations in each run. + Can be a vector with length equal to the number of runs (this + allows you to specify different degrees for different runs). + Default is to use round(L/2) for each run where L is the + duration in minutes of a given run. + + (optional): + + is the random number seed to use (this affects + the selection of bootstrap samples). Default: sum(100*clock). + + (optional): + + is a vector of positive integers indicating + the grouping of runs to use when bootstrapping. For example, + a grouping of [1 1 1 2 2 2] means that of the six samples that are + drawn, three samples will be drawn (with replacement) from the first + three runs and three samples will be drawn (with replacement) from + the second three runs. This functionality is useful in situations + where different runs involve different conditions. + Default: ones(1, D) where D is the number of runs. + + (optional): + + is a positive integer indicating the number + of voxels (with the best R^2 values) to consider in fitting the + global HRF. This input matters only when is 'optimize'. + Default: 50. (If there are fewer than that number of voxels + available, we just use the voxels that are available.) + + (optional): + + is X x Y x Z with 1s indicating all possible + voxels to consider for fitting the global HRF. This input matters + only when is 'optimize'. Special case is 1 which means + all voxels can be potentially chosen. Default: 1. + + (optional): + + is whether to convert the amplitude + estimates in 'models', 'modelmd', 'modelse', and 'residstd*' to + percent BOLD change. + This is done as the very last step, and is accomplished by dividing + by the absolute value of 'meanvol' and multiplying by 100. (The + absolute value prevents negative values in 'meanvol' from flipping + the sign.) + Default: 1. + + (optional): + + is an R^2 threshold. If the R^2 between the + estimated HRF and the initial HRF is less than , we + decide to just use the initial HRF. Set to -Inf if + you never want to reject the estimated HRF. + Default: 50. + + (optional): + + is whether to suppress fprintf statements. + Default: 0. + + (optional): + + is the lambda constant to use for ridge regression. + This takes effect only for the 'fir' and 'assume' cases. Default: 0. + + (optional): + + is the frac to use for fractional ridge regression. + This takes effect only for the 'fir' and 'assume' cases. + Default: []. + If [], we use . If not [], we use . + + (optional): + + is used for speeding up execution. + + If you are calling this function with identical inputs except + potentially for different , then if you can take the + returned by the first call and re-use it for subsequent calls. + + (optional): + + 1 means that only the 'R2' output is desired (to save compute time) + 2 means that hrfmodel is 'optimize', resampling is 0, we only care + about the hrf and hrffitvoxels outputs (to save time and memory) + Default: 0. + + + + Returns: + __________ + + : + + as a dict containing the following keys: + + : + + contains the full set of model estimates (e.g. all bootstrap results) + + : + + contains the final model estimate (median of the estimates in ) + + : + + contains the standard error of the final model estimate (half + of the 68% range of the estimates in ). Note that + will be computed in all resampling schemes (full-fit, bootstrapping, + and cross-validation) but can be interpreted as an estimate of + standard error only in the bootstrapping scheme. + + : + + is XYZ with model accuracy expressed in terms of R^2 (percentage). + In the full-fit and bootstrap cases, is an R^2 value indicating + how well the final model estimate () fits the data. + In the cross-validation case, is an R^2 value indicating how + well the cross-validated predictions of the model match the data. + (The predictions and the data are each aggregated across runs before + the computation of R^2.) + + : + + is [XYZ] x runs with R^2 values calculated on a per-run basis. + + : + + is XYZ with the maximum absolute amplitude in + (this is computed over all conditions and time points in the case of + 'fir' and over all conditions in the case of 'assume' and 'optimize') + + : + + is XYZ with the average amplitude error in . + + : + + is XYZ with divided by . + + : + + is XYZ with 1s indicating the voxels used for + fitting the global HRF. This input is returned as [] if + is not 'optimize'. + In the bootstrap and cross-validation cases, indicates + the voxels corresponding to the last iteration. + + : + + is XYZ with the mean of all volumes + + : + + is a dict containing all inputs used in the call to this + function, excluding . We additionally include a field called + 'datasize' which contains the size of each element of . + + Additional details on the format of , , and : + ______________________________________________________________________ + + + If is 'fir', then model estimates consist of timecourses: + is XYZ x conditions x time x resamples + is XYZ x conditions x time + is XYZ x conditions x time + + If is 'assume' or 'optimize', then model estimates consist + of HRF estimates and amplitude estimates: + is time x resamples (HRF estimates) + is time x 1 + is time x 1 + + Notes on model accuracy (R^2): + + We quantify the accuracy of the GLM model as the amount of variance in + the time-series data that is explained by the deterministic portion of + the model, that is, the hemodynamic responses evoked by the various + experimental conditions. + + Note that this does not include the nuisance components of the model, + that is, the polynomial regressors and any extra regressors provided by + the user (see opt.extraregressors). + + The metric that we use for accuracy is R^2. Specifically: + R^2 = 100 * (1-sum((data-model)^2)/sum(data^2)) + + Before computing R^2 between the model and the data, we project out + polynomial regressors from both the model and the data. The purpose of + this is to reduce the influence of low-frequency fluctuations (which + can be quite large in fMRI data) on the model accuracy metric. + + Notes on bootstrapping: + + Bootstrap samples are drawn from entire runs. (Bootstrapping individual + data points would be inappropriate due to temporal correlations in fMRI + noise.) + + For example, if there are 10 runs, each bootstrap sample consists of 10 + runs drawn with replacement from the 10 runs. + + In cases of unbalanced designs, it is possible that a bootstrap sample + contains no occurrences of a given condition; in this case, a warning is + reported and the beta weight estimated for that condition is set to zero. + + Notes on the estimation of a global HRF: + + When is 'optimize', we estimate a global HRF from the data. + This is achieved using an iterative fitting strategy: First, the HRF is + fixed to the initial seed provided by , and we estimate the + amplitudes using OLS. Then, the amplitudes are fixed (to the estimates + obtained in the previous step), and we estimate the HRF using OLS. Next, + the HRF is fixed + (to the estimate obtained in the previous step), and we re-estimate the + amplitudes using OLS. This process is repeated until convergence. + + The reason for the iterative fitting strategy is that the entire model + cannot be estimated at once using linear fitting techniques (and nonlinear + techniques would be too costly). + - At the HRF-estimation steps of the fitting process, the entire dataset + can in theory be fit. However, this is undesirable for two reasons. One, + fitting the entire dataset may have exorbitant memory requirements. + Two, assuming that most voxels are unrelated to the experimental paradigm + (as is typically the case in an fMRI experiment), fitting the entire + dataset will result in a poor-quality (noisy) HRF. To resolve these + issues, we use a strategy in which we determine the best voxels in terms + of R^2 at a given amplitude-estimation step and fit only these voxels in + the subsequent HRF-estimation step. The number of voxels that are chosen + is controlled by opt.numforhrf, and the pool of chosen voxels is updated + at each amplitude-estimation step. + - In some cases, the fitted global HRF may diverge wildly from the initial + seed. This may indicate extremely low SNR and/or a problem with the + coding of the experimental design and/or a poor initial seed for the HRF. + If the R^2 between the initial seed and the fitted global HRF is less than + opt.hrfthresh, we issue a warning and simply use the initial seed as the + HRF (instead of relying on the fitted global HRF). These cases should be + inspected and troubleshooted on a case-by-case basis. + (In GLMdenoisedata.m, a figure named 'HRF.png' is created --- if the + initial and estimated HRF are exactly overlapping on the figure, this + indicates that the exception case occured.) + + Additional information: + - In some circumstances (e.g. using a FIR model with insufficient data), + the design matrix may be singular and there is no unique solution. Our + strategy for these cases is as follows: If MATLAB issues a warning during + the inversion of the autocorrelation matrix (i.e. X'*X), then program + execution halts. + + History: + [MATLAB] + - 2020/05/09: add opt.frac + - 2019/03/22: return design in cache, add opt.lambda + - 2014/07/31: return rawdesign in cache; change cubic to pchip to avoid + warnings + - 2013/12/11: now, after we are done using opt.seed, we reset the random + number seed to something random + (specifically, sum(100*clock)). + - 2013/11/18: add cache input/output; update documentation; new default + for maxpolydeg (it used to always be 2); add opt.hrfthresh; + add opt.suppressoutput; some speed-ups + - 2013/05/12: allow to specify onset times + - 2013/05/12: update to indicate fractional values in design matrix are + allowed. + - 2013/05/12 - regressors that are all zero now receive a 0 weight + (instead of crashing) + - 2013/05/12 - fixed a bug regarding how the extraregressors were being + handled. previously, the extraregressors and the polynomial + regressors were being regressed out sequentially, which is + improper. now, the two regressors are being fit + simultaneously, which is the correct way to do it. + - 2012/12/06: automatically convert data to single format + - 2012/12/03: *** Tag: Version 1.02 ***. Use faster OLS computation (less + error-checking; program execution will halt if design + matrix is singular); + implement various speed-ups; minor bug fixes. + - 2012/11/24: + - INPUTS: add stimdur and tr; hrfknobs is optional now; add + opt.hrffitmask; add opt.wantpercentbold + - OUTPUTS: add signal,noise,SNR; add hrffitvoxels; add meanvol; + add inputs + - add a speed-up (design2pre) + - 2012/11/02 - Initial version. + - 2012/10/30 - Automatic division of HRF. Ensure one complete round of + fitting in optimize case. + Add sanity check on HRF. + + """ + + # DEAL WITH INPUTS, ETC. + data, design, xyz = check_inputs(data, design) + + dimdata, dimtime = [0, 1] + numvoxels = data[0].shape[dimdata] + numruns = len(design) + + # calc + # deal with defaults + if opt is None: + opt = {} + + if 'extra_regressors' not in opt or opt['extra_regressors'] is False: + opt['extra_regressors'] = [None for x in range(numruns)] + + if 'maxpolydeg' not in opt: + opt['maxpolydeg'] = [ + np.arange( + round( + ((data[r].shape[1]*tr)/60)/2) + 1 + ) for r in range(numruns)] + + if 'seed' not in opt: + opt['seed'] = time.time() + + if 'wantfracridge' not in opt: + opt['wantfracridge'] = False + + if 'bootgroups' not in opt: + opt['bootgroups'] = np.ones((1, numruns)) + + if 'numforhrf' not in opt: + opt['numforhrf'] = 50 + + if 'hrffitmask' not in opt: + opt['hrffitmask'] = 1 + + if 'wantpercentbold' not in opt: + opt['wantpercentbold'] = 1 + + if 'hrfthresh' not in opt: + opt['hrfthresh'] = 50 + + if 'suppressoutput' not in opt: + opt['suppressoutput'] = 0 + + if 'lambda' not in opt: + opt['lambda'] = 0 + + if 'frac' not in opt: + opt['frac'] = None + + if type(opt['maxpolydeg']) is int: + opt['maxpolydeg'] = [opt['maxpolydeg'] for x in range(numruns)] + + # input + if hrfknobs is None: + if hrfmodel == 'fir': + hrfknobs = 20 + else: + hrfknobs = normalisemax(getcanonicalhrf(stimdur, tr)) + + if resampling == 0: + resamplecase = 'full' + elif resampling >= 1: + resamplecase = 'boot' + else: + resamplecase = 'xval' + + if 'maxpolydeg' not in opt: + opt['maxpolydeg'] = [np.arange( + round(((data[r].shape[dimtime]*tr)/60)/2) + 1 + ) for r in range(numruns)] + + if len(opt['maxpolydeg']) == 1: + opt['maxpolydeg'] = np.tile( + opt['maxpolydeg'], numruns).tolist() + + if hrfmodel == 'assume' or hrfmodel == 'optimize': + hrfknobs = normalisemax(hrfknobs, dim='global') + + # CALCULATE MEAN VOLUME + + volcnt = [x.shape[dimtime] for x in data] + meanvol = np.concatenate(data, axis=dimtime).mean(axis=dimtime) + + # DEAL WITH NUISANCE COMPONENTS + + # construct projection matrices for the nuisance components + polymatrix = [] + exmatrix = [] + combinedmatrix = [] + for p in range(numruns): + + # this projects out polynomials + pmatrix = make_polynomial_matrix( + volcnt[p], + opt['maxpolydeg'][p]) + polymatrix.append( + make_projection_matrix(pmatrix)) + + # this projects out the extra regressors + if not opt['extra_regressors'][p]: + exmatrix.append(1) + else: + exmatrix.append( + make_projection_matrix( + opt['extra_regressors'][p])) + + # this projects out both of them + if not opt['extra_regressors'][p]: + combinedmatrix.append( + make_projection_matrix(pmatrix)) + else: + combinedmatrix.append( + make_projection_matrix( + np.c_[pmatrix, opt['extra_regressors'][p]] + ) + ) + + # project out nuisance components from the data. + # after this step, data will have polynomials removed, + # and data2 will have both polynomials and extra regressors removed. + data2 = [] # NOTE: dataw and data2 are big be careful of MEMORY usage. + dataw = [] + for p in range(numruns): + dataw.append(np.transpose(data[p])) + data2.append( + combinedmatrix[p].astype(np.float32) @ dataw[p] + ) + dataw[p] = polymatrix[p].astype(np.float32) @ dataw[p] + + # note that data and data2 are in flattened format (time x voxels)!! + + # FIT MODELS + + # NOTE: cache['rawdesign'] will exist for 'fir' and 'assume' but not + # 'optimize' and for 'full' and 'boot' but not 'xval'. + + if resamplecase == 'full': + + # this is the full-fit case + + # fit the model to the entire dataset. we obtain just one analysis + # result. + if opt['suppressoutput'] == 0: + print('fitting model...') + + results, cache = fit_model( + design, + data2, + tr, + hrfmodel, + hrfknobs, + opt, + combinedmatrix, + cache) + + if opt['suppressoutput'] == 0: + print('done.\n') + + elif resamplecase == 'boot': + + # this is the bootstrap case + + # set random seed + np.random.seed(opt['seed']) + + # there are two reasons to call this line. one is that in the + # case of (bootstrap + optimize), we have to do a pre-call to + # get some cache. + # another is that we may need the cache.rawdesign output. + # so, let's just call it. + cache = fit_model( + design, + data2, + tr, + hrfmodel, + hrfknobs, + opt, + combinedmatrix, + cache)[1] + + # loop over bootstraps and collect up the analysis results. + results = [] + if opt['suppressoutput'] == 0: + print('bootstrapping model') + + for p in tqdm(range(resampling)): + # figure out bootstrap sample + boot_inds = np.random.choice( + np.arange(len(dataw)), len(dataw)).astype(int) + + boot_design = [design[x] for x in boot_inds] + boot_data = [data2[x] for x in boot_inds] + boot_combinedmatrix = [combinedmatrix[x] for x in boot_inds] + + """ + ix = [] + for q in range(np.max(opt['bootgroups']): + num = np.sum(opt['bootgroups']==q) + # number in this group + # TODO This line + ix = [ix subscript(np.where(opt['bootgroups']==q), + ceil(rand(1,num)*num))] + """ + # fit the model to the bootstrap sample + if hrfmodel == 'optimize': + boot_design2pre = \ + [cache['design2pre'][x] for x in boot_inds] + cache2 = {'design2pre': boot_design2pre} + else: + cache2 = None + + results.append( + fit_model( + boot_design, + boot_data, + tr, + hrfmodel, + hrfknobs, + opt, + boot_combinedmatrix, + cache2 + )[0] + ) + + if opt['suppressoutput'] == 0: + print('done.\n') + + # randomize the random seed + np.random.seed(1) + + elif resamplecase == 'xval': + + # this is the cross-validation case + # loop over cross-validation iterations. in each iteration, we + # record the analysis result and also record the time-series + # predictions. + modelfit = [] + results = [] + if opt['suppressoutput'] == 0: + print('cross-validating model') + + for p in tqdm(range(numruns)): + + # figure out resampling scheme + mask = np.arange(numruns) != p + + # fit the model + results.append( + fit_model( + list(compress(design, mask)), + list(compress(data2, mask)), + tr, + hrfmodel, + hrfknobs, + opt, + list(compress(combinedmatrix, mask)) + )[0]) # NOTE: no cache + + # compute the prediction + modelfit.append( + glm_predictresponses( + results[p], + [design[p]], + tr, + data2[p].shape[0], + 0) + ) # 1 because results{p} is in flattened format + + # massage format + # xyzsizefull = list(xyzsize) + [modelfit[p].shape[1]] + # modelfit[p] = np.reshape( + # modelfit[p], xyzsizefull) + + if opt['suppressoutput'] == 0: + print('done.\n') + + # PREPARE MODEL ESTIMATES FOR OUTPUT + + # in this special case, we do not have to perform this section, + # so let's skip it to save computational time. + if resamplecase == 'xval' and mode == 1: + results = [] + + # otherwise, do it as usual + else: + + if opt['suppressoutput'] == 0: + print('preparing output...') + + if hrfmodel in ['assume', 'optimize']: + if type(results) is list: + temp = [t['hrfknobs'] for t in results] + betas = [t['betas'] for t in results] + results['betas'] = np.concatenate( + np.asarray(betas)[:, :, np.newaxis], + axis=1 + ) + # TODO test this + results['hrfknobs'] = np.concatenate( + np.asarray(temp), + axis=1) + + # deal with {1} + if results['hrfknobs'].ndim == 1: + results['hrfknobsse'] = np.zeros( + results['hrfknobs'].shape).astype(np.float32) + else: + temp = np.percentile(results['hrfknobs'], [16, 50, 84], 1) + results['hrfknobsmd'] = temp[1, :] + results['hrfknobsse'] = (temp[2, :] - temp[0, :])/2 + + # deal with {2} + if results['betas'].ndim == 2: + # XYZ by n_conditions + results['betasmd'] = results['betas'] + results['betasse'] = np.zeros( + results['betas'].shape).astype(np.float32) + else: + # XYZ by boot by n_conditions + results['betasmd'] = np.median(results['betas'], 1) + temp = np.percentile(results['betas'], [16, 50, 84], 1) + results['betasse'] = (temp[2, :, :] - temp[0, :, :])/2 + + if opt['suppressoutput'] == 0: + print('done.\n') + + # COMPUTE MODEL FITS (IF NECESSARY) + + # to save memory, perhaps construct modelfit in chunks?? + + if mode not in [2]: + if opt['suppressoutput'] == 0: + print('computing model fits...') + + if resamplecase in ['full', 'boot']: + + # compute the time-series fit corresponding + # to the final model estimate + ntimes = [x.shape[0] for x in dataw] + modelfit = glm_predictresponses( + results, + design, + tr, + ntimes) + + if resamplecase == 'xval': + pass + # in the cross-validation case, we have already computed + # the cross-validated + # predictions of the model and stored them in the variable + # 'modelfit'. + + if opt['suppressoutput'] == 0: + print('done.\n') + + # COMPUTE R^2 + if mode not in [2, 3]: + + if opt['suppressoutput'] == 0: + print('computing R^2...') + + # remove polynomials from the model fits (or predictions) + modelfit = [polymatrix[x] @ modelfit[x] for x in range(numruns)] + + # calculate overall R^2 [beware: MEMORY] XYZ x time + results['R2'] = calc_cod_stack(modelfit, dataw) + + # [XYZ by time] by n_runs + results['R2run'] = [calc_cod( + mfit, + cdata, + dim=0, + wantgain=0, + wantmeansub=0) for mfit, cdata in zip(modelfit, dataw)] + + if opt['suppressoutput'] == 0: + print('done.\n') + + # COMPUTE SNR + + if opt['suppressoutput'] == 0: + print('computing SNR...') + + if not ((resamplecase == 'xval') and mode == 1) and mode != 2: + + if hrfmodel == 'fir': + # results['betasmd'] shape xyz x n_cond x n_fir? + results['signal'] = np.max( + np.max( + np.abs( + results['betasmd'] + ), + dimdata, + dimdata+1 + ) + ) + results['noise'] = np.mean( + np.mean(results['betasse'], dimdata), dimdata+1) + with np.errstate(divide="ignore", invalid="ignore"): + results['SNR'] = results.signal / results.noise + + if hrfmodel in ['assume', 'optimize']: + # betasmd can be either: + # XYZ x 1 (ONOFF) + # XYZ x n_conds (full, single or cat) + + if results['betasmd'].shape[1] == 1: + results['signal'] = np.abs(results['betasmd']) + results['noise'] = results['betasse'] + else: + # XYZ x n_conditions + results['signal'] = np.max( + np.abs(results['betasmd']), + 1 + ) + results['noise'] = np.mean( + results['betasse'], 1) + + with np.errstate(divide="ignore", invalid="ignore"): + results['SNR'] = results['signal'] / results['noise'] + + if opt['suppressoutput'] == 0: + print('done.\n') + + # PREPARE ADDITIONAL OUTPUTS + + # this is a special case + if results['hrffitvoxels']: + + # TODO + results['hrffitvoxels'] = np.tile( + results['hrffitvoxels'] + (numvoxels, 1) + ).astype(np.float32) + + results['meanvol'] = meanvol + + # return all the inputs (except for the data) in the output. + # also, include a new field 'datasize'. + results['inputs'] = { + 'design': design, + 'datasize': [x.shape for x in data], + 'stimdur': stimdur, + 'tr': tr, + 'hrfmodel': hrfmodel, + 'hrfknobs': hrfknobs, + 'resampling': resampling, + 'params': opt + } + + # CONVERT TO % BOLD CHANGE + + if opt['wantpercentbold'] == 1: + + if not(resamplecase == 'xval' and mode == 1): + # XYZ + con = 1/np.abs(results['meanvol']) * 100 + + results['betas'] = np.apply_along_axis( + lambda x: x*con, 0, results['betas']) + results['betasmd'] = np.apply_along_axis( + lambda x: x*con, 0, results['betasmd']) + results['betasse'] = np.apply_along_axis( + lambda x: x*con, 0, results['betasse']) + + return results, cache diff --git a/glmdenoise/utils/glm_predictresponses.py b/glmdenoise/utils/glm_predictresponses.py new file mode 100644 index 0000000..a704f31 --- /dev/null +++ b/glmdenoise/utils/glm_predictresponses.py @@ -0,0 +1,114 @@ +import numpy as np +from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices +from glmdenoise.utils.convolve_design import convolve_design + + +def glm_predictresponses(model, design, tr, numtimepoints, dimdata=0): + """ + responses = glm_predictresponses(model,design,tr,numtimepoints,dimdata) + + Arguments: + + is one of the following: + A where A is X x Y x Z x conditions x time with the timecourse of the + response of each voxel to each condition. XYZ can be collapsed. + {B C} where B is time x 1 with the HRF that is common to all voxels and + all conditions and C is X x Y x Z x conditions with the amplitude of + the response of each voxel to each condition + Note that in both of these cases, the first time point is assumed to be + coincident with condition onset. + is the experimental design. There are three possible cases: + 1. A where A is a matrix with dimensions time x conditions. + Each column should be zeros except for ones indicating condition + onsets. + (Fractional values in the design matrix are also allowed.) + 2. {A1 A2 A3 ...} where each of the A's are like the previous case. + The different A's correspond to different runs, and different runs + can have different numbers of time points. + 3. {{C1_1 C2_1 C3_1 ...} {C1_2 C2_2 C3_2 ...} ...} where Ca_b + is a vector of onset times for condition a in run b. Time starts + at 0 and is coincident with the acquisition of the first volume. + This case is compatible only with the common-HRF . + is the sampling rate in seconds + is a vector with the number of time points in each run + + Given various inputs, compute the predicted time-series response. + + Returns: + as XYZ x time or a list vector of elements that are + each XYZ x time. The format of will be a matrix in + the case that is a matrix (case 1) and will be a cell vector + in the other cases (cases 2 and 3). + + History: + - 2013/05/12: allow to specify onset times; add , + as inputs + - 2013/05/12: update to indicate fractional values in design matrix are + allowed. + - 2012/12/03: *** Tag: Version 1.02 *** + - 2012/11/2 - Initial version. + """ + + # calc + ismatrixcase = type(design) != list + + if not ismatrixcase: + if design[0].ndim == 1: + # handle special case of onoff design + design = [p[:, np.newaxis] for p in design] + + dimdata = 0 + dimtime = dimdata + 1 + if type(model) == list: + xyzsize = model[1]['betasmd'].shape[dimdata] + else: + xyzsize = model['betasmd'].shape[dimdata] + + # make cell + if type(design) is not list: + design = [design] + + # loop over runs + responses = [] + desopt = {'n_times': numtimepoints, 'tr': tr} + for p in range(len(design)): + + # case of shared HRF + if 'hrfknobs' in model: + + # convolve with HRF + dm = convolve_design( + design[p], + model['hrfknobs'], + desopt).astype(np.float32) + + # weight by the amplitudes # X x Y x Z x time + responses.append( + dm @ model['betasmd'].T + ) + + # case of individual timecourses + else: + + # length of each timecourse (L) + timecourselen = model['betasmd'].shape[dimtime] + + # expand design matrix using delta functions + temp = construct_stim_matrices( + design[p].T, + prenumlag=0, + postnumlag=timecourselen + ).astype(np.float32) # time*L x conditions + + # weight design matrix by the timecourses + responses.append( + np.reshape( + temp @ model['betasmd'].reshape(xyzsize, -1), + [xyzsize, numtimepoints[p]]) + ) + + # undo cell if necessary + if ismatrixcase: + responses = np.stack(responses) + + return responses diff --git a/glmdenoise/utils/mtimes_stack.py b/glmdenoise/utils/mtimes_stack.py new file mode 100644 index 0000000..b1c1c48 --- /dev/null +++ b/glmdenoise/utils/mtimes_stack.py @@ -0,0 +1,23 @@ +import numpy as np + + +def mtimes_stack(X, data): + """f = mtimes_stack(X, m2) + + simply return *np.vstack(m2) but do so in a way that doesn't cause + too much memory usage. + + Args: + m1 ([A x B]): is A x B + m2 ([B x C]): is a stack of matrices such that np.vstack(m2) is B x C + """ + betas = 0 + start_col = 0 + + for run in range(len(data)): + n_vols = data[run].shape[0] + these_cols = np.arange(n_vols) + start_col + betas += X[:, these_cols] @ data[run] + start_col += data[run].shape[0] + + return betas diff --git a/glmdenoise/utils/olsmatrix.py b/glmdenoise/utils/olsmatrix.py new file mode 100644 index 0000000..b0ce39d --- /dev/null +++ b/glmdenoise/utils/olsmatrix.py @@ -0,0 +1,140 @@ +import numpy as np +from sklearn.preprocessing import normalize +import scipy.linalg + + +def olsmatrix_ulen(X, mode=0): + """ + olsmatrix(X, mode, verbose) + + is samples x parameters + (optional) is + 0 means normal operation + 1 means use inv instead of '\' and omit unit-length normalization. + the point of this mode is to reduce memory usage (i think). + default: 0. + + what we want to do is to perform OLS regression using + and obtain the parameter estimates. this is accomplished + by inv(X'*X)*X'*y = f*y where y is the data (samples x cases). + + what this function does is to return which has dimensions + parameters x samples. + + to ensure well-conditioning, we unit-length normalize each column + of before doing the inv.m operation. also, we actually use + left-slash ('\'), which apparently is equivalent to inv.m but faster + and more accurate (see code for details). if you pass as 1, + we omit the normalization and use the inv method instead of the '\' + method. + + also, in the case that one or more regressors in are all zero, then + without special handling, then this case will result in warnings and + NaN results. what we do is to explicitly ensure that all-zero regressors + are ignored and that there are all-zero rows for these regressors + in . this makes it such that the weights estimated for these + regressors are simply zero. + + history: + 2011/06/27 - explicitly ignore 0 + 2011/03/29 - mode 1 now omits unit length normalization. + 2011/03/28 - add input. + 2010/08/05: now, we do not try to detect weird cases with low variance. + instead, we just blindly unit-length normalize each column. + """ + + # input + # deal with degenerate regressors + good = np.invert(np.all(X == 0, axis=0)) + + # initialize result + f = np.zeros((X.shape[1], X.shape[0])) + + # do it + if mode == 0: + X, length = normalize(X[:, good], axis=0, return_norm=True) + di = np.diag(1/length) + XT = np.transpose(X) + glm = scipy.linalg.solve( + np.einsum('ij,jk', XT, X), + XT) + temp = np.einsum('ij,jk', di, glm) + + elif mode == 1: + X = X[:, good] + XT = np.transpose(X) + temp = np.einsum('ij,jk', np.linalg.inv(np.einsum('ij,jk', XT, X)), XT) + + # return + if np.any(good): + f[good, :] = temp + + return f + + +def olsmatrix(X, lambd=0, verbose=True): + """OLS regression + + what we want to do is to perform OLS regression using + and obtain the parameter estimates. this is accomplished + by np.linalg.inv(X.T @ X) @ X.T @ y = f @ y where y is the + data (samples x cases). + + what this function does is to return which has dimensions + parameters x samples. + + we check for a special case, namely, when one or more regressors + are all zeros. if we find that this is the case, we issue a warning + and simply ignore these regressors when fitting. thus, the weights + associated with these regressors will be zeros. + + if any warning messages are produced by the inversion process, then we die. + this is a conservative strategy that ensures that the regression is + well-behaved (i.e. has a unique, finite solution). (note that this does + not cover the case of zero regressors, which is gracefully handled as + described above.) + + note that no scale normalization of the regressor columns is performed. + + Args: + X (ndarray): Samples by parameters + + Returns: + (f): 2D parameters by Samples + """ + + bad = np.all(X == 0, axis=0) + good = np.invert(bad) + + # report warning + if not np.any(good) == 1: + if verbose: + print( + "regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." + ) + f = np.zeros((X.shape[1], X.shape[0])).astype(np.float32) + return f + + # do it + if np.any(bad): + if verbose: + print( + "One or more regressors are all zeros. \n" + "we will estimate a 0 weight for those regressors." + ) + f = np.zeros((X.shape[1], X.shape[0])).astype(np.float32) + X = X[:, good] + XT = np.transpose(X) + XTX = np.einsum('ij,jk', XT, X) + f[good, :] = np.einsum( + 'ij,jk', + np.linalg.inv(XTX), + XT) + + else: + XT = np.transpose(X) + XTX = np.einsum('ij,jk', XT, X) + f = np.einsum('ij,jk', np.linalg.inv(XTX), XT) + + return f.astype(np.float32) diff --git a/glmdenoise/utils/optimise_hrf.py b/glmdenoise/utils/optimise_hrf.py new file mode 100644 index 0000000..2263010 --- /dev/null +++ b/glmdenoise/utils/optimise_hrf.py @@ -0,0 +1,261 @@ +import numpy as np +from glmdenoise.utils.make_design_matrix import make_design +from glmdenoise.utils.olsmatrix import olsmatrix +from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices +from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack +from glmdenoise.utils.mtimes_stack import mtimes_stack + + +def optimise_hrf( + design, + data, + tr, + hrfknobs, + combinedmatrix, + numforhrf=50, + hrfthresh=0.5, + hrffitmask=1, + ): + """Optimise hrf from a selection of voxels. + + This uses an iterative fitting optimisation procedure, + where we fit for betas and then fit for hrf using a fir + like approach. + + Args: + design (pandas dataframe): this is a pandas data frame with keys: + ['trial_type']: stimulus condition index + ['onset']: onsets in s for each event + ['duration']: duration for each event + data (2d array): data (time x vox). this data should already + have polynomials projected out. + tr (float): the sampling rate in seconds + hrfknobs (1d array): should be time x 1 with the initial seed + for the HRF. The length of this vector indicates the + number of time points that we will attempt to estimate + in the HRF. Note on normalization: after fitting the HRF, we + normalize the HRF to peak at 1 (and adjust amplitudes + accordingly). + combinedmatrix (stack of 2d arrays): projection matrix of the + polynomials and extra regressors (if passed by user). + This is used to whiten the design matrix. + numforhrf (int, optional): Defaults to 50. + is a positive integer indicating the number of voxels + (with the best R^2 values) to consider in fitting the + global HRF. (If there are fewer than that number of + voxels available, we just use the voxels that are + available.) + hrfthresh (float, optional): Defaults to .5. + If the R^2 between the estimated HRF and the initial HRF + is less than , we decide to just use the initial + HRF. Set to -Inf if you never want to reject + the estimated HRF. + + Returns: + (Dict): we return a dictionary with kers: + ["hrf"]: the optimised hrf (but see note above on hrfthresh) + ["hrffitvoxels"]: the indices of the voxels used to fit. + ["convdesign"]: the design convolved with the optimised hrf + and polynomials projected out. + ["seedhrf"]: we return the seed hrf for book keeping. + + """ + + minR2 = 0.99 + + # calc + numinhrf = len(hrfknobs) + + numruns = len(design) + + postnumlag = numinhrf - 1 + + # collect ntimes per run + ntimes = [] + + for p in range(numruns): + ntimes.append(data[p].shape[0]) + + # loop until convergence + currenthrf = hrfknobs # initialize + cnt = 1 + while True: + print('\t optimising hrf :{}\n'.format(cnt)) + + # fix the HRF, estimate the amplitudes + if cnt % 2 == 1: + + # prepare design matrix + convdesign = [] + for p in range(numruns): + + # get design matrix with HRF + # number of time points + + convdes = make_design(design[p], tr, ntimes[p], currenthrf) + + # project the polynomials out + convdes = np.dot(combinedmatrix[p], convdes) + # time x conditions + + convdesign.append(convdes) + + # stack design across runs + stackdesign = np.vstack(convdesign) + + # estimate the amplitudes (output: conditions x voxels) + currentbeta = mtimes_stack(olsmatrix(stackdesign), data) + + # calculate R^2 + modelfit = [np.dot(convdesign[p], currentbeta).astype(np.float32) + for p in range(numruns)] + + R2 = calc_cod_stack(data, modelfit) + + # figure out indices of good voxels + if hrffitmask == 1: + temp = R2 + else: # if people provided a mask for hrf fitting + temp = np.zeros((R2.shape)) + temp[np.invert(hrffitmask.ravel())] = -np.inf + # shove -Inf in where invalid + + temp[np.isnan(temp)] = -np.inf + ii = np.argsort(temp) + nii = len(ii) + iichosen = ii[np.max((1, nii - numforhrf)):nii] + iichosen = np.setdiff1d( + iichosen, iichosen[temp[iichosen] == -np.inf] + ).tolist() + hrffitvoxels = iichosen + + # fix the amplitudes, estimate the HRF + else: + + nhrfvox = len(hrffitvoxels) + + # prepare design matrix + convdesign = [] + for p in range(numruns): + + X = make_design(design[p], tr, ntimes[p]) + + # expand design matrix using delta functions + numcond = X.shape[1] + # time x L*conditions + stimmat = construct_stim_matrices( + X.T, prenumlag=0, postnumlag=postnumlag + ).reshape(-1, numcond, order='F').astype(np.float32) + + # calc + # weight and sum based on the current amplitude estimates. + # only include the good voxels. + # return shape time*L x voxels + convdes = np.dot( + stimmat, currentbeta[:, hrffitvoxels]).astype(np.float32) + + # remove polynomials and extra regressors + # time x L*voxels + convdes = convdes.reshape( + (ntimes[p], -1), order='F') + # time x L*voxels + convdes = np.array(np.dot(combinedmatrix[p], convdes)) + # time x voxels x L + convdes = convdes.reshape((ntimes[p], numinhrf, -1), order='F') + convdesign.append( + np.transpose(convdes, (0, 2, 1)) + ) + + # estimate the HRF + previoushrf = currenthrf + datasubset = np.array(np.vstack( + [data[x][:, hrffitvoxels] for x in range(numruns)] + )) + + stackdesign = np.vstack(convdesign) + ntime = stackdesign.shape[0] + + stackdesign = stackdesign.reshape( + (ntime * nhrfvox, numinhrf), order='F') + stackdesign = olsmatrix(stackdesign) + currenthrf = np.asarray(stackdesign.dot( + datasubset.reshape((-1), order='F')))[0] + + # if HRF is all zeros (this can happen when the data are all zeros) + # get out prematurely + if np.all(currenthrf == 0): + print('current hrf went all to 0 after {} attempts\n'.format(cnt)) + break + + # check for convergence + # how much variance of the previous estimate does + # the current one explain? + hrfR2 = calc_cod(previoushrf, currenthrf, wantmeansub=0) + + if (hrfR2 >= minR2 and cnt > 2): + break + + cnt += 1 + + # sanity check + # we want to see that we're not converging in a weird place + # so we compute the coefficient of determination between the + # current estimate and the seed hrf + hrfR2 = calc_cod(hrfknobs, previoushrf, wantmeansub=0) + + # sanity check to make sure that we are not doing worse. + if hrfR2 < hrfthresh: + print( + "Global HRF estimate is far from the initial seed," + "probably indicating low SNR. We are just going to" + "use the initial seed as the HRF estimate.\n" + ) + # prepare design matrix + convdesign = [] + whitedesign = [] + for p in range(numruns): + # get design matrix with HRF + # number of time points + convdes = make_design(design[p], tr, ntimes[p], hrfknobs) + + # project the polynomials out + whitedesign.append(np.dot(combinedmatrix[p], convdes)) + # time x conditions + + convdesign.append(convdes) + f = dict() + f["hrf"] = hrfknobs + f["hrffitvoxels"] = None + f["convdesign"] = convdesign + f["whitedesign"] = whitedesign + f["seedhrf"] = hrfknobs + return f + + # normalize results + mx = np.max(previoushrf) + previoushrf = previoushrf / mx + currentbeta = currentbeta * mx + + # prepare design matrix + whitedesign = [] + convdesign = [] + for p in range(numruns): + # get design matrix with HRF + # number of time points + convdes = make_design(design[p], tr, ntimes[p], previoushrf) + + # project the polynomials out + whitedesign.append(np.dot(combinedmatrix[p], convdes)) + # time x conditions + + convdesign.append(convdes) + + # return + f = dict() + f["hrf"] = previoushrf + f["hrffitvoxels"] = hrffitvoxels + f["convdesign"] = convdesign + f["whitedesign"] = whitedesign + f["seedhrf"] = hrfknobs + f["hrffitmask"] = hrffitmask + return f diff --git a/glmdenoise/utils/squish.py b/glmdenoise/utils/squish.py new file mode 100644 index 0000000..2faace9 --- /dev/null +++ b/glmdenoise/utils/squish.py @@ -0,0 +1,27 @@ +import numpy as np + + +def squish(m, num): + """ + f = squish(m,num) + + is a matrix + is the positive number of initial dimensions to squish together + + return squished. + + example: + a = np.asarray([[1,2],[3,4]]) + b = np.asarray([1,2,3,4]) + np.testing.assert_array_equal(squish(a,2), b.T) + """ + msize = m.shape + + # calculate the new dimensions + newdim = np.r_[np.prod(msize[:num]), msize[num:]].tolist() + + # do the reshape + f = np.reshape(m, newdim) + # tack on a 1 to handle the special case of squishing everything together + + return f diff --git a/glmdenoise/utils/zerodiv.py b/glmdenoise/utils/zerodiv.py new file mode 100644 index 0000000..8cbae34 --- /dev/null +++ b/glmdenoise/utils/zerodiv.py @@ -0,0 +1,59 @@ +import numpy as np + + +def zerodiv(data1, data2, val=0, wantcaution=1): + """zerodiv(data1,data2,val,wantcaution) + Args: + , are matrices of the same size or either + or both can be scalars. + (optional) is the value to use when is 0. + default: 0. + (optional) is whether to perform special + handling of weird cases (see below). + default: 1. + calculate data1./data2 but use when data2 is 0. + if , then if the absolute value of one or + more elements of data2 is less than 1e-5 + (but not exactly 0), we issue a warning + and then treat these elements as if they + are exactly 0. + if not , then we do nothing special. + + note some weird cases: + if either data1 or data2 is [], we return []. + NaNs in data1 and data2 are handled in the usual way. + + """ + + # handle special case of data2 being scalar + if np.isscalar(data2): + if data2 == 0: + f = np.tile(val, data1.shape) + else: + if wantcaution and abs(data2) < 1e-5: + print( + 'warning: abs value of divisor is less than 1e-5.' + 'treating the divisor as 0.') + f = np.tile(val, data1.shape) + else: + f = data1/data2 + + else: + # do it + bad = data2 == 0 + bad2 = abs(data2) < 1e-5 + if wantcaution and np.any(bad2.ravel()) and ~bad.ravel(): + print( + 'warning: abs value of one or more divisors' + 'less than 1e-5.treating them as 0.') + + if wantcaution: + data2[bad2] = 1 + f = data1/data2 + f[bad2] = val + else: + data2[bad] = 1 + f = data1/data2 + f[bad] = val + + return f From 9a6843f4a421a91d8791f7c9eed2ded78bde8900 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Sat, 30 Jan 2021 10:34:48 +0000 Subject: [PATCH 14/16] added pc regressors computation --- glmdenoise/single_trial.py | 62 +++++++++++++++++++++++++++++++++++++- 1 file changed, 61 insertions(+), 1 deletion(-) diff --git a/glmdenoise/single_trial.py b/glmdenoise/single_trial.py index 3095de7..59f5575 100644 --- a/glmdenoise/single_trial.py +++ b/glmdenoise/single_trial.py @@ -9,6 +9,9 @@ from glmdenoise.utils.make_image_stack import make_image_stack from glmdenoise.utils.findtailthreshold import findtailthreshold from glmdenoise.utils.glm_estimatemodel import glm_estimatemodel +from glmdenoise.make_polynomial_matrix import (make_polynomial_matrix, + make_projection_matrix) +from sklearn.preprocessing import normalize from ipdb import set_trace dir0 = os.path.dirname(os.path.realpath(__file__)) @@ -376,6 +379,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # calc numruns = len(design) + numtimepoints = [data[p].shape[1] for p in range(numruns)] if xyz: numvoxels = np.prod(xyz) @@ -852,7 +856,6 @@ def fit(self, design, data, stimdur, tr, outputdir=None): plt.savefig(os.path.join(outputdir, 'HRFindex.png')) plt.close('all') - # preserve in memory if desired, and then clean up if params['wantmemoryoutputs'][whmodel] == 1: results['lss'] = { @@ -866,3 +869,60 @@ def fit(self, design, data, stimdur, tr, outputdir=None): 'meanvol': meanvol } + # COMPUTE GLMDENOISE REGRESSORS + + # if the user does not want to perform GLMdenoise, + # we can just skip all of this + if params['wantglmdenoise'] == 0: + + # just create placeholders + pcregressors = [] + noisepool = [] + + else: + + # figure out the noise pool + + # threshold for non-brain voxels + thresh = np.percentile( + meanvol.flaten(), + params['brainthresh'][0] + )*params['brainthresh'][1] + + # logical indicating voxels that are bright (brain voxels) + bright = meanvol > thresh + + # logical indicating voxels with poor R2 + badR2 = onoffR2 < params['brainR2'] + + # logical indicating voxels that satisfy all criteria + noisepool = bright and badR2 and not params['brainexclude'] + + # determine noise regressors + pcregressors = [] + print('*** DETERMINING GLMDENOISE REGRESSORS ***\n') + polymatrix = [] + for p, run in enumerate(self.data): + # extract the time-series data for the noise pool + noise_pool = np.transpose(run)[:, noisepool] + + # project out polynomials from the data + # this projects out polynomials + pmatrix = make_polynomial_matrix( + numtimepoints[p], + params['maxpolydeg'][p]) + + polymatrix.append( + make_projection_matrix(pmatrix)) + + noise_pool = polymatrix.astype(np.float32) @ noise_pool + + noise_pool = normalize(noise_pool, axis=0) + + noise_pool = noise_pool @ noise_pool.T + u = np.linalg.svd(noise_pool)[0] + u = u[:, :params['numpctotry']+1] + u = u / np.std(u, 0) + pcregressors.append(u.astype(np.float32)) + + # CROSS-VALIDATE TO FIGURE OUT NUMBER OF GLMDENOISE REGRESSORS From ac7460f9b3bb1ad2828459829dcd69100082d3e7 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Thu, 4 Feb 2021 08:53:14 +0000 Subject: [PATCH 15/16] ok this now works for all 4 types of single trial fits --- example_singletrial.py | 13 +- glmdenoise/defaults.py | 8 +- glmdenoise/single_trial.py | 636 +++++++++++++++++++++++--- glmdenoise/utils/findtailthreshold.py | 1 + glmdenoise/utils/fit_model.py | 13 +- glmdenoise/utils/glm_estimatemodel.py | 30 +- 6 files changed, 613 insertions(+), 88 deletions(-) diff --git a/example_singletrial.py b/example_singletrial.py index 818d142..08a9744 100644 --- a/example_singletrial.py +++ b/example_singletrial.py @@ -5,6 +5,7 @@ import pandas as pd from glmdenoise.utils.make_design_matrix import make_design from glmdenoise.single_trial import glm_estimatesingletrial +import time sub = 2 ses = 1 @@ -75,14 +76,22 @@ ) data.append(y) -opt = {'wantlss': 1} +opt = {'wantlss': 0} outputdir = 'GLMestimatesingletrialoutputs' +start_time = time.time() gst = glm_estimatesingletrial(opt) -gst.fit( +results = gst.fit( design, data, stimdur, tr, outputdir=outputdir) + + +elapsed_time = time.time() - start_time +print( + 'elapsedtime: ', + f'{time.strftime("%H:%M:%S", time.gmtime(elapsed_time))}' +) diff --git a/glmdenoise/defaults.py b/glmdenoise/defaults.py index 246683a..89bf75a 100644 --- a/glmdenoise/defaults.py +++ b/glmdenoise/defaults.py @@ -8,18 +8,18 @@ 'R2thresh': 0, 'hrfmodel': 'optimise', 'n_jobs': 1, - 'n_pcs': 20, + 'n_pcs': 10, 'n_boots': 100, 'extra_regressors': False, 'wantlibrary': 1, 'wantglmdenoise': 1, - 'wantfracridge': 0, + 'wantfracridge': 1, 'chunklen': 45000, 'wantfileoutputs': [1, 1, 1, 1], - 'wantmemoryoutputs': [0, 0, 0, 1], + 'wantmemoryoutputs': [1, 1, 1, 1], 'wantpercentbold': 1, 'wantlss': 0, - 'brainthresh': [99, 0.1], + 'brainthresh': [99.0, 0.1], 'brainR2': [], 'brainexclude': False, 'pcR2cutoff': [], diff --git a/glmdenoise/single_trial.py b/glmdenoise/single_trial.py index 59f5575..fa98848 100644 --- a/glmdenoise/single_trial.py +++ b/glmdenoise/single_trial.py @@ -9,11 +9,16 @@ from glmdenoise.utils.make_image_stack import make_image_stack from glmdenoise.utils.findtailthreshold import findtailthreshold from glmdenoise.utils.glm_estimatemodel import glm_estimatemodel -from glmdenoise.make_polynomial_matrix import (make_polynomial_matrix, +from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, make_projection_matrix) +from glmdenoise.utils.calcbadness import calcbadness +from glmdenoise.utils.olsmatrix import olsmatrix +from glmdenoise.select_noise_regressors import select_noise_regressors from sklearn.preprocessing import normalize +from tqdm import tqdm from ipdb import set_trace + dir0 = os.path.dirname(os.path.realpath(__file__)) @@ -189,7 +194,7 @@ def __init__(self, params=None): *** MODEL TYPE C (FITHRF_GLMDENOISE) FLAGS *** - (optional) is a non-negative integer indicating the + (optional) is a non-negative integer indicating the maximum number of PCs to enter into the model. Default: 10. (optional) is [A B] where A is a percentile for voxel @@ -227,7 +232,7 @@ def __init__(self, params=None): early is to achieve a selection strategy that is robust to noise and shallow performance curves and that avoids overfitting. -B: where B is the number of PCs to use for the final model. B can be - any integer between 0 and params.numpcstotry. Note that if -B case is + any integer between 0 and params.n_pcs. Note that if -B case is used, cross-validation is NOT performed for the type-C model, and instead weblindly use B PCs. Default: 1.05. @@ -369,6 +374,9 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # DEAL WITH INPUTS params = self.params + # initialise return + results = {} + # xyz can either be a tuple of dimensions x y z # or a boolean indicating that data was 2D data, design, xyz = check_inputs(data, design) @@ -379,7 +387,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # calc numruns = len(design) - numtimepoints = [data[p].shape[1] for p in range(numruns)] + numtimepoints = [data[run_i].shape[1] for run_i in range(numruns)] if xyz: numvoxels = np.prod(xyz) @@ -387,26 +395,28 @@ def fit(self, design, data, stimdur, tr, outputdir=None): numvoxels = self.data[0].shape[0] # check number of time points and truncate if necessary - for p in np.arange(len(data)): - if self.data[p].shape[1] > self.design[p].shape[0]: + for run_i in np.arange(len(data)): + if self.data[run_i].shape[1] > self.design[run_i].shape[0]: print( - f'WARNING: run {p} has more time points' + f'WARNING: run {run_i} has more time points' 'in than . We are truncating' '.\n') - self.data[p] = self.data[p][:, np.arange(self.design.shape[0])] + self.data[run_i] = self.data[run_i][:, np.arange( + self.design.shape[0])] - if self.data[p].shape[1] < self.design[p].shape[0]: + if self.data[run_i].shape[1] < self.design[run_i].shape[0]: print( - f'WARNING: run {p} has more time points in ' + f'WARNING: run {run_i} has more time points in ' 'than . We are truncating .\n') - self.design[p] = self.design[p][np.arange(self.data[p].shape[0]), :] + self.design[run_i] = self.design[run_i][np.arange( + self.data[run_i].shape[0]), :] # inputs if 'xvalscheme' not in params: params['xvalscheme'] = np.arange(numruns) if 'sessionindicator' not in params: - params['sessionindicator'] = np.ones((1, numruns)) + params['sessionindicator'] = np.ones((1, numruns)).astype(int) if 'maxpolydeg' not in params: params['maxpolydeg'] = [ @@ -512,9 +522,6 @@ def fit(self, design, data, stimdur, tr, outputdir=None): test, True, err_msg=' is 1, but you did not request type B') - # initialize output - results = [] - # PRE-PROCESSING FOR THE EXPERIMENTAL DESIGN # calculate the number of trials @@ -539,25 +546,26 @@ def fit(self, design, data, stimdur, tr, outputdir=None): stimix = [] # loop through runs - for p in np.arange(len(self.design)): - designSINGLE.append(np.zeros((self.design[p].shape[0], numtrials))) + for run_i in np.arange(len(self.design)): + designSINGLE.append( + np.zeros((self.design[run_i].shape[0], numtrials))) run_validcolumns = [] # loop through the volumes for that run - for q in np.arange(self.design[p].shape[0]): + for cond_i in np.arange(self.design[run_i].shape[0]): # if a condition was presented on that volume # find which - temp = np.where(self.design[p][q, :])[0] + temp = np.where(self.design[run_i][cond_i, :])[0] # if that volume had a condition shown if not np.size(temp) == 0: # flip it on - designSINGLE[p][q, cnt] = 1 + designSINGLE[run_i][cond_i, cnt] = 1 # keep track of the order stimorder.append(temp[0]) run_validcolumns.append(cnt) cnt += 1 - validcolumns.append(run_validcolumns) + validcolumns.append(np.asarray(run_validcolumns)) stimix.append(np.asarray(stimorder)[np.asarray(run_validcolumns)]) @@ -568,7 +576,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # (2) We assume the HRF. # define - whmodel = 1 + whmodel = 0 # collapse all conditions and fit print('*** FITTING TYPE-A MODEL (ONOFF) ***\n') @@ -596,33 +604,37 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # save to disk if desired if params['wantfileoutputs'][whmodel] == 1: file0 = os.path.join(outputdir, 'TYPEA_ONOFF.npy') - print(f'*** Saving results to {file0}. ***\n') + print(f'\n*** Saving results to {file0}. ***\n') np.save(file0, onoffR2, meanvol, xyz) # figures if wantfig: - """ TODO - port normalizerange.m and add to makeimstack - """ plt.imshow( make_image_stack(onoffR2.reshape(xyz)), vmin=0, vmax=100, cmap='hot' ) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) plt.colorbar() plt.savefig(os.path.join(outputdir, 'onoffR2.png')) plt.close('all') plt.imshow(make_image_stack(meanvol.reshape(xyz)), cmap='gray') + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) plt.colorbar() plt.savefig(os.path.join(outputdir, 'meanvol.png')) plt.close('all') # preserve in memory if desired, and then clean up if params['wantmemoryoutputs'][whmodel] == 1: - results = {} - results['onoffR2'] = onoffR2 - results['meanvol'] = meanvol + results['typea'] = { + 'onoffR2': onoffR2, + 'meanvol': meanvol + } # DETERMINE THRESHOLDS if wantfig: @@ -632,10 +644,11 @@ def fit(self, design, data, stimdur, tr, outputdir=None): else: thresh = findtailthreshold(onoffR2.flatten())[0] - if 'brainR2' not in params: + if 'brainR2' not in params or not params['brainR2']: + print(f'*** Setting brain R2 threshold to {thresh} ***\n') params['brainR2'] = thresh - if 'pcR2cutoff' not in params: + if 'pcR2cutoff' not in params or not params['pcR2cutoff']: params['pcR2cutoff'] = thresh # FIT TYPE-B MODEL [FITHRF] @@ -658,7 +671,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): else: # define - whmodel = 2 + whmodel = 1 # initialize FitHRFR2 = np.zeros( @@ -682,12 +695,11 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # loop over chunks print('*** FITTING TYPE-B MODEL (FITHRF) ***\n') - for z in np.arange(len(chunks)): + for z in tqdm(np.arange(len(chunks)), desc='chunks'): this_chunk = chunks[z] n_inchunk = len(this_chunk) - print(f'working on chunk {z+1} of {len(chunks)}.\n') data_chunk = [datx[this_chunk, :] for datx in self.data] # do the fitting and accumulate all the betas modelmd0 = np.zeros( @@ -695,7 +707,6 @@ def fit(self, design, data, stimdur, tr, outputdir=None): dtype=np.float32) # someXYZ x trialbetas x HRFs for p in np.arange(nh): - print(f'\t working on hrf {p}') results0 = glm_estimatemodel( designSINGLE, data_chunk, @@ -762,8 +773,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): '*** FITTING TYPE-B MODEL' '(FITHRF but with LSS estimation) ***\n') - for z in np.arange(len(chunks)): - print(f'working on chunk {z+1} of {len(chunks)}.\n') + for z in tqdm(np.arange(len(chunks)), desc='chunks'): this_chunk = chunks[z] n_inchunk = len(this_chunk) @@ -797,7 +807,8 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # do the GLM cnt = 0 for rrr in np.arange(len(designSINGLE)): # each run - for ccc in np.arange(numtrialrun[rrr]): # each trial + for ccc in np.arange(numtrialrun[rrr]): + # each trial designtemp = designSINGLE[rrr] designtemp = np.c_[ designtemp[:, cnt+ccc], @@ -830,17 +841,18 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # save to disk if desired if params['wantfileoutputs'][whmodel] == 1: file0 = os.path.join(outputdir, 'TYPEB_FITHRF.npy') - print(f'*** Saving results to {file0}. ***\n') + print(f'\n*** Saving results to {file0}. ***\n') np.save( file0, - FitHRFR2, - FitHRFR2run, - HRFindex, - HRFindexrun, - R2, - R2run, - modelmd, - meanvol + {'FitHRFR2': FitHRFR2, + 'FitHRFR2run': FitHRFR2run, + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'R2': R2, + 'R2run': R2run, + 'betasmd': modelmd, + 'meanvol': meanvol + } ) # figures? @@ -852,20 +864,23 @@ def fit(self, design, data, stimdur, tr, outputdir=None): make_image_stack(HRFindex.reshape(xyz)), vmin=0, vmax=nh) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) plt.colorbar() plt.savefig(os.path.join(outputdir, 'HRFindex.png')) plt.close('all') # preserve in memory if desired, and then clean up if params['wantmemoryoutputs'][whmodel] == 1: - results['lss'] = { + results['typeb'] = { 'FitHRFR2': FitHRFR2, 'FitHRFR2run': FitHRFR2run, 'HRFindex': HRFindex, 'HRFindexrun': HRFindexrun, 'R2': R2, 'R2run': R2run, - 'modelmd': modelmd, + 'betasmd': modelmd, 'meanvol': meanvol } @@ -885,7 +900,7 @@ def fit(self, design, data, stimdur, tr, outputdir=None): # threshold for non-brain voxels thresh = np.percentile( - meanvol.flaten(), + meanvol.flatten(), params['brainthresh'][0] )*params['brainthresh'][1] @@ -896,33 +911,540 @@ def fit(self, design, data, stimdur, tr, outputdir=None): badR2 = onoffR2 < params['brainR2'] # logical indicating voxels that satisfy all criteria - noisepool = bright and badR2 and not params['brainexclude'] + if not params['brainexclude']: + noisepool = (bright * badR2) + else: + noisepool = (bright * badR2 * params['brainexclude']) # determine noise regressors pcregressors = [] print('*** DETERMINING GLMDENOISE REGRESSORS ***\n') polymatrix = [] - for p, run in enumerate(self.data): + for run_i, drun in enumerate(self.data): # extract the time-series data for the noise pool - noise_pool = np.transpose(run)[:, noisepool] + noise_pool = np.transpose(drun)[:, noisepool] # project out polynomials from the data # this projects out polynomials pmatrix = make_polynomial_matrix( - numtimepoints[p], - params['maxpolydeg'][p]) + numtimepoints[run_i], + params['maxpolydeg'][run_i]) polymatrix.append( make_projection_matrix(pmatrix)) - noise_pool = polymatrix.astype(np.float32) @ noise_pool + noise_pool = polymatrix[run_i].astype(np.float32) @ noise_pool noise_pool = normalize(noise_pool, axis=0) noise_pool = noise_pool @ noise_pool.T u = np.linalg.svd(noise_pool)[0] - u = u[:, :params['numpctotry']+1] + u = u[:, :params['n_pcs']+1] u = u / np.std(u, 0) pcregressors.append(u.astype(np.float32)) # CROSS-VALIDATE TO FIGURE OUT NUMBER OF GLMDENOISE REGRESSORS + # if the user does not want GLMdenoise, just set some dummy values + if params['wantglmdenoise'] == 0: + pcnum = 0 + xvaltrend = None + glmbadness = None + pcvoxels = None + + # in this case, the user decides (and we can skip the cross-validation) + elif params['pcstop'] <= 0: + pcnum = -params['pcstop'] + xvaltrend = None + glmbadness = None + pcvoxels = None + + # otherwise, we have to do a lot of work + else: + + # initialize + # XYZ x 1+npc [squared beta error for different numbers of PCs] + glmbadness = np.zeros( + (numvoxels, 1+params['n_pcs']), + dtype=np.float32 + ) + + # loop over chunks + print('*** CROSS-VALIDATING DIFFERENT NUMBERS OF REGRESSORS ***\n') + for z in tqdm(np.arange(len(chunks)), desc='chunks'): + + this_chunk = chunks[z] + n_inchunk = len(this_chunk) + + # loop over possible HRFs + for hh in np.arange(nh): + # figure out which voxels to process. + # this will be a vector of indices into the small + # chunk that we are processing. + # our goal is to fully process this set of voxels! + goodix = np.flatnonzero( + HRFindex[this_chunk] == hh) + + data0 = \ + [x[this_chunk, :][goodix, :] for x in self.data] + + # calculate the corresponding indices relative to the + # full volume + temp = np.zeros(HRFindex.shape) + temp[this_chunk] = 1 + relix = np.flatnonzero(temp)[goodix] + + # perform GLMdenoise + results0 = [] + for n_pc in range(params['n_pcs']+1): + + # define options + optA = { + 'maxpolydeg': params['maxpolydeg'], + 'wantpercentbold': 0, + 'suppressoutput': 1, + 'extra_regressors': [None for r in range(numruns)] + } + if n_pc > 0: + for rr in range(numruns): + if not params['extra_regressors'] or \ + not params['extra_regressors'][rr]: + + optA['extra_regressors'][rr] = \ + pcregressors[rr][:, :n_pc] + else: + optA['extra_regressors'][rr] = \ + np.c_[params['extra_regressors'][rr], + pcregressors[rr][:, :n_pc]] + + # do the GLM + temp, cache = glm_estimatemodel( + designSINGLE, + data0, + stimdur, + tr, + 'assume', + params['hrflibrary'][:, hh], + 0, + optA + ) + + results0.append(temp['betasmd']) + glmbadness[relix, :] = calcbadness( + params['xvalscheme'], + validcolumns, + stimix, + results0, + params['sessionindicator'] + ) # voxels x regularization levels + # compute xvaltrend + ix = np.flatnonzero( + (onoffR2.flatten() > params['pcR2cutoff']) * (np.asarray( + params['pcR2cutoffmask']).flatten())) # vector of indices + + if ix.size == 0: + print( + 'Warning: no voxels passed the pcR2cutoff' + 'and pcR2cutoffmask criteria. Using the' + 'best 100 voxels.\n') + if params['pcR2cutoffmask'] == 1: + ix2 = np.flatnonzero(np.ones(onoffR2.shape)) + else: + ix2 = np.flatnonzero(params['pcR2cutoffmask'] == 1) + + np.testing.assert_equal( + len(ix2) > 0, True, err_msg='no voxels are in pcR2cutoffmask') + + ix3 = np.argsort(onoffR2[ix2])[::-1] + num = np.min([100, len(ix2)]) + ix = ix2[ix3[range(num)]] + + # NOTE: sign flip so that high is good + xvaltrend = -np.median(glmbadness[ix, :], axis=0) + np.testing.assert_equal(np.all(np.isfinite(xvaltrend)), True) + + # create for safe-keeping + pcvoxels = np.zeros((nx*ny*nz), dtype=bool) + pcvoxels[ix] = 1 + + # choose number of PCs + # this is the performance curve that starts + # at 0 (corresponding to 0 PCs) + pcnum = select_noise_regressors(xvaltrend, params['pcstop']) + + # deal with dimensions + # NOTE skip for now + # glmbadness = np.reshape(glmbadness, [nx, ny, nz, -1]) + + # FIT TYPE-C + TYPE-D MODELS [FITHRF_GLMDENOISE, FITHRF_GLMDENOISE_RR] + + # setup + todo = [] + if params['wantglmdenoise'] and ( + params['wantfileoutputs'][2] or params['wantmemoryoutputs'][2]): + todo.append(2) # the user wants the type-C model returned + + if params['wantfracridge'] and ( + params['wantfileoutputs'][3] or params['wantmemoryoutputs'][3]): + todo.append(3) # the user wants the type-D model returned + + for whmodel in todo: + # we need to do some tricky setup + # if this is just a GLMdenoise case, we need to fake it + if whmodel == 2: + # here, we need to fake this in order to get the outputs + fracstouse = np.array([1]) + fractoselectix = 0 + autoscaletouse = 0 # not necessary, so turn off + + # if this is a fracridge case + if whmodel == 3: + # if the user specified only one fraction + if len(params['fracs']) == 1: + + # if the first one is 1, this is easy + if params['fracs'][0] == 1: + fracstouse = np.array([1]) + fractoselectix = 0 + autoscaletouse = 0 # not necessary, so turn off + + # if the first one is not 1, we might need 1 + else: + fracstouse = np.r_[1, params['fracs']] + fractoselectix = 1 + autoscaletouse = params['wantautoscale'] + + # otherwise, we have to do costly cross-validation + else: + + # set these + fractoselectix = None + autoscaletouse = params['wantautoscale'] + + # if the first one is 1, this is easy + if params['fracs'][0] == 1: + fracstouse = params['fracs'] + + # if the first one is not 1, we might need 1 + else: + fracstouse = np.r_[1, params['fracs']] + + # ok, proceed + + # initialize + # XYZ x trialbetas [the final beta estimates] + modelmd = np.zeros((nx*ny*nz, numtrials), dtype=np.float32) + # XYZ [the R2 for the specific optimal frac] + R2 = np.zeros(nx*ny*nz, dtype=np.float32) + + # XYZ x runs [the R2 separated by runs for the optimal frac] + R2run = np.zeros((nx*ny*nz, numruns), dtype=np.float32) + + # XYZ [best fraction] + FRACvalue = np.zeros(nx*ny*nz, dtype=np.float32) + + if fractoselectix is None: + # XYZ [rr cross-validation performance] + rrbadness = np.zeros( + (nx*ny*nz, len(params['fracs'])), + dtype=np.float32) + else: + rrbadness = [] + + # XYZ x 2 [scale and offset] + scaleoffset = np.zeros((nx*ny*nz, 2), dtype=np.float32) + + # loop over chunks + if whmodel == 2: + print('\n*** FITTING TYPE-C MODEL (GLMDENOISE) ***\n') + else: + print('*** FITTING TYPE-D MODEL (GLMDENOISE_RR) ***\n') + + for z in tqdm(np.arange(len(chunks)), desc='chunks'): + + this_chunk = chunks[z] + n_inchunk = len(this_chunk) + + # loop over possible HRFs + for hh in np.arange(nh): + # figure out which voxels to process. + # this will be a vector of indices into the small + # chunk that we are processing. + # our goal is to fully process this set of voxels! + goodix = np.flatnonzero( + HRFindex[this_chunk] == hh) + + data0 = \ + [x[this_chunk, :][goodix, :] for x in self.data] + + # calculate the corresponding indices relative to the + # full volume + temp = np.zeros(HRFindex.shape) + temp[this_chunk] = 1 + relix = np.flatnonzero(temp)[goodix] + + # process each frac + results0 = [] + r20 = [] + r2run0 = [] + for fracl in range(len(fracstouse)): + + # define options + optA = {'wantfracridge': 1, + 'maxpolydeg': params['maxpolydeg'], + 'wantpercentbold': 0, + 'suppressoutput': 1, + 'frac': fracstouse[fracl], + 'extra_regressors': [ + None for r in range(numruns)] + } + + if pcnum > 0: + for run_i in range(numruns): + if not params['extra_regressors'] or \ + not params['extra_regressors'][run_i]: + + optA['extra_regressors'][run_i] = \ + pcregressors[run_i][:, :pcnum] + else: + optA['extra_regressors'][run_i] = \ + np.c_[ + params['extra_regressors'][run_i], + pcregressors[run_i][:, :n_pc]] + + # fit the entire dataset using the specific frac + temp, cache = glm_estimatemodel( + designSINGLE, + data0, + stimdur, + tr, + 'assume', + params['hrflibrary'][:, hh], + 0, + optA + ) + + # save some memory + results0.append(temp['betasmd']) + r20.append(temp['R2']) + r2run0.append(temp['R2run']) + + # perform cross-validation if necessary + if fractoselectix is None: + + # compute the cross-validation performance values + rrbadness0 = calcbadness( + params['xvalscheme'], + validcolumns, + stimix, + results0, + params['sessionindicator']) + + # this is the weird special case where we have + # to ignore the artificially added 1 + if params['fracs'][0] != 1: + FRACindex0 = np.argmin(rrbadness0[:, 1:], axis=1) + FRACindex0 = FRACindex0 + 1 + rrbadness[relix, :] = rrbadness0[:, 1:] + else: + # pick best frac (FRACindex0 is V x 1 with the + # index of the best frac) + FRACindex0 = np.argmin(rrbadness0, axis=1) + rrbadness[relix, :] = rrbadness0 + + # if we already know fractoselectix, skip the + # cross-validation + else: + FRACindex0 = fractoselectix*np.ones( + len(relix), + dtype=int) + + # prepare output + # Author: Kendrick Kay + + FRACvalue[relix] = fracstouse[ + np.unravel_index(FRACindex0, fracstouse.shape)[0]] + for fracl in range(len(fracstouse)): + # print(f'model: {whmodel}, frac: {fracl}') + # indices of voxels that chose the fraclth frac + ii = np.flatnonzero(FRACindex0 == fracl) + + # scale and offset to match the unregularized result + if autoscaletouse: + for vv in ii: + X = np.c_[ + results0[fracl][vv, :], + np.ones(numtrials)].astype(np.float32) + # Notice the 0 + h = olsmatrix(X) @ results0[0][vv, :].T + if h[0] < 0: + h = np.asarray([1, 0]) + + scaleoffset[relix[vv], :] = h + modelmd[relix[vv], :] = X @ h + + else: + scaleoffset = np.array([]) + modelmd[relix[ii], :] = results0[fracl][ii, :] + R2[relix[ii]] = r20[fracl][ii] + R2run[relix[ii], :] = np.stack(r2run0[fracl])[:, ii].T + + # deal with dimensions + modelmd = (modelmd / np.abs(meanvol)[:, np.newaxis]) * 100 + modelmd = np.reshape(modelmd, [nx, ny, nz, numtrials]) + R2 = np.reshape(R2, [nx, ny, nz]) + R2run = np.reshape(R2run, [nx, ny, nz, numruns]) + if scaleoffset.size > 0: + scaleoffset = np.reshape(scaleoffset, [nx, ny, nz, 2]) + + if fractoselectix is None: + rrbadness = np.reshape(rrbadness, [nx, ny, nz, -1]) + + # save to disk if desired + if whmodel == 2: + file0 = os.path.join( + outputdir, 'TYPEC_FITHRF_GLMDENOISE.npy') + outdict = { + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'glmbadness': glmbadness, + 'pcvoxels': pcvoxels, + 'pcnum': pcnum, + 'xvaltrend': xvaltrend, + 'noisepool': noisepool, + 'pcregressors': pcregressors, + 'betasmd': modelmd, + 'R2': R2, + 'R2run': R2run, + 'meanvol': meanvol + } + elif whmodel == 3: + file0 = os.path.join( + outputdir, 'TYPED_FITHRF_GLMDENOISE_RR.npy') + outdict = { + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'glmbadness': glmbadness, + 'pcvoxels': pcvoxels, + 'pcnum': pcnum, + 'xvaltrend': xvaltrend, + 'noisepool': noisepool, + 'pcregressors': pcregressors, + 'betasmd': modelmd, + 'R2': R2, + 'R2run': R2run, + 'rrbadness': rrbadness, + 'FRACvalue': FRACvalue, + 'scaleoffset': scaleoffset, + 'meanvol': meanvol + } + + if params['wantfileoutputs'][whmodel] == 1: + print(f'\n*** Saving results to {file0}. ***\n') + np.save(file0, outdict) + + # figures? + if wantfig: + if whmodel == 2: + plt.imshow( + make_image_stack(noisepool.reshape(xyz)), + vmin=0, + vmax=1, + cmap='gray' + ) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'noisepool.png')) + plt.close('all') + plt.imshow( + make_image_stack(pcvoxels.reshape(xyz)), + vmin=0, + vmax=1, + cmap='gray' + ) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'pcvoxels.png')) + plt.close('all') + + fig = plt.figure() + ax = fig.add_subplot(1, 1, 1) + ax.plot(range(params['n_pcs']+1), xvaltrend) + ax.scatter(pcnum, xvaltrend[pcnum]) + ax.set( + xlabel='# GLMdenoise regressors', + ylabel='Cross-val performance (higher is better)') + plt.savefig(os.path.join(outputdir, 'xvaltrend.png')) + plt.close('all') + + if whmodel == 3: + plt.imshow( + make_image_stack(R2), + vmin=0, + vmax=100, + cmap='hot' + ) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'typeD_R2.png')) + plt.close('all') + plt.imshow( + make_image_stack(FRACvalue.reshape(xyz)), + vmin=0, + vmax=1, + cmap='copper' + ) + ax = plt.gca() + ax.axes.xaxis.set_ticklabels([]) + ax.axes.yaxis.set_ticklabels([]) + plt.colorbar() + plt.savefig(os.path.join(outputdir, 'FRACvalue.png')) + + # preserve in memory if desired + if params['wantmemoryoutputs'][whmodel] == 1: + if whmodel == 2: + results['typec'] = { + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'glmbadness': glmbadness, + 'pcvoxels': pcvoxels, + 'pcnum': pcnum, + 'xvaltrend': xvaltrend, + 'noisepool': noisepool, + 'pcregressors': pcregressors, + 'betasmd': modelmd, + 'R2': R2, + 'R2run': R2run, + 'meanvol': meanvol + } + elif whmodel == 3: + results['typed'] = { + 'HRFindex': HRFindex, + 'HRFindexrun': HRFindexrun, + 'glmbadness': glmbadness, + 'pcvoxels': pcvoxels, + 'pcnum': pcnum, + 'xvaltrend': xvaltrend, + 'noisepool': noisepool, + 'pcregressors': pcregressors, + 'betasmd': modelmd, + 'R2': R2, + 'R2run': R2run, + 'rrbadness': rrbadness, + 'FRACvalue': FRACvalue, + 'scaleoffset': scaleoffset, + 'meanvol': meanvol + } + + print('*** All model types done ***\n') + if not results: + print('*** nothing selected to return ***\n') + else: + print('*** return model types in results ***\n') + + return results diff --git a/glmdenoise/utils/findtailthreshold.py b/glmdenoise/utils/findtailthreshold.py index 2f48acd..afc7961 100644 --- a/glmdenoise/utils/findtailthreshold.py +++ b/glmdenoise/utils/findtailthreshold.py @@ -86,5 +86,6 @@ def findtailthreshold(v, figpath=None): plt.plot([allvals[ix], allvals[ix]], plt.ylim(), 'k-', linewidth=2) plt.title('Posterior Probabilities') plt.savefig(figpath) + plt.close('all') return f, mns, sds, gmfit diff --git a/glmdenoise/utils/fit_model.py b/glmdenoise/utils/fit_model.py index 6950eb9..2d4c90d 100644 --- a/glmdenoise/utils/fit_model.py +++ b/glmdenoise/utils/fit_model.py @@ -100,7 +100,7 @@ def fit_model(design, data2, tr, hrfmodel, hrfknobs, f = fracridge( np.concatenate(desw), np.concatenate(data2), - opt['fracs'] + opt['frac'], )[0] else: @@ -112,7 +112,7 @@ def fit_model(design, data2, tr, hrfmodel, hrfknobs, f = np.transpose(np.reshape(f, [hrfknobs+1, numconditions]), [2, 1, 0]) fout = {} - fout['betas'] = f.T + fout['betas'] = f.T.astype(np.float32) fout['hrffitvoxels'] = hrffitvoxels elif hrfmodel == 'assume': @@ -145,12 +145,11 @@ def fit_model(design, data2, tr, hrfmodel, hrfknobs, # fit model if opt['wantfracridge']: - f = np.transpose( - fracridge( + f = fracridge( np.concatenate(desw), np.concatenate(data2), - opt['fracs'])[0], - [0, 2, 1]) # conditions x voxels + opt['frac'])[0] + # conditions x voxels else: f = mtimes_stack( olsmatrix(np.concatenate(desw)), @@ -158,7 +157,7 @@ def fit_model(design, data2, tr, hrfmodel, hrfknobs, fout = {} fout['hrfknobs'] = hrfknobs - fout['betas'] = f.T + fout['betas'] = f.T.astype(np.float32) fout['hrffitvoxels'] = hrffitvoxels elif hrfmodel == 'optimize': diff --git a/glmdenoise/utils/glm_estimatemodel.py b/glmdenoise/utils/glm_estimatemodel.py index 4ded49d..53c3f1b 100644 --- a/glmdenoise/utils/glm_estimatemodel.py +++ b/glmdenoise/utils/glm_estimatemodel.py @@ -121,7 +121,7 @@ def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, is time x regressors or a cell vector of elements that are each time x regressors. The dimensions of - should mirror that of (i.e. same number of + should mirror that of (i.e. same number of runs, same number of time points). The number of extra regressors does not have to be the same across runs, and each run can have zero or more extra regressors. If None or not supplied, we do @@ -510,7 +510,6 @@ def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, # construct projection matrices for the nuisance components polymatrix = [] - exmatrix = [] combinedmatrix = [] for p in range(numruns): @@ -521,24 +520,19 @@ def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, polymatrix.append( make_projection_matrix(pmatrix)) - # this projects out the extra regressors - if not opt['extra_regressors'][p]: - exmatrix.append(1) - else: - exmatrix.append( - make_projection_matrix( - opt['extra_regressors'][p])) + extra_regressors = opt['extra_regressors'][p] # this projects out both of them - if not opt['extra_regressors'][p]: - combinedmatrix.append( - make_projection_matrix(pmatrix)) + if extra_regressors is not None: + if extra_regressors.any(): + combinedmatrix.append( + make_projection_matrix( + np.c_[pmatrix, extra_regressors] + ) + ) else: combinedmatrix.append( - make_projection_matrix( - np.c_[pmatrix, opt['extra_regressors'][p]] - ) - ) + make_projection_matrix(pmatrix)) # project out nuisance components from the data. # after this step, data will have polynomials removed, @@ -737,12 +731,12 @@ def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, # deal with {2} if results['betas'].ndim == 2: # XYZ by n_conditions - results['betasmd'] = results['betas'] + results['betasmd'] = results['betas'].astype(np.float32) results['betasse'] = np.zeros( results['betas'].shape).astype(np.float32) else: # XYZ by boot by n_conditions - results['betasmd'] = np.median(results['betas'], 1) + results['betasmd'] = np.median(results['betas'], 1).astype(np.float32) temp = np.percentile(results['betas'], [16, 50, 84], 1) results['betasse'] = (temp[2, :, :] - temp[0, :, :])/2 From 685e6430be10cb226df883b8cb20e5dd710fcbe1 Mon Sep 17 00:00:00 2001 From: Ian Charest Date: Fri, 5 Feb 2021 18:54:54 +0000 Subject: [PATCH 16/16] this is a substantial commit, re-organising some of the modules etc. --- example_singletrial.py | 6 +- glmdenoise/check_inputs.py | 33 + glmdenoise/cross_validate.py | 68 -- glmdenoise/fit_runs.py | 37 - glmdenoise/pyGlmdenoise.py | 29 +- glmdenoise/r2_nom_denom.py | 18 - glmdenoise/select_noise_regressors.py | 35 - glmdenoise/single_trial.py | 54 +- glmdenoise/utils/R2_nom_denom.py | 17 - glmdenoise/utils/calc_cod.py | 124 --- glmdenoise/utils/construct_stim_matrices.py | 93 -- glmdenoise/utils/convolve_design.py | 69 -- glmdenoise/utils/findtailthreshold.py | 91 -- glmdenoise/utils/fit_model.py | 356 -------- glmdenoise/utils/getcanonicalhrflibrary.tsv | 501 ----------- glmdenoise/utils/gethrf.py | 93 -- glmdenoise/utils/glm_estimatemodel.py | 885 -------------------- glmdenoise/utils/glm_predictresponses.py | 114 --- glmdenoise/utils/make_design_matrix.py | 56 -- glmdenoise/utils/make_poly_matrix.py | 79 -- glmdenoise/utils/mtimes_stack.py | 23 - glmdenoise/utils/normalisemax.py | 34 - glmdenoise/utils/olsmatrix.py | 140 ---- glmdenoise/utils/optimise_hrf.py | 261 ------ glmdenoise/whiten_data.py | 67 -- 25 files changed, 67 insertions(+), 3216 deletions(-) delete mode 100644 glmdenoise/cross_validate.py delete mode 100644 glmdenoise/fit_runs.py delete mode 100644 glmdenoise/r2_nom_denom.py delete mode 100644 glmdenoise/select_noise_regressors.py delete mode 100644 glmdenoise/utils/R2_nom_denom.py delete mode 100644 glmdenoise/utils/calc_cod.py delete mode 100644 glmdenoise/utils/construct_stim_matrices.py delete mode 100644 glmdenoise/utils/convolve_design.py delete mode 100644 glmdenoise/utils/findtailthreshold.py delete mode 100644 glmdenoise/utils/fit_model.py delete mode 100644 glmdenoise/utils/getcanonicalhrflibrary.tsv delete mode 100644 glmdenoise/utils/gethrf.py delete mode 100644 glmdenoise/utils/glm_estimatemodel.py delete mode 100644 glmdenoise/utils/glm_predictresponses.py delete mode 100644 glmdenoise/utils/make_design_matrix.py delete mode 100644 glmdenoise/utils/make_poly_matrix.py delete mode 100644 glmdenoise/utils/mtimes_stack.py delete mode 100644 glmdenoise/utils/normalisemax.py delete mode 100644 glmdenoise/utils/olsmatrix.py delete mode 100644 glmdenoise/utils/optimise_hrf.py delete mode 100644 glmdenoise/whiten_data.py diff --git a/example_singletrial.py b/example_singletrial.py index 08a9744..9d4a45b 100644 --- a/example_singletrial.py +++ b/example_singletrial.py @@ -3,8 +3,8 @@ import numpy as np import nibabel as nib import pandas as pd -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.single_trial import glm_estimatesingletrial +from glmdenoise.design.make_design_matrix import make_design +from glmdenoise.single_trial import GLM_singletrial import time sub = 2 @@ -80,7 +80,7 @@ outputdir = 'GLMestimatesingletrialoutputs' start_time = time.time() -gst = glm_estimatesingletrial(opt) +gst = GLM_singletrial(opt) results = gst.fit( design, diff --git a/glmdenoise/check_inputs.py b/glmdenoise/check_inputs.py index 2d12dc1..0fe38ca 100644 --- a/glmdenoise/check_inputs.py +++ b/glmdenoise/check_inputs.py @@ -2,6 +2,22 @@ def check_inputs(data, design): + """ + check that the data and design meet the required + specifications for glm single trial estimates. + + Arguments + _________ + + data (list): could be x,y,z,t or XYZ,t + design (list of runs or single run): design matrix + + Returns: + ________ + + data (list): flattened XYZ data format + design (list): design matrix with a list entry per run + """ # massage and sanity-check it if type(design) is not list: design = [design] @@ -54,4 +70,21 @@ def check_inputs(data, design): else: xyz = False + # check number of time points and truncate if necessary + for run_i in np.arange(len(data)): + if data[run_i].shape[1] > design[run_i].shape[0]: + print( + f'WARNING: run {run_i} has more time points' + 'in than . We are truncating' + '.\n') + data[run_i] = data[run_i][:, np.arange( + design.shape[0])] + + if data[run_i].shape[1] < design[run_i].shape[0]: + print( + f'WARNING: run {run_i} has more time points in ' + 'than . We are truncating .\n') + design[run_i] = design[run_i][np.arange( + data[run_i].shape[0]), :] + return data, design, xyz diff --git a/glmdenoise/cross_validate.py b/glmdenoise/cross_validate.py deleted file mode 100644 index b71b64f..0000000 --- a/glmdenoise/cross_validate.py +++ /dev/null @@ -1,68 +0,0 @@ -import numpy as np -from itertools import compress -from tqdm import tqdm -import warnings -from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, - make_projection_matrix) -from glmdenoise.whiten_data import whiten_data -from glmdenoise.r2_nom_denom import R2_nom_denom -from glmdenoise.fit_runs import fit_runs -warnings.simplefilter(action="ignore", category=FutureWarning) - - -def cross_validate(data, design, extra_regressors=False, poly_degs=np.arange(5)): - """[summary] - - Arguments: - data {[type]} -- [description] - design {[type]} -- [description] - - Keyword Arguments: - extra_regressors {bool} -- [description] (default: {False}) - poly_degs {[type]} -- [description] (default: {np.arange(5)}) - - Returns: - [type] -- [description] - """ - - whitened_data, whitened_design = whiten_data( - data, design, extra_regressors, poly_degs) - - n_runs = len(data) - nom_denom = [] - betas = [] - r2_runs = [] - for run in tqdm(range(n_runs), desc='Cross-validating run'): - # fit data using all the other runs - mask = np.arange(n_runs) != run - - betas.append(fit_runs( - list(compress(whitened_data, mask)), - list(compress(whitened_design, mask)))) - - # predict left-out run with vanilla design matrix - yhat = design[run] @ betas[run] - - y = data[run] - # get polynomials - polynomials = make_polynomial_matrix(y.shape[0], poly_degs) - - projections = make_projection_matrix(polynomials) - - # project out polynomials from data and prediction - y = projections @ y - yhat = projections @ yhat - - # get run-wise r2s - nom, denom = R2_nom_denom(y, yhat) - with np.errstate(divide="ignore", invalid="ignore"): - r2_runs.append(np.nan_to_num(1 - (nom / denom))) - - nom_denom.append((nom, denom)) - - # calculate global R2 - nom = np.array(nom_denom).sum(0)[0, :] - denom = np.array(nom_denom).sum(0)[1, :] - with np.errstate(divide="ignore", invalid="ignore"): - r2s = np.nan_to_num(1 - (nom / denom)) - return (r2s, r2_runs, betas) diff --git a/glmdenoise/fit_runs.py b/glmdenoise/fit_runs.py deleted file mode 100644 index 7ad4faa..0000000 --- a/glmdenoise/fit_runs.py +++ /dev/null @@ -1,37 +0,0 @@ -import numpy as np -from glmdenoise.utils.olsmatrix import olsmatrix -import warnings -warnings.simplefilter(action="ignore", category=FutureWarning) - - -def fit_runs(data, design, verbose=True): - """Fits a least square of combined runs. - - The matrix addition is equivalent to concatenating the list of data and - the list of design and fit it all at once. However, this is more memory - efficient. - - Arguments: - runs {list} -- List of runs. Each run is an TR x voxel sized array - design {list} -- List of design matrices. Each design matrix - is an TR x predictor sized array - - Returns: - [array] -- betas from fit - - """ - - X = np.vstack(design) - # X = np.linalg.inv(X.T @ X) @ X.T - X = olsmatrix(X, verbose=verbose) - - betas = 0 - start_col = 0 - - for run in range(len(data)): - n_vols = data[run].shape[0] - these_cols = np.arange(n_vols) + start_col - betas += X[:, these_cols] @ data[run] - start_col += data[run].shape[0] - - return betas diff --git a/glmdenoise/pyGlmdenoise.py b/glmdenoise/pyGlmdenoise.py index 2268011..02a449b 100644 --- a/glmdenoise/pyGlmdenoise.py +++ b/glmdenoise/pyGlmdenoise.py @@ -5,21 +5,22 @@ import warnings from joblib import Parallel, delayed from sklearn.preprocessing import normalize -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.calc_cod import (calc_cod, - calc_cod_stack) -from glmdenoise.utils.optimise_hrf import optimise_hrf - -from glmdenoise.select_noise_regressors import select_noise_regressors -from glmdenoise.utils.normalisemax import normalisemax -from glmdenoise.utils.gethrf import getcanonicalhrf -from glmdenoise.report import Report +from glmdenoise.cod.calc_cod import (calc_cod, + calc_cod_stack) from glmdenoise.defaults import default_params -from glmdenoise.whiten_data import whiten_data, construct_projection_matrix -from glmdenoise.fit_runs import fit_runs -from glmdenoise.cross_validate import cross_validate -from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, - make_projection_matrix) +from glmdenoise.design.make_design_matrix import make_design +from glmdenoise.hrf.normalisemax import normalisemax +from glmdenoise.hrf.gethrf import getcanonicalhrf +from glmdenoise.ols.optimise_hrf import optimise_hrf +from glmdenoise.ols.cross_validate import cross_validate +from glmdenoise.ols.fit_runs import fit_runs +from glmdenoise.ols.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) +from glmdenoise.ols.whiten_data import whiten_data, construct_projection_matrix +from glmdenoise.report import Report +from glmdenoise.utils.select_noise_regressors import select_noise_regressors + + warnings.simplefilter(action="ignore", category=FutureWarning) diff --git a/glmdenoise/r2_nom_denom.py b/glmdenoise/r2_nom_denom.py deleted file mode 100644 index d4956e5..0000000 --- a/glmdenoise/r2_nom_denom.py +++ /dev/null @@ -1,18 +0,0 @@ -import numpy as np - - -def R2_nom_denom(y, yhat): - """ Calculates the nominator and denomitor for calculating R-squared - - Args: - y (array): data - yhat (array): predicted data data - - Returns: - nominator (float or array), denominator (float or array) - """ - y, yhat = np.array(y), np.array(yhat) - with np.errstate(divide="ignore", invalid="ignore"): - nom = np.sum((y - yhat) ** 2, axis=0) - denom = np.sum(y ** 2, axis=0) # Kendricks denominator - return nom, denom diff --git a/glmdenoise/select_noise_regressors.py b/glmdenoise/select_noise_regressors.py deleted file mode 100644 index 1a081c3..0000000 --- a/glmdenoise/select_noise_regressors.py +++ /dev/null @@ -1,35 +0,0 @@ -import numpy as np - - -def select_noise_regressors(r2_nrs, pcstop=1.05): - """How many components to include - - Args: - r2_nrs (ndarray): Model fit value per solution - pcstop (float, optional): Defaults to 1.05. - - Returns: - int: Number of noise regressors to include - """ - numpcstotry = r2_nrs.size - 1 - - # this is the performance curve that starts at 0 (corresponding to 0 PCs) - curve = r2_nrs - r2_nrs[0] - - # initialize (this will hold the best performance observed thus far) - chosen = 0 - best = -np.Inf - for p in range(1, numpcstotry): - - # if better than best so far - if curve[p] > best: - - # record this number of PCs as the best - chosen = p - best = curve[p] - - # if we are within opt.pcstop of the max, then we stop. - if (best * pcstop) >= curve.max(): - break - - return chosen diff --git a/glmdenoise/single_trial.py b/glmdenoise/single_trial.py index fa98848..fbd2548 100644 --- a/glmdenoise/single_trial.py +++ b/glmdenoise/single_trial.py @@ -1,28 +1,29 @@ +from __future__ import absolute_import, division, print_function import os import numpy as np +from tqdm import tqdm import matplotlib.pyplot as plt -from glmdenoise.defaults import default_params +from sklearn.preprocessing import normalize from glmdenoise.check_inputs import check_inputs -from glmdenoise.utils.normalisemax import normalisemax -from glmdenoise.utils.gethrf import getcanonicalhrf, getcanonicalhrflibrary +from glmdenoise.defaults import default_params +from glmdenoise.gmm.findtailthreshold import findtailthreshold +from glmdenoise.hrf.gethrf import getcanonicalhrf, getcanonicalhrflibrary +from glmdenoise.hrf.normalisemax import normalisemax +from glmdenoise.ols.glm_estimatemodel import glm_estimatemodel +from glmdenoise.ols.make_poly_matrix import (make_polynomial_matrix, + make_projection_matrix) +from glmdenoise.ols.olsmatrix import olsmatrix +from glmdenoise.utils.select_noise_regressors import select_noise_regressors +from glmdenoise.ssq.calcbadness import calcbadness from glmdenoise.utils.chunking import chunking from glmdenoise.utils.make_image_stack import make_image_stack -from glmdenoise.utils.findtailthreshold import findtailthreshold -from glmdenoise.utils.glm_estimatemodel import glm_estimatemodel -from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, - make_projection_matrix) -from glmdenoise.utils.calcbadness import calcbadness -from glmdenoise.utils.olsmatrix import olsmatrix -from glmdenoise.select_noise_regressors import select_noise_regressors -from sklearn.preprocessing import normalize -from tqdm import tqdm -from ipdb import set_trace +__all__ = ["GLM_singletrial"] dir0 = os.path.dirname(os.path.realpath(__file__)) -class glm_estimatesingletrial(): +class GLM_singletrial(): def __init__(self, params=None): """glm singletrial denoise constructor @@ -61,7 +62,7 @@ def __init__(self, params=None): of OLS. Other model types, if computed, use OLS. Note that if you set wantglmdenoise=1, you MUST have repeats of - conditions andan associated cross-validation scheme (), + conditions andan associated cross-validation scheme UNLESS you specify params.pcstop = -B. In other words, you can perform wantglmdenoise without any cross-validation, but you need to provide params.pcstop = -B. @@ -260,12 +261,6 @@ def __init__(self, params=None): params[key] = params.get(key) or default_params[key] self.params = params - self.extra_regressors = params['extra_regressors'] - self.n_pcs = params['n_pcs'] - self.n_jobs = params['n_jobs'] - self.n_boots = params['n_boots'] - self.hrfparams = {} - self.results = dict() def fit(self, design, data, stimdur, tr, outputdir=None): """ @@ -394,23 +389,6 @@ def fit(self, design, data, stimdur, tr, outputdir=None): else: numvoxels = self.data[0].shape[0] - # check number of time points and truncate if necessary - for run_i in np.arange(len(data)): - if self.data[run_i].shape[1] > self.design[run_i].shape[0]: - print( - f'WARNING: run {run_i} has more time points' - 'in than . We are truncating' - '.\n') - self.data[run_i] = self.data[run_i][:, np.arange( - self.design.shape[0])] - - if self.data[run_i].shape[1] < self.design[run_i].shape[0]: - print( - f'WARNING: run {run_i} has more time points in ' - 'than . We are truncating .\n') - self.design[run_i] = self.design[run_i][np.arange( - self.data[run_i].shape[0]), :] - # inputs if 'xvalscheme' not in params: params['xvalscheme'] = np.arange(numruns) diff --git a/glmdenoise/utils/R2_nom_denom.py b/glmdenoise/utils/R2_nom_denom.py deleted file mode 100644 index d7852c4..0000000 --- a/glmdenoise/utils/R2_nom_denom.py +++ /dev/null @@ -1,17 +0,0 @@ -import numpy as np - - -def R2_nom_denom(y, yhat): - """ Calculates the nominator and denomitor for calculating R-squared - - Args: - y (array): data - yhat (array): predicted data data - - Returns: - nominator (float or array), denominator (float or array) - """ - with np.errstate(divide='ignore', invalid='ignore'): - nom = np.sum((y - yhat)**2, axis=0) - denom = np.sum(y**2, axis=0) # Kendricks denominator - return nom, denom diff --git a/glmdenoise/utils/calc_cod.py b/glmdenoise/utils/calc_cod.py deleted file mode 100644 index 87d524c..0000000 --- a/glmdenoise/utils/calc_cod.py +++ /dev/null @@ -1,124 +0,0 @@ -import numpy as np -from glmdenoise.utils.zerodiv import zerodiv - - -def calc_cod(x, y, dim=None, wantgain=0, wantmeansub=1): - """Calculate the coefficient of determination - - Args: - x ([type]): matrix with the same dimensions as y - y ([type]): matrix with the same dimensions as x - dim ([type]): is the dimension of interest - wantgain (int, optional): Defaults to 0. 0 means normal - 1 means allow a gain to be applied to each case of - to minimize the squared error with respect to . - in this case, there cannot be any NaNs in or . - 2 is like 1 except that gains are restricted to be non-negative. - so, if the gain that minimizes the squared error is negative, - we simply set the gain to be applied to be 0. - default: 0. - wantmeansub (int, optional): Defaults to 1. - 0 means do not subtract any mean. this makes it such that - the variance quantification is relative to 0. - 1 means subtract the mean of each case of from both - and before performing the calculation. this makes - it such that the variance quantification - is relative to the mean of each case of . - note that occurs before . - default: 1. - - calculate the coefficient of determination (R^2) indicating - the percent variance in that is explained by . this is achieved - by calculating 100*(1 - sum((y-x).^2) / sum(y.^2)). note that - by default, we subtract the mean of each case of from both - and before proceeding with the calculation. - - the quantity is at most 100 but can be 0 or negative (unbounded). - note that this metric is sensitive to DC and scale and is not symmetric - (i.e. if you swap and , you may obtain different results). - it is therefore fundamentally different than Pearson's correlation - coefficient (see calccorrelation.m). - - NaNs are handled gracefully (a NaN causes that data point to be ignored). - - if there are no valid data points (i.e. all data points are - ignored because of NaNs), we return NaN for that case. - - note some weird cases: - calccod([],[]) is [] - - history: - 2013/08/18 - fix pernicious case where is all zeros and - is 1 or 2. - 2010/11/28 - add ==2 case - 2010/11/23 - changed the output range to percentages. thus, the range - is (-Inf,100]. also, we removed the input since - it was dumb. - - example: - x = np.random.random(100) - calccod(x,x+0.1*np.random.random(100)) - """ - - # input - if dim is None: - dim = np.argmax(x.shape) - - # handle gain - if wantgain: - # to get the residuals, we want to do something like y-x*inv(x'*x)*x'*y - temp = 1/np.dot(x, x) * np.dot(x, y) - if wantgain == 2: - # if the gain was going to be negative, rectify it to 0. - temp[temp < 0] = 0 - x = x * temp - - # propagate NaNs (i.e. ignore invalid data points) - x[np.isnan(y)] = np.nan - y[np.isnan(x)] = np.nan - - # handle mean subtraction - if wantmeansub: - mn = np.nanmean(y, axis=dim) - y = y - mn - x = x - mn - - # finally, compute it - with np.errstate(divide='ignore', invalid='ignore'): - nom = np.nansum((y-x) ** 2, axis=dim) - denom = np.nansum((y**2), axis=dim) - f = np.nan_to_num(1 - (nom / denom)) - return 100*f - - -def calc_cod_stack(yhat, y): - """ - [summary] - - Args: - data ([type]): [description] - pred ([type]): [description] - - Returns: - r2s: global r2s - - """ - - numer = np.asarray( - [np.sum((a-b)**2, axis=0) for a, b in zip(yhat, y)] - ).sum(axis=0) - denom = np.asarray( - [np.sum(a**2, axis=0) for a in y] - ).sum(axis=0) - - # calculate global R2 - - r2s = 100*(1 - zerodiv( - numer, - denom, - val=np.nan, - wantcaution=0 - ) - ) - - return r2s diff --git a/glmdenoise/utils/construct_stim_matrices.py b/glmdenoise/utils/construct_stim_matrices.py deleted file mode 100644 index 3187501..0000000 --- a/glmdenoise/utils/construct_stim_matrices.py +++ /dev/null @@ -1,93 +0,0 @@ -import numpy as np - - -def construct_stim_matrices(m, prenumlag=0, postnumlag=0, wantwrap=0): - """construc stimulus matrices from design matrix m - - Args: - - m ([2d matrix]): is a 2D matrix, each row of which is a stimulus - sequence (i.e. a vector that is all zeros except for ones - indicating the onset of a given stimulus (fractional values - are also okay)) - - prenumlag (bool or int, optional): Defaults to False. number of - stimulus points in the past - - postnumlag (bool or int, optional): Defaults to False. number of - stimulus points in the future - - wantwrap (bool, optional): Defaults to False. whether to wrap - around - Returns: - [2d matrix]: a stimulus matrix of dimensions - size(m,2) x ((prenumlag+postnumlag+1)*size(m,1)). - this is a horizontal concatenation of the stimulus - matrix for the first stimulus sequence, the stimulus - matrix for the second stimulus sequence, and so on. - this function is useful for fitting finite impulse - response (FIR) models. - """ - - # make sure m is numpy - m = np.asarray(m) - - # get out early - if not prenumlag and not postnumlag: - f = m.T - return f - else: - nconds, nvols = m.shape - - # do it - num = prenumlag + postnumlag + 1 - f = np.zeros((nvols, num*nconds)) - for p in range(nconds): - i = p + 1 - thiscol = (i - 1) * num + np.array(range(num)) - f[:, thiscol] = construct_stim_matrix( - m[p, :], prenumlag, postnumlag, wantwrap - ) - - return f - - -def construct_stim_matrix(v, prenumlag, postnumlag, wantwrap=0): - """Construct stimulus matrix from design vector - - Args: - - v ([1d vector]): v is the stimulus sequence represented as a vector - - prenumlag ([int]): this is the number of stimulus points in the past - - postnumlag ([int]): this is the number of stimulus points in the future - - wantwrap (int, optional): Defaults to 0. whether to wrap around - - - Returns: - [2d array]: return a stimulus matrix of dimensions - length(v) x (prenumlag+postnumlag+1) - where each column represents the stimulus at - a particular time lag. - """ - v = np.asarray(v) - total = prenumlag + postnumlag + 1 - f = np.zeros((len(v), total)) - for p in range(total): - i = p + 1 - if False: - pass - # shift = [0 - prenumlag + (p-1)] - # f[:, p] = np.roll(v, shift, axis=(0, 1)).T - else: - temp = -prenumlag + (i - 1) - if temp < 0: - pass - # vindx = range(len(v), 1 - temp) - # findx = range(len(v)+temp) - # f[findx, p] = v[vindx] - else: - f[temp:, p] = v[: len(v) - temp] - return f diff --git a/glmdenoise/utils/convolve_design.py b/glmdenoise/utils/convolve_design.py deleted file mode 100644 index f6d21f6..0000000 --- a/glmdenoise/utils/convolve_design.py +++ /dev/null @@ -1,69 +0,0 @@ -import numpy as np -from scipy.interpolate import pchip - - -def convolve_design(X, hrf, opt=None): - """convolve each column of a 2d design matrix with hrf - - Args: - X ([2D design matrix]): time by cond, or list of onsets - hrf ([1D hrf function]): hrf - opt: if onset case, provides n_times and tr for - interpolation - - Returns: - [convdes]: 2D: Samples by cond - """ - - # if onset-time case - if type(X) is list: - errmsg = 'n_times needs to be in opt' - np.testing.assert_equal( - 'n_times' in opt, - True, - err_msg=errmsg) - n_times = opt['n_times'] - tr = opt['tr'] - - # calc - n_conditions = len(X) - convdes = np.zeros((n_times, n_conditions)) - - all_times = np.linspace(0, tr*(n_times-1), n_times) - hrf_times = np.linspace(0, tr*(len(hrf)-1), len(hrf)) - - for q in range(n_conditions): - # onset times for qth condition in run p - otimes = X[q] - - # intialize - yvals = np.zeros((n_times)) - - # loop over onset times - for r in otimes: - # interpolate to find values at the - # data sampling time points - f = pchip( - r + hrf_times, - hrf, - extrapolate=False)(all_times) - - yvals = yvals + np.nan_to_num(f) - - # record - convdes[:, q] = yvals - - # normal vector or matrix cases - else: - ndims = X.ndim - if ndims == 1: - ntime = X.shape[0] - convdes = np.convolve(X, hrf) - convdes = convdes[range(ntime)] - else: - ntime, ncond = X.shape - convdes = np.asarray( - [np.convolve(X[:, x], hrf, ) for x in range(ncond)]).T - convdes = convdes[range(ntime), :] - - return convdes diff --git a/glmdenoise/utils/findtailthreshold.py b/glmdenoise/utils/findtailthreshold.py deleted file mode 100644 index afc7961..0000000 --- a/glmdenoise/utils/findtailthreshold.py +++ /dev/null @@ -1,91 +0,0 @@ -import numpy as np -from glmdenoise.utils.robustrange import robustrange -from glmdenoise.utils.picksubset import picksubset -from sklearn.mixture import GaussianMixture as gmdist -import matplotlib.pyplot as plt - - -def findtailthreshold(v, figpath=None): - """ - function [f,mns,sds,gmfit] = findtailthreshold(v,wantfig) - - is a vector of values - (optional) is whether to plot a diagnostic figure. Default: 1. - - Fit a Gaussian Mixture Model (with n=2) - to the data and find the point that is greater than - the median and at which the posterior probability - is equal (50/50) across the two Gaussians. - This serves as a nice "tail threshold". - - To save on computational load, we take a random subset of - size 1000000 if there are more than that number of values. - We also use some discretization in computing our solution. - - return: - as the threshold - as [A B] with the two means (A < B) - as [C D] with the corresponding std devs - with the gmdist object (the order might not - be the same as A < B) - - example: - from numpy.random import randn - f, mns, sds, gmfit = findtailthreshold(np.r_[randn(1000), 5+3*randn(500)], figpath='test.png') - """ - - # internal constants - numreps = 3 # number of restarts for the GMM - maxsz = 1000000 # maximum number of values to consider - nprecision = 500 - # linearly spaced values between median and upper robust range - - # inputs - if figpath is None: - wantfig = 0 - else: - wantfig = 1 - - # quick massaging of input - v2 = v[np.isfinite(v)] - if len(v2) > maxsz: - print('warning: too big, so taking a subset') - v2 = picksubset(v2, maxsz) - - # fit mixture of two gaussians - gmfit = gmdist(n_components=2, n_init=numreps).fit(v2.reshape(-1, 1)) - - # figure out a nice range - rng = robustrange(v2.flatten())[0] - - # evaluate posterior - allvals = np.linspace(np.median(v2), rng[1], num=nprecision) - checkit = gmfit.predict_proba(allvals.reshape(-1, 1)) - - # figure out crossing - np.testing.assert_equal( - np.any(checkit[:, 0] > .5) and np.any(checkit[:, 0] < .5), - True, - err_msg='no crossing of 0.5 detected') - ix = np.argmin(np.abs(checkit[:, 0]-.5)) - - # return it - f = allvals[ix] - - # prepare other outputs - mns = gmfit.means_.flatten() - sds = np.sqrt(gmfit.covariances_.flatten()) - if mns[1] < mns[0]: - mns = mns[[1, 0]] - sds = sds[[1, 0]] - - # start the figure - if wantfig: - # make figure - plt.plot(allvals, checkit) - plt.plot([allvals[ix], allvals[ix]], plt.ylim(), 'k-', linewidth=2) - plt.title('Posterior Probabilities') - plt.savefig(figpath) - plt.close('all') - - return f, mns, sds, gmfit diff --git a/glmdenoise/utils/fit_model.py b/glmdenoise/utils/fit_model.py deleted file mode 100644 index 2d4c90d..0000000 --- a/glmdenoise/utils/fit_model.py +++ /dev/null @@ -1,356 +0,0 @@ - -import numpy as np -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.mtimes_stack import mtimes_stack -from glmdenoise.utils.olsmatrix import olsmatrix -from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack -from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices -from glmdenoise.utils.convolve_design import convolve_design -from fracridge import fracridge -from ipdb import set_trace - - -def fit_model(design, data2, tr, hrfmodel, hrfknobs, - opt, combinedmatrix, cache=None): - """[summary] - f, cache = fit_model(design, data2, tr, hrfmodel, hrfknobs, - opt, combinedmatrix, cache) - - if hrfmodel is 'fir', then will be voxels x conditions x time - (flattened format) - if hrfmodel is 'assume' or 'optimize', then will be {A B} - where A is time x 1 and B is voxels x conditions (flattened format). - is [] unless hrfmodel is 'optimize', in which case it - will be a column vector of voxel indices. - - note: cache.rawdesign will exist for 'fir' and 'assume' but not - 'optimize'. - - Args: - design ([list]): [description] - data2 ([list]): [description] - tr ([int]): [description] - hrfmodel ([str]): [description] - hrfknobs ([array]): [description] - opt ([dict]): [description] - combinedmatrix ([array]): [description] - cache ([dict]): [description] - - Returns: - [tuple]: [f, cache] - """ - - # internal constants - minR2 = 99 - # in 'optimize' mode, if R^2 between previous HRF and new HRF - # is above this threshold (and we have at least gone through - # one complete round of fitting (just so that we can change - # a little from the initial seed)), then we stop fitting. - - # init - hrffitvoxels = [] - - # make sure data is np.float32 - for p in range(len(data2)): - data2[p] = data2[p].astype(np.float32, copy=False) - - # for p in range(len(design)): - # design[p] = design[p].astype(np.float32, copy=False) - - n_runs = len(design) - - if cache is None: - cache = {} - cache['design'] = [None for x in range(n_runs)] - cache['rawdesign'] = [None for x in range(n_runs)] - - if hrfmodel == 'fir': - - # since 'fir', we can assume design is not the onset case, but check it - np.testing.assert_equal(type(design[0]) is int, True) - - # calc - numconditions = design[0].shape[1] - - # prepare design matrix - desw = [] - for p in range(len(design)): - - # expand original design matrix using delta basis functions. - # the length of each timecourse is L. - desw.append(construct_stim_matrices( - design[p].T, - 0, - hrfknobs, - 0).astype(np.float32)) - # time x L*conditions - - # save a record of the raw design matrix - cache['rawdesign'][p] = desw[p] - - # remove polynomials and extra regressors - desw[p] = combinedmatrix[p].astype(np.float32) @ desw[p] - # time x L*conditions - - # save a record of the projected-out design matrix - cache['design'][p] = desw[p] - - # fit model - if opt['wantfracridge']: - f = fracridge( - np.concatenate(desw), - np.concatenate(data2), - opt['frac'], - )[0] - - else: - f = mtimes_stack( - olsmatrix(np.concatenate(desw)), - data2) # L*conditions x voxels - - # voxels x conditions x L - f = np.transpose(np.reshape(f, [hrfknobs+1, numconditions]), [2, 1, 0]) - - fout = {} - fout['betas'] = f.T.astype(np.float32) - fout['hrffitvoxels'] = hrffitvoxels - - elif hrfmodel == 'assume': - - # prepare design matrix - desopts = { - 'n_times': data2[0].shape[0], - 'tr': tr - } - desw = [] - for p in range(n_runs): - - # convolve original design matrix with HRF - # number of time points - desw.append( - convolve_design( - design[p], - hrfknobs, - desopts).astype(np.float32)) - - # save a record of the raw design matrix - cache['rawdesign'][p] = desw[p] - - # remove polynomials and extra regressors - desw[p] = combinedmatrix[p].astype(np.float32) @ desw[p] - # time x conditions - - # save a record of the projected-out design matrix - cache['design'][p] = desw[p] - - # fit model - if opt['wantfracridge']: - f = fracridge( - np.concatenate(desw), - np.concatenate(data2), - opt['frac'])[0] - # conditions x voxels - else: - f = mtimes_stack( - olsmatrix(np.concatenate(desw)), - data2) # conditions x voxels - - fout = {} - fout['hrfknobs'] = hrfknobs - fout['betas'] = f.T.astype(np.float32) - fout['hrffitvoxels'] = hrffitvoxels - - elif hrfmodel == 'optimize': - - # since 'optimize', we can assume design is not the onset case, - # but check it - np.testing.assert_true(type(design[0]), list) - - # calc - numinhrf = len(hrfknobs) - numconds = design[0].shape[1] - - numruns = len(design) - numconds = design[0].shape[1] - postnumlag = numinhrf - 1 - - if 'design2pre' not in cache: - - # precompute for speed - design2pre = [] - for p in range(len(data2)): - - # expand design matrix using delta functions - ntime = design[p].shape[0] # number of time points - design2pre.append( - construct_stim_matrices( - design[p].T, - prenumlag=0, - postnumlag=postnumlag - ).reshape( - -1, - numconds, - order='F').astype(np.float32)) - # time*L x conditions - - # record it - cache['design2pre'] = design2pre - else: - if 'design2pre' in cache: - design2pre = cache['design2pre'] - - # collect ntimes per run - ntimes = [data2[p].shape[0] for p in range(numruns)] - - # loop until convergence - currenthrf = hrfknobs # initialize - cnt = 1 - while True: - - # fix the HRF, estimate the amplitudes - if cnt % 2 == 1: - - # prepare design matrix - design2 = [] - for p in range(numruns): - - # get design matrix with HRF - # number of time points - design2.append( - make_design( - design[p], - tr, - ntimes[p], - currenthrf - ) - ) - - # project the polynomials out - design2[p] = combinedmatrix[p] @ design2[p] - # time x conditions - - # estimate the amplitudes (output: conditions x voxels) - currentbeta = mtimes_stack( - olsmatrix(np.vstack(design2)), - data2 - ) - - # calculate R^2 - modelfit = [(design2[p] @ currentbeta).astype( - np.float32) for p in range(numruns)] - - R2 = calc_cod_stack(data2, modelfit) - - # figure out indices of good voxels - if opt['hrffitmask'] == 1: - temp = R2 - else: # if people provided a mask for hrf fitting - temp = np.zeros((R2.shape)) - temp[np.invert(opt['hrffitmask'].ravel())] = -np.inf - # shove -Inf in where invalid - - temp[np.isnan(temp)] = -np.inf - ii = np.argsort(temp) - nii = len(ii) - iichosen = ii[np.max((1, nii - opt['numforhrf'])):nii] - iichosen = np.setdiff1d( - iichosen, iichosen[temp[iichosen] == -np.inf] - ).tolist() - hrffitvoxels = iichosen - - # fix the amplitudes, estimate the HRF - else: - - nhrfvox = len(hrffitvoxels) - - # prepare design matrix - design2 = [] - for p in range(numruns): - - # calc - # weight and sum based on the current amplitude estimates. - # only include the good voxels. - # return shape time*L x voxels - - design2.append(( - design2pre[p] @ currentbeta[:, hrffitvoxels] - ).astype(np.float32)) - - # remove polynomials and extra regressors - # time x L*voxels - design2[p] = design2[p].reshape( - (ntimes[p], -1), order='F') - - design2[p] = combinedmatrix[p] @ design2[p] - design2[p] = design2[p].reshape( - (ntimes[p], numinhrf, -1), - order='F') - design2[p] = np.transpose(design2[p], (0, 2, 1)) - - # estimate the HRF - previoushrf = currenthrf - datasubset = np.array(np.vstack( - [data2[x][:, hrffitvoxels] for x in range(numruns)] - )) - - stackdesign = np.vstack(design2) - ntime = stackdesign.shape[0] - - stackdesign = stackdesign.reshape( - (ntime * nhrfvox, numinhrf), order='F') - stackdesign = olsmatrix(stackdesign) - currenthrf = np.asarray(stackdesign.dot( - datasubset.reshape((-1), order='F')))[0] - - # if HRF is all zeros (this can happen when the data - # are all zeros) - # get out prematurely - if np.all(currenthrf == 0): - print( - f'current hrf went all to 0 after {cnt} attempts\n') - break - - # check for convergence - hrfR2 = calc_cod(previoushrf, currenthrf, wantmeansub=0) - if hrfR2 >= minR2 and cnt > 2: - break - - cnt += 1 - - # sanity check - # we want to see that we're not converging in a weird place - # so we compute the coefficient of determination between the - # current estimate and the seed hrf - hrfR2 = calc_cod(hrfknobs, previoushrf, wantmeansub=0) - - # sanity check to make sure that we are not doing worse. - if hrfR2 < opt['hrfthresh']: - print( - "Global HRF estimate is far from the initial seed," - "probably indicating low SNR. We are just going to" - "use the initial seed as the HRF estimate.\n" - ) - fout = fit_model( - design, - data2, - tr, - 'assume', - hrfknobs, - opt, - combinedmatrix, - )[0] - - return fout, cache - - # normalize results - mx = np.max(previoushrf) - previoushrf = previoushrf / mx - currentbeta = currentbeta * mx - - # return - fout = dict() - fout["hrf"] = previoushrf - fout['betas'] = currentbeta.T - fout['hrffitvoxels'] = hrffitvoxels - - return fout, cache diff --git a/glmdenoise/utils/getcanonicalhrflibrary.tsv b/glmdenoise/utils/getcanonicalhrflibrary.tsv deleted file mode 100644 index 51247d1..0000000 --- a/glmdenoise/utils/getcanonicalhrflibrary.tsv +++ /dev/null @@ -1,501 +0,0 @@ -0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -0.0001099 4.2083e-05 1.4131e-05 2.8125e-07 -1.9045e-05 -6.4786e-05 -0.00013402 -0.00044443 -2.439e-07 1.585e-10 9.7772e-14 0 0 0 0 0 0 0 0 0 -0.00060199 0.00028362 0.00011998 9.9237e-06 -7.0765e-05 -0.00016611 -0.00027733 -0.00070326 -1.1763e-06 1.7694e-08 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-7.1498e-08 -1.6043e-08 8.9443e-09 4.9375e-08 diff --git a/glmdenoise/utils/gethrf.py b/glmdenoise/utils/gethrf.py deleted file mode 100644 index 8ea66e0..0000000 --- a/glmdenoise/utils/gethrf.py +++ /dev/null @@ -1,93 +0,0 @@ -import os -import numpy as np -from scipy.interpolate import pchip - - -fpath = os.path.dirname(os.path.realpath(__file__)) - - -def getcanonicalhrf(duration, tr): - # inputs - if duration == 0: - duration = 0.1 - - # obtain canonical response to a 0.1-s stimulus - hrf = basichrf() - - # convolve to get the predicted response to the desired stimulus duration - trold = 0.1 - hrf = np.convolve( - hrf, - np.ones(int(np.max([1, np.round(duration/trold)]))) - ) - - sampler = np.asarray(np.arange(0, int((hrf.shape[0]-1)*trold), tr)) - - # resample to desired TR - hrf = pchip( - np.asarray(range(hrf.shape[0]))*trold, - hrf)(sampler) - - # make the peak equal to one - hrf = hrf / np.max(hrf) - - return hrf - - -def basichrf(): - hrf = 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- return hrf - - -def getcanonicalhrflibrary(duration, tr): - """ - function hrfs = getcanonicalhrflibrary(duration,tr) - - is the duration of the stimulus in seconds. - should be a multiple of 0.1 (if not, we round to the nearest 0.1). - 0 is automatically treated as 0.1. - is the TR in seconds. - - generate a library of 20 predicted HRFs to a stimulus of - duration , with data sampled at a TR of . - - the resulting HRFs are returned as 20 x time. the first point is - coincident with stimulus onset. each HRF is normalized such - that the maximum value is one. - - example: - hrfs = getcanonicalhrflibrary(4,1); - figure; plot(0:size(hrfs,2)-1,hrfs,'o-'); - """ - - # inputs - if duration == 0: - duration = 0.1 - - # load the library - hrfs = np.genfromtxt(os.path.join(fpath, 'getcanonicalhrflibrary.tsv')).T - - # 20 HRFs x 501 time points - - # convolve to get the predicted response to the desired stimulus duration - trold = 0.1 - hrfsc = [] - for x in hrfs: - hrfsc.append( - np.convolve( - x, - np.ones(int(np.max([1, np.round(duration/trold)]))))) - - sampler = np.asarray(np.arange(0, int((hrfsc[0].shape[0]-1)*trold), tr)) - - # resample to desired TR - hrfsc = [pchip( - np.asarray(range(x.shape[0]))*trold, - x)(sampler) for x in hrfsc] - - hrfs = np.vstack(hrfsc) - - # make the peak equal to one - hrfs = hrfs / np.max(hrfs) - - return hrfs diff --git a/glmdenoise/utils/glm_estimatemodel.py b/glmdenoise/utils/glm_estimatemodel.py deleted file mode 100644 index 53c3f1b..0000000 --- a/glmdenoise/utils/glm_estimatemodel.py +++ /dev/null @@ -1,885 +0,0 @@ -import time -import numpy as np -from itertools import compress -from tqdm import tqdm -from glmdenoise.check_inputs import check_inputs -from glmdenoise.utils.gethrf import getcanonicalhrf -from glmdenoise.utils.normalisemax import normalisemax -from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, - make_projection_matrix) -from glmdenoise.utils.fit_model import fit_model -from glmdenoise.utils.glm_predictresponses import glm_predictresponses -from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack - - -def glm_estimatemodel(design, data, stimdur, tr, hrfmodel, hrfknobs, - resampling, opt=None, cache=None, mode=0): - - """ - glm_estimatemodel - - [summary] - - Based on the experimental design (, , ) and the - model specification (, ), fit a GLM model to the - data () using a certain resampling scheme (). - - Arguments: - __________ - - : - - is the experimental design. - - There are three possible cases: - 1. A where A is a matrix with dimensions time x conditions. - Each column should be zeros except for ones indicating condition - onsets. - (Fractional values in the design matrix are also allowed.) - - 2. [A1, A2, ...An] where each of the A's are like the previous case. - The different A's correspond to different runs, and different - runs can have different numbers of time points. - - 3. [[[C1_1], [C2_1], [C3_1] ...],[[C1_2],[C2_2],[C3_2], ...] ...] - where Ca_b is a vector of onset times (in seconds) for condition a - in run b. - Time starts at 0 and is coincident with the acquisition of the - first volume. This case is compatible only with set to - 'assume'. - - : - - is the time-series data with dimensions X x Y x Z x time or a - list vector of elements that are each X x Y x Z x time. XYZ can be - collapsed such that the data are given as a 2D matrix (XYZ x time); - however, if you do this, then several of the figures that are written - out by this function will not be useful to look at. The dimensions of - should mirror that of . - (For example, and should have the same number - of runs, the same number of time points, etc.) - should not contain any NaNs. We automatically convert - to single format (if necessary). - - : - - is the duration of a trial in seconds - - : - - is the sampling rate in seconds - - : - - indicates the type of model to use for the HRF: - - 'fir': a finite impulse response model (a separate timecourse - is estimated for every voxel and every condition) - - 'assume': that the HRF is provided (see ) - - 'optimize': indicates that we should estimate a global HRF from - the data - - (optional): - - if is 'fir', then should be the number of - time points in the future to model (N >= 0). For example, if N - is 10, then timecourses will consist of 11 points, with the first - point coinciding with condition onset. - - if is 'assume', then should be time x 1 with - the HRF to assume. - - if is 'optimize', then should be time x 1 with - the initial seed for the HRF. The length of this vector indicates - the number of time points that we will attempt to estimate in the - HRF. - - Note on normalization: In the case that is 'assume' or - 'optimize', we automatically divide by the maximum value - so that the peak is equal to 1. And if is 'optimize', - then after fitting the HRF, we again normalize the HRF to peak at 1 - (and adjust amplitudes accordingly). Default in the case of 'fir' is - 20. Default in the case of 'assume' and 'optimize' is to use a - canonical HRF that is calculated based on and . - - - - specifies the resampling scheme: - - 0 means fit fully (don't bootstrap or cross-validate) - - A means bootstrap A times (A >= 1) - - -1 means perform leave-one-run-out cross-validation (in this case, - there must be at least two runs) - - (optional) is a struct with the following fields: - - (optional) - - is time x regressors or a cell vector - of elements that are each time x regressors. The dimensions of - should mirror that of (i.e. same number of - runs, same number of time points). The number of extra regressors - does not have to be the same across runs, and each run can have zero - or more extra regressors. If None or not supplied, we do - not use extra regressors in the model. - - (optional): - - is a non-negative integer with the maximum - polynomial degree to use for polynomial nuisance functions, which - are used to capture low-frequency noise fluctuations in each run. - Can be a vector with length equal to the number of runs (this - allows you to specify different degrees for different runs). - Default is to use round(L/2) for each run where L is the - duration in minutes of a given run. - - (optional): - - is the random number seed to use (this affects - the selection of bootstrap samples). Default: sum(100*clock). - - (optional): - - is a vector of positive integers indicating - the grouping of runs to use when bootstrapping. For example, - a grouping of [1 1 1 2 2 2] means that of the six samples that are - drawn, three samples will be drawn (with replacement) from the first - three runs and three samples will be drawn (with replacement) from - the second three runs. This functionality is useful in situations - where different runs involve different conditions. - Default: ones(1, D) where D is the number of runs. - - (optional): - - is a positive integer indicating the number - of voxels (with the best R^2 values) to consider in fitting the - global HRF. This input matters only when is 'optimize'. - Default: 50. (If there are fewer than that number of voxels - available, we just use the voxels that are available.) - - (optional): - - is X x Y x Z with 1s indicating all possible - voxels to consider for fitting the global HRF. This input matters - only when is 'optimize'. Special case is 1 which means - all voxels can be potentially chosen. Default: 1. - - (optional): - - is whether to convert the amplitude - estimates in 'models', 'modelmd', 'modelse', and 'residstd*' to - percent BOLD change. - This is done as the very last step, and is accomplished by dividing - by the absolute value of 'meanvol' and multiplying by 100. (The - absolute value prevents negative values in 'meanvol' from flipping - the sign.) - Default: 1. - - (optional): - - is an R^2 threshold. If the R^2 between the - estimated HRF and the initial HRF is less than , we - decide to just use the initial HRF. Set to -Inf if - you never want to reject the estimated HRF. - Default: 50. - - (optional): - - is whether to suppress fprintf statements. - Default: 0. - - (optional): - - is the lambda constant to use for ridge regression. - This takes effect only for the 'fir' and 'assume' cases. Default: 0. - - (optional): - - is the frac to use for fractional ridge regression. - This takes effect only for the 'fir' and 'assume' cases. - Default: []. - If [], we use . If not [], we use . - - (optional): - - is used for speeding up execution. - - If you are calling this function with identical inputs except - potentially for different , then if you can take the - returned by the first call and re-use it for subsequent calls. - - (optional): - - 1 means that only the 'R2' output is desired (to save compute time) - 2 means that hrfmodel is 'optimize', resampling is 0, we only care - about the hrf and hrffitvoxels outputs (to save time and memory) - Default: 0. - - - - Returns: - __________ - - : - - as a dict containing the following keys: - - : - - contains the full set of model estimates (e.g. all bootstrap results) - - : - - contains the final model estimate (median of the estimates in ) - - : - - contains the standard error of the final model estimate (half - of the 68% range of the estimates in ). Note that - will be computed in all resampling schemes (full-fit, bootstrapping, - and cross-validation) but can be interpreted as an estimate of - standard error only in the bootstrapping scheme. - - : - - is XYZ with model accuracy expressed in terms of R^2 (percentage). - In the full-fit and bootstrap cases, is an R^2 value indicating - how well the final model estimate () fits the data. - In the cross-validation case, is an R^2 value indicating how - well the cross-validated predictions of the model match the data. - (The predictions and the data are each aggregated across runs before - the computation of R^2.) - - : - - is [XYZ] x runs with R^2 values calculated on a per-run basis. - - : - - is XYZ with the maximum absolute amplitude in - (this is computed over all conditions and time points in the case of - 'fir' and over all conditions in the case of 'assume' and 'optimize') - - : - - is XYZ with the average amplitude error in . - - : - - is XYZ with divided by . - - : - - is XYZ with 1s indicating the voxels used for - fitting the global HRF. This input is returned as [] if - is not 'optimize'. - In the bootstrap and cross-validation cases, indicates - the voxels corresponding to the last iteration. - - : - - is XYZ with the mean of all volumes - - : - - is a dict containing all inputs used in the call to this - function, excluding . We additionally include a field called - 'datasize' which contains the size of each element of . - - Additional details on the format of , , and : - ______________________________________________________________________ - - - If is 'fir', then model estimates consist of timecourses: - is XYZ x conditions x time x resamples - is XYZ x conditions x time - is XYZ x conditions x time - - If is 'assume' or 'optimize', then model estimates consist - of HRF estimates and amplitude estimates: - is time x resamples (HRF estimates) - is time x 1 - is time x 1 - - Notes on model accuracy (R^2): - - We quantify the accuracy of the GLM model as the amount of variance in - the time-series data that is explained by the deterministic portion of - the model, that is, the hemodynamic responses evoked by the various - experimental conditions. - - Note that this does not include the nuisance components of the model, - that is, the polynomial regressors and any extra regressors provided by - the user (see opt.extraregressors). - - The metric that we use for accuracy is R^2. Specifically: - R^2 = 100 * (1-sum((data-model)^2)/sum(data^2)) - - Before computing R^2 between the model and the data, we project out - polynomial regressors from both the model and the data. The purpose of - this is to reduce the influence of low-frequency fluctuations (which - can be quite large in fMRI data) on the model accuracy metric. - - Notes on bootstrapping: - - Bootstrap samples are drawn from entire runs. (Bootstrapping individual - data points would be inappropriate due to temporal correlations in fMRI - noise.) - - For example, if there are 10 runs, each bootstrap sample consists of 10 - runs drawn with replacement from the 10 runs. - - In cases of unbalanced designs, it is possible that a bootstrap sample - contains no occurrences of a given condition; in this case, a warning is - reported and the beta weight estimated for that condition is set to zero. - - Notes on the estimation of a global HRF: - - When is 'optimize', we estimate a global HRF from the data. - This is achieved using an iterative fitting strategy: First, the HRF is - fixed to the initial seed provided by , and we estimate the - amplitudes using OLS. Then, the amplitudes are fixed (to the estimates - obtained in the previous step), and we estimate the HRF using OLS. Next, - the HRF is fixed - (to the estimate obtained in the previous step), and we re-estimate the - amplitudes using OLS. This process is repeated until convergence. - - The reason for the iterative fitting strategy is that the entire model - cannot be estimated at once using linear fitting techniques (and nonlinear - techniques would be too costly). - - At the HRF-estimation steps of the fitting process, the entire dataset - can in theory be fit. However, this is undesirable for two reasons. One, - fitting the entire dataset may have exorbitant memory requirements. - Two, assuming that most voxels are unrelated to the experimental paradigm - (as is typically the case in an fMRI experiment), fitting the entire - dataset will result in a poor-quality (noisy) HRF. To resolve these - issues, we use a strategy in which we determine the best voxels in terms - of R^2 at a given amplitude-estimation step and fit only these voxels in - the subsequent HRF-estimation step. The number of voxels that are chosen - is controlled by opt.numforhrf, and the pool of chosen voxels is updated - at each amplitude-estimation step. - - In some cases, the fitted global HRF may diverge wildly from the initial - seed. This may indicate extremely low SNR and/or a problem with the - coding of the experimental design and/or a poor initial seed for the HRF. - If the R^2 between the initial seed and the fitted global HRF is less than - opt.hrfthresh, we issue a warning and simply use the initial seed as the - HRF (instead of relying on the fitted global HRF). These cases should be - inspected and troubleshooted on a case-by-case basis. - (In GLMdenoisedata.m, a figure named 'HRF.png' is created --- if the - initial and estimated HRF are exactly overlapping on the figure, this - indicates that the exception case occured.) - - Additional information: - - In some circumstances (e.g. using a FIR model with insufficient data), - the design matrix may be singular and there is no unique solution. Our - strategy for these cases is as follows: If MATLAB issues a warning during - the inversion of the autocorrelation matrix (i.e. X'*X), then program - execution halts. - - History: - [MATLAB] - - 2020/05/09: add opt.frac - - 2019/03/22: return design in cache, add opt.lambda - - 2014/07/31: return rawdesign in cache; change cubic to pchip to avoid - warnings - - 2013/12/11: now, after we are done using opt.seed, we reset the random - number seed to something random - (specifically, sum(100*clock)). - - 2013/11/18: add cache input/output; update documentation; new default - for maxpolydeg (it used to always be 2); add opt.hrfthresh; - add opt.suppressoutput; some speed-ups - - 2013/05/12: allow to specify onset times - - 2013/05/12: update to indicate fractional values in design matrix are - allowed. - - 2013/05/12 - regressors that are all zero now receive a 0 weight - (instead of crashing) - - 2013/05/12 - fixed a bug regarding how the extraregressors were being - handled. previously, the extraregressors and the polynomial - regressors were being regressed out sequentially, which is - improper. now, the two regressors are being fit - simultaneously, which is the correct way to do it. - - 2012/12/06: automatically convert data to single format - - 2012/12/03: *** Tag: Version 1.02 ***. Use faster OLS computation (less - error-checking; program execution will halt if design - matrix is singular); - implement various speed-ups; minor bug fixes. - - 2012/11/24: - - INPUTS: add stimdur and tr; hrfknobs is optional now; add - opt.hrffitmask; add opt.wantpercentbold - - OUTPUTS: add signal,noise,SNR; add hrffitvoxels; add meanvol; - add inputs - - add a speed-up (design2pre) - - 2012/11/02 - Initial version. - - 2012/10/30 - Automatic division of HRF. Ensure one complete round of - fitting in optimize case. - Add sanity check on HRF. - - """ - - # DEAL WITH INPUTS, ETC. - data, design, xyz = check_inputs(data, design) - - dimdata, dimtime = [0, 1] - numvoxels = data[0].shape[dimdata] - numruns = len(design) - - # calc - # deal with defaults - if opt is None: - opt = {} - - if 'extra_regressors' not in opt or opt['extra_regressors'] is False: - opt['extra_regressors'] = [None for x in range(numruns)] - - if 'maxpolydeg' not in opt: - opt['maxpolydeg'] = [ - np.arange( - round( - ((data[r].shape[1]*tr)/60)/2) + 1 - ) for r in range(numruns)] - - if 'seed' not in opt: - opt['seed'] = time.time() - - if 'wantfracridge' not in opt: - opt['wantfracridge'] = False - - if 'bootgroups' not in opt: - opt['bootgroups'] = np.ones((1, numruns)) - - if 'numforhrf' not in opt: - opt['numforhrf'] = 50 - - if 'hrffitmask' not in opt: - opt['hrffitmask'] = 1 - - if 'wantpercentbold' not in opt: - opt['wantpercentbold'] = 1 - - if 'hrfthresh' not in opt: - opt['hrfthresh'] = 50 - - if 'suppressoutput' not in opt: - opt['suppressoutput'] = 0 - - if 'lambda' not in opt: - opt['lambda'] = 0 - - if 'frac' not in opt: - opt['frac'] = None - - if type(opt['maxpolydeg']) is int: - opt['maxpolydeg'] = [opt['maxpolydeg'] for x in range(numruns)] - - # input - if hrfknobs is None: - if hrfmodel == 'fir': - hrfknobs = 20 - else: - hrfknobs = normalisemax(getcanonicalhrf(stimdur, tr)) - - if resampling == 0: - resamplecase = 'full' - elif resampling >= 1: - resamplecase = 'boot' - else: - resamplecase = 'xval' - - if 'maxpolydeg' not in opt: - opt['maxpolydeg'] = [np.arange( - round(((data[r].shape[dimtime]*tr)/60)/2) + 1 - ) for r in range(numruns)] - - if len(opt['maxpolydeg']) == 1: - opt['maxpolydeg'] = np.tile( - opt['maxpolydeg'], numruns).tolist() - - if hrfmodel == 'assume' or hrfmodel == 'optimize': - hrfknobs = normalisemax(hrfknobs, dim='global') - - # CALCULATE MEAN VOLUME - - volcnt = [x.shape[dimtime] for x in data] - meanvol = np.concatenate(data, axis=dimtime).mean(axis=dimtime) - - # DEAL WITH NUISANCE COMPONENTS - - # construct projection matrices for the nuisance components - polymatrix = [] - combinedmatrix = [] - for p in range(numruns): - - # this projects out polynomials - pmatrix = make_polynomial_matrix( - volcnt[p], - opt['maxpolydeg'][p]) - polymatrix.append( - make_projection_matrix(pmatrix)) - - extra_regressors = opt['extra_regressors'][p] - - # this projects out both of them - if extra_regressors is not None: - if extra_regressors.any(): - combinedmatrix.append( - make_projection_matrix( - np.c_[pmatrix, extra_regressors] - ) - ) - else: - combinedmatrix.append( - make_projection_matrix(pmatrix)) - - # project out nuisance components from the data. - # after this step, data will have polynomials removed, - # and data2 will have both polynomials and extra regressors removed. - data2 = [] # NOTE: dataw and data2 are big be careful of MEMORY usage. - dataw = [] - for p in range(numruns): - dataw.append(np.transpose(data[p])) - data2.append( - combinedmatrix[p].astype(np.float32) @ dataw[p] - ) - dataw[p] = polymatrix[p].astype(np.float32) @ dataw[p] - - # note that data and data2 are in flattened format (time x voxels)!! - - # FIT MODELS - - # NOTE: cache['rawdesign'] will exist for 'fir' and 'assume' but not - # 'optimize' and for 'full' and 'boot' but not 'xval'. - - if resamplecase == 'full': - - # this is the full-fit case - - # fit the model to the entire dataset. we obtain just one analysis - # result. - if opt['suppressoutput'] == 0: - print('fitting model...') - - results, cache = fit_model( - design, - data2, - tr, - hrfmodel, - hrfknobs, - opt, - combinedmatrix, - cache) - - if opt['suppressoutput'] == 0: - print('done.\n') - - elif resamplecase == 'boot': - - # this is the bootstrap case - - # set random seed - np.random.seed(opt['seed']) - - # there are two reasons to call this line. one is that in the - # case of (bootstrap + optimize), we have to do a pre-call to - # get some cache. - # another is that we may need the cache.rawdesign output. - # so, let's just call it. - cache = fit_model( - design, - data2, - tr, - hrfmodel, - hrfknobs, - opt, - combinedmatrix, - cache)[1] - - # loop over bootstraps and collect up the analysis results. - results = [] - if opt['suppressoutput'] == 0: - print('bootstrapping model') - - for p in tqdm(range(resampling)): - # figure out bootstrap sample - boot_inds = np.random.choice( - np.arange(len(dataw)), len(dataw)).astype(int) - - boot_design = [design[x] for x in boot_inds] - boot_data = [data2[x] for x in boot_inds] - boot_combinedmatrix = [combinedmatrix[x] for x in boot_inds] - - """ - ix = [] - for q in range(np.max(opt['bootgroups']): - num = np.sum(opt['bootgroups']==q) - # number in this group - # TODO This line - ix = [ix subscript(np.where(opt['bootgroups']==q), - ceil(rand(1,num)*num))] - """ - # fit the model to the bootstrap sample - if hrfmodel == 'optimize': - boot_design2pre = \ - [cache['design2pre'][x] for x in boot_inds] - cache2 = {'design2pre': boot_design2pre} - else: - cache2 = None - - results.append( - fit_model( - boot_design, - boot_data, - tr, - hrfmodel, - hrfknobs, - opt, - boot_combinedmatrix, - cache2 - )[0] - ) - - if opt['suppressoutput'] == 0: - print('done.\n') - - # randomize the random seed - np.random.seed(1) - - elif resamplecase == 'xval': - - # this is the cross-validation case - # loop over cross-validation iterations. in each iteration, we - # record the analysis result and also record the time-series - # predictions. - modelfit = [] - results = [] - if opt['suppressoutput'] == 0: - print('cross-validating model') - - for p in tqdm(range(numruns)): - - # figure out resampling scheme - mask = np.arange(numruns) != p - - # fit the model - results.append( - fit_model( - list(compress(design, mask)), - list(compress(data2, mask)), - tr, - hrfmodel, - hrfknobs, - opt, - list(compress(combinedmatrix, mask)) - )[0]) # NOTE: no cache - - # compute the prediction - modelfit.append( - glm_predictresponses( - results[p], - [design[p]], - tr, - data2[p].shape[0], - 0) - ) # 1 because results{p} is in flattened format - - # massage format - # xyzsizefull = list(xyzsize) + [modelfit[p].shape[1]] - # modelfit[p] = np.reshape( - # modelfit[p], xyzsizefull) - - if opt['suppressoutput'] == 0: - print('done.\n') - - # PREPARE MODEL ESTIMATES FOR OUTPUT - - # in this special case, we do not have to perform this section, - # so let's skip it to save computational time. - if resamplecase == 'xval' and mode == 1: - results = [] - - # otherwise, do it as usual - else: - - if opt['suppressoutput'] == 0: - print('preparing output...') - - if hrfmodel in ['assume', 'optimize']: - if type(results) is list: - temp = [t['hrfknobs'] for t in results] - betas = [t['betas'] for t in results] - results['betas'] = np.concatenate( - np.asarray(betas)[:, :, np.newaxis], - axis=1 - ) - # TODO test this - results['hrfknobs'] = np.concatenate( - np.asarray(temp), - axis=1) - - # deal with {1} - if results['hrfknobs'].ndim == 1: - results['hrfknobsse'] = np.zeros( - results['hrfknobs'].shape).astype(np.float32) - else: - temp = np.percentile(results['hrfknobs'], [16, 50, 84], 1) - results['hrfknobsmd'] = temp[1, :] - results['hrfknobsse'] = (temp[2, :] - temp[0, :])/2 - - # deal with {2} - if results['betas'].ndim == 2: - # XYZ by n_conditions - results['betasmd'] = results['betas'].astype(np.float32) - results['betasse'] = np.zeros( - results['betas'].shape).astype(np.float32) - else: - # XYZ by boot by n_conditions - results['betasmd'] = np.median(results['betas'], 1).astype(np.float32) - temp = np.percentile(results['betas'], [16, 50, 84], 1) - results['betasse'] = (temp[2, :, :] - temp[0, :, :])/2 - - if opt['suppressoutput'] == 0: - print('done.\n') - - # COMPUTE MODEL FITS (IF NECESSARY) - - # to save memory, perhaps construct modelfit in chunks?? - - if mode not in [2]: - if opt['suppressoutput'] == 0: - print('computing model fits...') - - if resamplecase in ['full', 'boot']: - - # compute the time-series fit corresponding - # to the final model estimate - ntimes = [x.shape[0] for x in dataw] - modelfit = glm_predictresponses( - results, - design, - tr, - ntimes) - - if resamplecase == 'xval': - pass - # in the cross-validation case, we have already computed - # the cross-validated - # predictions of the model and stored them in the variable - # 'modelfit'. - - if opt['suppressoutput'] == 0: - print('done.\n') - - # COMPUTE R^2 - if mode not in [2, 3]: - - if opt['suppressoutput'] == 0: - print('computing R^2...') - - # remove polynomials from the model fits (or predictions) - modelfit = [polymatrix[x] @ modelfit[x] for x in range(numruns)] - - # calculate overall R^2 [beware: MEMORY] XYZ x time - results['R2'] = calc_cod_stack(modelfit, dataw) - - # [XYZ by time] by n_runs - results['R2run'] = [calc_cod( - mfit, - cdata, - dim=0, - wantgain=0, - wantmeansub=0) for mfit, cdata in zip(modelfit, dataw)] - - if opt['suppressoutput'] == 0: - print('done.\n') - - # COMPUTE SNR - - if opt['suppressoutput'] == 0: - print('computing SNR...') - - if not ((resamplecase == 'xval') and mode == 1) and mode != 2: - - if hrfmodel == 'fir': - # results['betasmd'] shape xyz x n_cond x n_fir? - results['signal'] = np.max( - np.max( - np.abs( - results['betasmd'] - ), - dimdata, - dimdata+1 - ) - ) - results['noise'] = np.mean( - np.mean(results['betasse'], dimdata), dimdata+1) - with np.errstate(divide="ignore", invalid="ignore"): - results['SNR'] = results.signal / results.noise - - if hrfmodel in ['assume', 'optimize']: - # betasmd can be either: - # XYZ x 1 (ONOFF) - # XYZ x n_conds (full, single or cat) - - if results['betasmd'].shape[1] == 1: - results['signal'] = np.abs(results['betasmd']) - results['noise'] = results['betasse'] - else: - # XYZ x n_conditions - results['signal'] = np.max( - np.abs(results['betasmd']), - 1 - ) - results['noise'] = np.mean( - results['betasse'], 1) - - with np.errstate(divide="ignore", invalid="ignore"): - results['SNR'] = results['signal'] / results['noise'] - - if opt['suppressoutput'] == 0: - print('done.\n') - - # PREPARE ADDITIONAL OUTPUTS - - # this is a special case - if results['hrffitvoxels']: - - # TODO - results['hrffitvoxels'] = np.tile( - results['hrffitvoxels'] - (numvoxels, 1) - ).astype(np.float32) - - results['meanvol'] = meanvol - - # return all the inputs (except for the data) in the output. - # also, include a new field 'datasize'. - results['inputs'] = { - 'design': design, - 'datasize': [x.shape for x in data], - 'stimdur': stimdur, - 'tr': tr, - 'hrfmodel': hrfmodel, - 'hrfknobs': hrfknobs, - 'resampling': resampling, - 'params': opt - } - - # CONVERT TO % BOLD CHANGE - - if opt['wantpercentbold'] == 1: - - if not(resamplecase == 'xval' and mode == 1): - # XYZ - con = 1/np.abs(results['meanvol']) * 100 - - results['betas'] = np.apply_along_axis( - lambda x: x*con, 0, results['betas']) - results['betasmd'] = np.apply_along_axis( - lambda x: x*con, 0, results['betasmd']) - results['betasse'] = np.apply_along_axis( - lambda x: x*con, 0, results['betasse']) - - return results, cache diff --git a/glmdenoise/utils/glm_predictresponses.py b/glmdenoise/utils/glm_predictresponses.py deleted file mode 100644 index a704f31..0000000 --- a/glmdenoise/utils/glm_predictresponses.py +++ /dev/null @@ -1,114 +0,0 @@ -import numpy as np -from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices -from glmdenoise.utils.convolve_design import convolve_design - - -def glm_predictresponses(model, design, tr, numtimepoints, dimdata=0): - """ - responses = glm_predictresponses(model,design,tr,numtimepoints,dimdata) - - Arguments: - - is one of the following: - A where A is X x Y x Z x conditions x time with the timecourse of the - response of each voxel to each condition. XYZ can be collapsed. - {B C} where B is time x 1 with the HRF that is common to all voxels and - all conditions and C is X x Y x Z x conditions with the amplitude of - the response of each voxel to each condition - Note that in both of these cases, the first time point is assumed to be - coincident with condition onset. - is the experimental design. There are three possible cases: - 1. A where A is a matrix with dimensions time x conditions. - Each column should be zeros except for ones indicating condition - onsets. - (Fractional values in the design matrix are also allowed.) - 2. {A1 A2 A3 ...} where each of the A's are like the previous case. - The different A's correspond to different runs, and different runs - can have different numbers of time points. - 3. {{C1_1 C2_1 C3_1 ...} {C1_2 C2_2 C3_2 ...} ...} where Ca_b - is a vector of onset times for condition a in run b. Time starts - at 0 and is coincident with the acquisition of the first volume. - This case is compatible only with the common-HRF . - is the sampling rate in seconds - is a vector with the number of time points in each run - - Given various inputs, compute the predicted time-series response. - - Returns: - as XYZ x time or a list vector of elements that are - each XYZ x time. The format of will be a matrix in - the case that is a matrix (case 1) and will be a cell vector - in the other cases (cases 2 and 3). - - History: - - 2013/05/12: allow to specify onset times; add , - as inputs - - 2013/05/12: update to indicate fractional values in design matrix are - allowed. - - 2012/12/03: *** Tag: Version 1.02 *** - - 2012/11/2 - Initial version. - """ - - # calc - ismatrixcase = type(design) != list - - if not ismatrixcase: - if design[0].ndim == 1: - # handle special case of onoff design - design = [p[:, np.newaxis] for p in design] - - dimdata = 0 - dimtime = dimdata + 1 - if type(model) == list: - xyzsize = model[1]['betasmd'].shape[dimdata] - else: - xyzsize = model['betasmd'].shape[dimdata] - - # make cell - if type(design) is not list: - design = [design] - - # loop over runs - responses = [] - desopt = {'n_times': numtimepoints, 'tr': tr} - for p in range(len(design)): - - # case of shared HRF - if 'hrfknobs' in model: - - # convolve with HRF - dm = convolve_design( - design[p], - model['hrfknobs'], - desopt).astype(np.float32) - - # weight by the amplitudes # X x Y x Z x time - responses.append( - dm @ model['betasmd'].T - ) - - # case of individual timecourses - else: - - # length of each timecourse (L) - timecourselen = model['betasmd'].shape[dimtime] - - # expand design matrix using delta functions - temp = construct_stim_matrices( - design[p].T, - prenumlag=0, - postnumlag=timecourselen - ).astype(np.float32) # time*L x conditions - - # weight design matrix by the timecourses - responses.append( - np.reshape( - temp @ model['betasmd'].reshape(xyzsize, -1), - [xyzsize, numtimepoints[p]]) - ) - - # undo cell if necessary - if ismatrixcase: - responses = np.stack(responses) - - return responses diff --git a/glmdenoise/utils/make_design_matrix.py b/glmdenoise/utils/make_design_matrix.py deleted file mode 100644 index 93aec28..0000000 --- a/glmdenoise/utils/make_design_matrix.py +++ /dev/null @@ -1,56 +0,0 @@ -import numpy as np -from scipy.interpolate import pchip - - -def make_design(events, tr, n_times, hrf=None): - """generate either a blip design or one convolved with an hrf - - Args: - events ([type]): [description] - tr ([type]): [description] - n_times ([type]): [description] - hrf ([type], optional): Defaults to None. [description] - - Returns: - [type]: [description] - """ - - # loop over conditions - conditions = np.unique(events.trial_type) - n_conditions = len(set(events['trial_type'].values)) - - dm = np.zeros((n_times, n_conditions)) - - if hrf is None: - for i, cond in enumerate(conditions): - - # onset times for qth condition in run p - otimes = np.array( - (events[events['trial_type'] == cond]['onset'].values//tr)).astype(int) - yvals = np.zeros((n_times)) - for r in otimes: - yvals[r] = 1 - dm[:, i] = yvals - - else: - # calc - all_times = np.linspace(0, tr*(n_times-1), n_times) - hrf_times = np.linspace(0, tr*(len(hrf)-1), len(hrf)) - - for i, cond in enumerate(conditions): - # onset times for qth condition in run p - otimes = events[events['trial_type'] == cond]['onset'].values - - # intialize - yvals = np.zeros((n_times)) - - # loop over onset times - for r in otimes: - # interpolate to find values at the data sampling time points - f = pchip(r + hrf_times, hrf, extrapolate=False)(all_times) - yvals = yvals + np.nan_to_num(f) - - # record - dm[:, i] = yvals - - return dm diff --git a/glmdenoise/utils/make_poly_matrix.py b/glmdenoise/utils/make_poly_matrix.py deleted file mode 100644 index e8027f5..0000000 --- a/glmdenoise/utils/make_poly_matrix.py +++ /dev/null @@ -1,79 +0,0 @@ -from glmdenoise.utils.olsmatrix import olsmatrix_ulen -from sklearn.preprocessing import normalize -import numpy as np - - -def make_projection_matrix(X): - """ Calculates a projection matrix - - Args: - X (array): design matrix - - Returns: - array: Projection matrix size of X.shape[0] x X.shape[0] - - """ - - return np.eye(X.shape[0]) - np.einsum('ij,jk', X, olsmatrix_ulen(X)) - - -def make_polynomial_matrix(n, degrees): - """Calculates a matrix of polynomials used to regress them out of your data - - Args: - n (int): number of points - degrees (array): vector of polynomial degrees - - Returns: - polynomials: array of n x len(degrees) - """ - time_points = np.linspace(-1, 1, n)[np.newaxis].T - polynomials = np.zeros((n, len(degrees))) - - # Loop over degrees - for i, d in enumerate(degrees): - - poly_vector = time_points**d - - if i > 0: # project out the other polynomials - - poly_vector = np.einsum( - 'ij,jk', - make_projection_matrix(polynomials[:, :i]), - poly_vector) - - polynomials[:, i] = normalize(poly_vector.T) - return polynomials # make_project_matrix(polys) - - -def select_noise_regressors(r2_nrs, pcstop=1.05): - """How many components to include - - Args: - r2_nrs (ndarray): Model fit value per solution - pcstop (float, optional): Defaults to 1.05. - - Returns: - int: Number of noise regressors to include - """ - numpcstotry = r2_nrs.size - 1 - - # this is the performance curve that starts at 0 (corresponding to 0 PCs) - curve = r2_nrs - r2_nrs[0] - - # initialize (this will hold the best performance observed thus far) - best = -np.Inf - for p in range(1, numpcstotry): - - # if better than best so far - if curve[p] > best: - - # record this number of PCs as the best - chosen = p - best = curve[p] - - # if we are within opt.pcstop of the max, then we stop. - if (best * pcstop) >= curve.max(): - break - - return chosen diff --git a/glmdenoise/utils/mtimes_stack.py b/glmdenoise/utils/mtimes_stack.py deleted file mode 100644 index b1c1c48..0000000 --- a/glmdenoise/utils/mtimes_stack.py +++ /dev/null @@ -1,23 +0,0 @@ -import numpy as np - - -def mtimes_stack(X, data): - """f = mtimes_stack(X, m2) - - simply return *np.vstack(m2) but do so in a way that doesn't cause - too much memory usage. - - Args: - m1 ([A x B]): is A x B - m2 ([B x C]): is a stack of matrices such that np.vstack(m2) is B x C - """ - betas = 0 - start_col = 0 - - for run in range(len(data)): - n_vols = data[run].shape[0] - these_cols = np.arange(n_vols) + start_col - betas += X[:, these_cols] @ data[run] - start_col += data[run].shape[0] - - return betas diff --git a/glmdenoise/utils/normalisemax.py b/glmdenoise/utils/normalisemax.py deleted file mode 100644 index 6fce145..0000000 --- a/glmdenoise/utils/normalisemax.py +++ /dev/null @@ -1,34 +0,0 @@ - -import numpy as np -from glmdenoise.utils.choose import choose as ch -from glmdenoise.utils.isrowvector import isrowvector as isr - - -def normalisemax(m, dim=None): - """Divide array by the max value along some dimension - - f = normalisemax(m,dim) - - is a matrix - (optional) is the dimension of to operate upon. - default to 1 if is a row vector and to 0 otherwise. - special case is 'global' which means operate globally. - - divide by the max value along some dimension (or globally). - - example: - (normalisemax([[1, 2, 3]])==[[1/3, 2/3, 1]]).all() - """ - - # input - if dim is None: - dim = ch(isr(m), 1, 0) - # do it - if dim == 'global': - f = m / np.max(m) - else: - all_max = np.max(m, dim) - f = np.stack( - [m[:, i] / thismax for i, thismax in enumerate(all_max)] - ).T - return f diff --git a/glmdenoise/utils/olsmatrix.py b/glmdenoise/utils/olsmatrix.py deleted file mode 100644 index b0ce39d..0000000 --- a/glmdenoise/utils/olsmatrix.py +++ /dev/null @@ -1,140 +0,0 @@ -import numpy as np -from sklearn.preprocessing import normalize -import scipy.linalg - - -def olsmatrix_ulen(X, mode=0): - """ - olsmatrix(X, mode, verbose) - - is samples x parameters - (optional) is - 0 means normal operation - 1 means use inv instead of '\' and omit unit-length normalization. - the point of this mode is to reduce memory usage (i think). - default: 0. - - what we want to do is to perform OLS regression using - and obtain the parameter estimates. this is accomplished - by inv(X'*X)*X'*y = f*y where y is the data (samples x cases). - - what this function does is to return which has dimensions - parameters x samples. - - to ensure well-conditioning, we unit-length normalize each column - of before doing the inv.m operation. also, we actually use - left-slash ('\'), which apparently is equivalent to inv.m but faster - and more accurate (see code for details). if you pass as 1, - we omit the normalization and use the inv method instead of the '\' - method. - - also, in the case that one or more regressors in are all zero, then - without special handling, then this case will result in warnings and - NaN results. what we do is to explicitly ensure that all-zero regressors - are ignored and that there are all-zero rows for these regressors - in . this makes it such that the weights estimated for these - regressors are simply zero. - - history: - 2011/06/27 - explicitly ignore 0 - 2011/03/29 - mode 1 now omits unit length normalization. - 2011/03/28 - add input. - 2010/08/05: now, we do not try to detect weird cases with low variance. - instead, we just blindly unit-length normalize each column. - """ - - # input - # deal with degenerate regressors - good = np.invert(np.all(X == 0, axis=0)) - - # initialize result - f = np.zeros((X.shape[1], X.shape[0])) - - # do it - if mode == 0: - X, length = normalize(X[:, good], axis=0, return_norm=True) - di = np.diag(1/length) - XT = np.transpose(X) - glm = scipy.linalg.solve( - np.einsum('ij,jk', XT, X), - XT) - temp = np.einsum('ij,jk', di, glm) - - elif mode == 1: - X = X[:, good] - XT = np.transpose(X) - temp = np.einsum('ij,jk', np.linalg.inv(np.einsum('ij,jk', XT, X)), XT) - - # return - if np.any(good): - f[good, :] = temp - - return f - - -def olsmatrix(X, lambd=0, verbose=True): - """OLS regression - - what we want to do is to perform OLS regression using - and obtain the parameter estimates. this is accomplished - by np.linalg.inv(X.T @ X) @ X.T @ y = f @ y where y is the - data (samples x cases). - - what this function does is to return which has dimensions - parameters x samples. - - we check for a special case, namely, when one or more regressors - are all zeros. if we find that this is the case, we issue a warning - and simply ignore these regressors when fitting. thus, the weights - associated with these regressors will be zeros. - - if any warning messages are produced by the inversion process, then we die. - this is a conservative strategy that ensures that the regression is - well-behaved (i.e. has a unique, finite solution). (note that this does - not cover the case of zero regressors, which is gracefully handled as - described above.) - - note that no scale normalization of the regressor columns is performed. - - Args: - X (ndarray): Samples by parameters - - Returns: - (f): 2D parameters by Samples - """ - - bad = np.all(X == 0, axis=0) - good = np.invert(bad) - - # report warning - if not np.any(good) == 1: - if verbose: - print( - "regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) - f = np.zeros((X.shape[1], X.shape[0])).astype(np.float32) - return f - - # do it - if np.any(bad): - if verbose: - print( - "One or more regressors are all zeros. \n" - "we will estimate a 0 weight for those regressors." - ) - f = np.zeros((X.shape[1], X.shape[0])).astype(np.float32) - X = X[:, good] - XT = np.transpose(X) - XTX = np.einsum('ij,jk', XT, X) - f[good, :] = np.einsum( - 'ij,jk', - np.linalg.inv(XTX), - XT) - - else: - XT = np.transpose(X) - XTX = np.einsum('ij,jk', XT, X) - f = np.einsum('ij,jk', np.linalg.inv(XTX), XT) - - return f.astype(np.float32) diff --git a/glmdenoise/utils/optimise_hrf.py b/glmdenoise/utils/optimise_hrf.py deleted file mode 100644 index 2263010..0000000 --- a/glmdenoise/utils/optimise_hrf.py +++ /dev/null @@ -1,261 +0,0 @@ -import numpy as np -from glmdenoise.utils.make_design_matrix import make_design -from glmdenoise.utils.olsmatrix import olsmatrix -from glmdenoise.utils.construct_stim_matrices import construct_stim_matrices -from glmdenoise.utils.calc_cod import calc_cod, calc_cod_stack -from glmdenoise.utils.mtimes_stack import mtimes_stack - - -def optimise_hrf( - design, - data, - tr, - hrfknobs, - combinedmatrix, - numforhrf=50, - hrfthresh=0.5, - hrffitmask=1, - ): - """Optimise hrf from a selection of voxels. - - This uses an iterative fitting optimisation procedure, - where we fit for betas and then fit for hrf using a fir - like approach. - - Args: - design (pandas dataframe): this is a pandas data frame with keys: - ['trial_type']: stimulus condition index - ['onset']: onsets in s for each event - ['duration']: duration for each event - data (2d array): data (time x vox). this data should already - have polynomials projected out. - tr (float): the sampling rate in seconds - hrfknobs (1d array): should be time x 1 with the initial seed - for the HRF. The length of this vector indicates the - number of time points that we will attempt to estimate - in the HRF. Note on normalization: after fitting the HRF, we - normalize the HRF to peak at 1 (and adjust amplitudes - accordingly). - combinedmatrix (stack of 2d arrays): projection matrix of the - polynomials and extra regressors (if passed by user). - This is used to whiten the design matrix. - numforhrf (int, optional): Defaults to 50. - is a positive integer indicating the number of voxels - (with the best R^2 values) to consider in fitting the - global HRF. (If there are fewer than that number of - voxels available, we just use the voxels that are - available.) - hrfthresh (float, optional): Defaults to .5. - If the R^2 between the estimated HRF and the initial HRF - is less than , we decide to just use the initial - HRF. Set to -Inf if you never want to reject - the estimated HRF. - - Returns: - (Dict): we return a dictionary with kers: - ["hrf"]: the optimised hrf (but see note above on hrfthresh) - ["hrffitvoxels"]: the indices of the voxels used to fit. - ["convdesign"]: the design convolved with the optimised hrf - and polynomials projected out. - ["seedhrf"]: we return the seed hrf for book keeping. - - """ - - minR2 = 0.99 - - # calc - numinhrf = len(hrfknobs) - - numruns = len(design) - - postnumlag = numinhrf - 1 - - # collect ntimes per run - ntimes = [] - - for p in range(numruns): - ntimes.append(data[p].shape[0]) - - # loop until convergence - currenthrf = hrfknobs # initialize - cnt = 1 - while True: - print('\t optimising hrf :{}\n'.format(cnt)) - - # fix the HRF, estimate the amplitudes - if cnt % 2 == 1: - - # prepare design matrix - convdesign = [] - for p in range(numruns): - - # get design matrix with HRF - # number of time points - - convdes = make_design(design[p], tr, ntimes[p], currenthrf) - - # project the polynomials out - convdes = np.dot(combinedmatrix[p], convdes) - # time x conditions - - convdesign.append(convdes) - - # stack design across runs - stackdesign = np.vstack(convdesign) - - # estimate the amplitudes (output: conditions x voxels) - currentbeta = mtimes_stack(olsmatrix(stackdesign), data) - - # calculate R^2 - modelfit = [np.dot(convdesign[p], currentbeta).astype(np.float32) - for p in range(numruns)] - - R2 = calc_cod_stack(data, modelfit) - - # figure out indices of good voxels - if hrffitmask == 1: - temp = R2 - else: # if people provided a mask for hrf fitting - temp = np.zeros((R2.shape)) - temp[np.invert(hrffitmask.ravel())] = -np.inf - # shove -Inf in where invalid - - temp[np.isnan(temp)] = -np.inf - ii = np.argsort(temp) - nii = len(ii) - iichosen = ii[np.max((1, nii - numforhrf)):nii] - iichosen = np.setdiff1d( - iichosen, iichosen[temp[iichosen] == -np.inf] - ).tolist() - hrffitvoxels = iichosen - - # fix the amplitudes, estimate the HRF - else: - - nhrfvox = len(hrffitvoxels) - - # prepare design matrix - convdesign = [] - for p in range(numruns): - - X = make_design(design[p], tr, ntimes[p]) - - # expand design matrix using delta functions - numcond = X.shape[1] - # time x L*conditions - stimmat = construct_stim_matrices( - X.T, prenumlag=0, postnumlag=postnumlag - ).reshape(-1, numcond, order='F').astype(np.float32) - - # calc - # weight and sum based on the current amplitude estimates. - # only include the good voxels. - # return shape time*L x voxels - convdes = np.dot( - stimmat, currentbeta[:, hrffitvoxels]).astype(np.float32) - - # remove polynomials and extra regressors - # time x L*voxels - convdes = convdes.reshape( - (ntimes[p], -1), order='F') - # time x L*voxels - convdes = np.array(np.dot(combinedmatrix[p], convdes)) - # time x voxels x L - convdes = convdes.reshape((ntimes[p], numinhrf, -1), order='F') - convdesign.append( - np.transpose(convdes, (0, 2, 1)) - ) - - # estimate the HRF - previoushrf = currenthrf - datasubset = np.array(np.vstack( - [data[x][:, hrffitvoxels] for x in range(numruns)] - )) - - stackdesign = np.vstack(convdesign) - ntime = stackdesign.shape[0] - - stackdesign = stackdesign.reshape( - (ntime * nhrfvox, numinhrf), order='F') - stackdesign = olsmatrix(stackdesign) - currenthrf = np.asarray(stackdesign.dot( - datasubset.reshape((-1), order='F')))[0] - - # if HRF is all zeros (this can happen when the data are all zeros) - # get out prematurely - if np.all(currenthrf == 0): - print('current hrf went all to 0 after {} attempts\n'.format(cnt)) - break - - # check for convergence - # how much variance of the previous estimate does - # the current one explain? - hrfR2 = calc_cod(previoushrf, currenthrf, wantmeansub=0) - - if (hrfR2 >= minR2 and cnt > 2): - break - - cnt += 1 - - # sanity check - # we want to see that we're not converging in a weird place - # so we compute the coefficient of determination between the - # current estimate and the seed hrf - hrfR2 = calc_cod(hrfknobs, previoushrf, wantmeansub=0) - - # sanity check to make sure that we are not doing worse. - if hrfR2 < hrfthresh: - print( - "Global HRF estimate is far from the initial seed," - "probably indicating low SNR. We are just going to" - "use the initial seed as the HRF estimate.\n" - ) - # prepare design matrix - convdesign = [] - whitedesign = [] - for p in range(numruns): - # get design matrix with HRF - # number of time points - convdes = make_design(design[p], tr, ntimes[p], hrfknobs) - - # project the polynomials out - whitedesign.append(np.dot(combinedmatrix[p], convdes)) - # time x conditions - - convdesign.append(convdes) - f = dict() - f["hrf"] = hrfknobs - f["hrffitvoxels"] = None - f["convdesign"] = convdesign - f["whitedesign"] = whitedesign - f["seedhrf"] = hrfknobs - return f - - # normalize results - mx = np.max(previoushrf) - previoushrf = previoushrf / mx - currentbeta = currentbeta * mx - - # prepare design matrix - whitedesign = [] - convdesign = [] - for p in range(numruns): - # get design matrix with HRF - # number of time points - convdes = make_design(design[p], tr, ntimes[p], previoushrf) - - # project the polynomials out - whitedesign.append(np.dot(combinedmatrix[p], convdes)) - # time x conditions - - convdesign.append(convdes) - - # return - f = dict() - f["hrf"] = previoushrf - f["hrffitvoxels"] = hrffitvoxels - f["convdesign"] = convdesign - f["whitedesign"] = whitedesign - f["seedhrf"] = hrfknobs - f["hrffitmask"] = hrffitmask - return f diff --git a/glmdenoise/whiten_data.py b/glmdenoise/whiten_data.py deleted file mode 100644 index a960c1b..0000000 --- a/glmdenoise/whiten_data.py +++ /dev/null @@ -1,67 +0,0 @@ - -import numpy as np -from glmdenoise.utils.make_poly_matrix import (make_polynomial_matrix, - make_projection_matrix) -import warnings -warnings.simplefilter(action="ignore", category=FutureWarning) - - -def construct_projection_matrix(ntimepoints, - extra_regressors=None, - poly_degs=None): - """[summary] - - Arguments: - data {[type]} -- [description] - design {[type]} -- [description] - - Keyword Arguments: - extra_regressors {bool} -- [description] (default: {False}) - poly_degs {[type]} -- [description] (default: {np.arange(5)}) - - Returns: - [type] -- [description] - """ - if poly_degs is None: - poly_degs = np.arange(5) - - polynomials = make_polynomial_matrix(ntimepoints, poly_degs) - - if extra_regressors is not None and extra_regressors.size > 0: - polynomials = np.c_[polynomials, extra_regressors] - - return make_projection_matrix(polynomials) - - -def whiten_data(data, design, extra_regressors=False, poly_degs=None): - """[summary] - - Arguments: - data {[type]} -- [description] - design {[type]} -- [description] - - Keyword Arguments: - extra_regressors {bool} -- [description] (default: {False}) - poly_degs {[type]} -- [description] (default: {np.arange(5)}) - - Returns: - [type] -- [description] - """ - if poly_degs is None: - poly_degs = np.arange(5) - - # whiten data - whitened_data = [] - whitened_design = [] - - for i, (y, X) in enumerate(zip(data, design)): - polynomials = make_polynomial_matrix(X.shape[0], poly_degs) - if extra_regressors: - if extra_regressors[i].any(): - polynomials = np.c_[polynomials, extra_regressors[i]] - - project_matrix = make_projection_matrix(polynomials) - whitened_design.append(project_matrix @ X) - whitened_data.append(project_matrix @ y) - - return whitened_data, whitened_design

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