python.rootplot.rootmath Namespace Reference

Classes
class	Target
	Classes #############################################################. More...

Functions
def	add (outfile, dest, hists, scales=None, dest_path="", scale_errors=None)
def	allsame (iterable)
def	alltrue (iterable)
def	bayes_divide (outfile, dest, numer, denom)
def	divide (outfile, dest, numer, denom)
def	main ()
def	newadd (outfile, targets, dest_path="")
def	operator_func (fn)
def	pathdiff (paths, joiner)
def	pathdiff2 (paths, joiner='__', truncate=False)
def	pathdiff3 (paths, joiner='__')
def	scale_with_error (hist, scale, scale_error=None)
def	subtract (outfile, dest, hists)
def	walk_rootfile (rootfile, path='')
	Implementation ######################################################. More...

Variables
	__license__
	ROOT

Detailed Description

rootmath description

Function Documentation

add()

def python.rootplot.rootmath.add	(		outfile,
			dest,
			hists,
			scales = None,
			dest_path = "",
			scale_errors = None
	)

Definition at line 266 of file rootmath.py.

References FastTimerService_cff.range, and python.rootplot.rootmath.scale_with_error().

Referenced by python.rootplot.rootmath.newadd().

def add(outfile, dest, hists, scales=None, dest_path="", scale_errors=None):
    if not scales:
        scales = [1. for i in range(len(hists))]
    if not scale_errors:
        scale_errors = [None for i in range(len(hists))]
    sumhist = hists[0].Clone(os.path.basename(dest))
    sumhist = scale_with_error(sumhist, scales[0], scale_errors[0])
    #sumhist.Scale(scales[0])
    for i in range(1,len(hists)):
        sumhist.Add(scale_with_error(hists[i], scales[i], scale_errors[i]))
        #sumhist.Add(hists[i], scales[i])
    if dest_path:
        outfile.cd()
        if not ROOT.gDirectory.GetDirectory(dest_path):
            ROOT.gDirectory.mkdir(dest_path)
        ROOT.gDirectory.cd(dest_path)
    sumhist.Write()
    ROOT.gDirectory.cd("/")

@operator_func

allsame()

def python.rootplot.rootmath.allsame

(

iterable

)

Definition at line 148 of file rootmath.py.

Referenced by python.rootplot.rootmath.newadd(), python.rootplot.rootmath.pathdiff(), python.rootplot.rootmath.pathdiff2(), and python.rootplot.rootmath.pathdiff3().

def allsame(iterable):
    for element in iterable:
        if element != iterable[0]:
            return False
    return True

alltrue()

def python.rootplot.rootmath.alltrue

(

iterable

)

Definition at line 154 of file rootmath.py.

Referenced by python.rootplot.rootmath.main(), and python.rootplot.rootmath.newadd().

def alltrue(iterable):
    for element in iterable:
        if element != True:
            return False
    return True

bayes_divide()

def python.rootplot.rootmath.bayes_divide	(		outfile,
			dest,
			numer,
			denom
	)

Definition at line 299 of file rootmath.py.

def bayes_divide(outfile, dest, numer, denom):
    quotient = ROOT.TGraphAsymmErrors()
    quotient.SetName(os.path.basename(dest))
    quotient.BayesDivide(numer, denom)
    quotient.Write()

divide()

def python.rootplot.rootmath.divide	(		outfile,
			dest,
			numer,
			denom
	)

Definition at line 293 of file rootmath.py.

def divide(outfile, dest, numer, denom):
    quotient = numer.Clone(os.path.basename(dest))
    quotient.Divide(numer, denom)
    quotient.Write()

@operator_func

main()

def python.rootplot.rootmath.main

(

)

Definition at line 305 of file rootmath.py.

References python.rootplot.rootmath.alltrue(), Get(), python.rootplot.rootmath.pathdiff(), python.rootplot.utilities.rootglob(), and python.rootplot.rootmath.walk_rootfile().

def main():
    parser = argparse.ArgumentParser()
    parser.add_argument('filenames', type=str, nargs='+',
                       help='root files to process')
    parser.add_argument('--dirs', type=str, nargs='+', default=['/'],
                        help='target directories in the root files; paths to '
                        'histograms will be relative to these')
    parser.add_argument('--add', default=[], action='append', nargs='*',
                        help='a list of directories or histograms to add')
    parser.add_argument('--subtract', default=[], action='append', nargs='*',
                        help='a list of directories or histograms to subtract')
    parser.add_argument('--divide', default=[], action='append', nargs='*',
                        help='2 directories or histograms to divide')
    parser.add_argument('--bayes-divide', default=[], action='append', nargs='*',
                        help='2 directories or histograms from which to make '
                        'an efficiency plot')
    args = parser.parse_args()
    separators = {'add' : '_plus_',
                  'subtract' : '_minus_',
                  'divide' : '_div_',
                  'bayes_divide' : '_eff_'}

    files = [ROOT.TFile(x, 'read') for x in args.filenames]
    outfile = ROOT.TFile('out.root', 'recreate')
    dirs = []
    for d in args.dirs:
        dirs += rootglob(files[0], d)

    if len(files) == 1:
        f = files[0]
        for thisdir in dirs:
            for operation_type, separator in separators.items():
                for arg_set in getattr(args, operation_type):
                    paths = [joined(thisdir, x) for x in arg_set]
                    if f.GetDirectory(paths[0]):
                        destdir = pathdiff(paths, separator)
                        for target in [os.path.basename(x) for x in
                                       rootglob(f, paths[0] + '/*')]:
                            hists = [f.GetDirectory(x).Get(target)
                                     for x in paths]
                            if not alltrue([x and x.InheritsFrom('TH1')
                                            for x in hists]):
                                continue
                            dest = joined(destdir, target)
                            math_func = globals()[operation_type]
                            math_func(outfile, dest, hists)
                    else:
                        hists = [f.GetDirectory(thisdir).Get(x) for x in paths]
                        if not alltrue([x and x.InheritsFrom('TH1') 
                                        for x in hists]):
                            continue
                        dest = pathdiff(paths, separator)
                        math_func = globals()[operation_type]
                        math_func(outfile, dest, hists)
    else:
        for operation_type, separator in separators.items():
            arg_sets = getattr(args, operation_type)
            if arg_sets and arg_sets != [[]]:
                raise ValueError("No arguments to --%s allowed when multiple "
                                 "files are specified" % operation_type)
            elif arg_sets:
                if 'divide' in operation_type and len(files) != 2:
                    raise ValueError("Exactly 2 files are expected with --%s; "
                                     "%i given" % (operation_type, len(files)))
                for path, folders, objects in walk_rootfile(files[0]):
                    for obj in objects:
                        hists = [x.GetDirectory(path).Get(obj) for x in files]
                        if not alltrue([x and x.InheritsFrom('TH1') 
                                        for x in hists]):
                            continue
                        math_func = globals()[operation_type]
                        math_func(outfile, joined(path, obj), hists)

    outfile.Close()

newadd()

def python.rootplot.rootmath.newadd	(		outfile,
			targets,
			dest_path = ""
	)

Description.

Definition at line 67 of file rootmath.py.

References python.rootplot.rootmath.add(), python.rootplot.rootmath.allsame(), python.rootplot.rootmath.alltrue(), mps_setup.append, Get(), python.rootplot.rootmath.pathdiff2(), print(), and python.rootplot.utilities.rootglob().

def newadd(outfile, targets, dest_path=""):
    """Description."""
    if allsame([x.filename for x in targets]):
        f = ROOT.TFile(targets[0].filename, 'read')
        paths = [x.path for x in targets]
        scales = [x.scale for x in targets]
        scale_errors = [x.scale_error for x in targets]
        if f.GetDirectory(paths[0]):
            destdir = pathdiff2(paths)    # What does this do?
            for h in [os.path.basename(x) for x in
                      rootglob(f, paths[0] + '/*')]:
                hists = [f.GetDirectory(x).Get(h) for x in paths]
                if not alltrue([x and x.InheritsFrom('TH1') for x in hists]):
                    continue
                dest = joined(destdir, h)
                add(outfile, dest, hists, scales, dest_path, scale_errors=scale_errors)
        else:
            hists = [f.Get(x) for x in paths]
            if alltrue([x and x.InheritsFrom('TH1') for x in hists]):
                dest = pathdiff2(paths)
                add(outfile, dest, hists, scales, scale_errors=scale_errors)
    else:
        dict_targets = {}  # Stores paths and scales, key = filename
        dict_tfiles = {}   # Stores map from filenames to Root.TFile() objects
        for target in targets:
            dict_targets.setdefault(target.filename, []).append((target.path, target.scale))
            if (target.filename not in dict_tfiles):
                # Only open root files once
                dict_tfiles[target.filename] = ROOT.TFile(target.filename, 'read')
        # dict_targets now a dictionary, with keys the filenames, example:
        # {'fileA.root': [('path0',scale0), ('path1', scale1)],
        #  'fileB.root': [('path3', scale3)]}
        f = ROOT.TFile(targets[0].filename, 'read')
        if f.GetDirectory(targets[0].path):
            # Create list of histograms to get
            destdir = '/'               # should probably use pathdiff2 somehow
            histnames = [os.path.basename(x) for x in
                         rootglob(f, targets[0].path + '/*')]
            f.Close()
            # For each histogram name found, grab it from
            # every file & path
            for histname in histnames:
                hists = []
                scales = []
                for filename in dict_targets:
                    tfile_cur = dict_tfiles[filename]
                    for path, scale in dict_targets[filename]:
                        hists.append(tfile_cur.GetDirectory(path).Get(histname))
                        scales.append(scale)
                        #print "%s:%s:%s:%f" % (filename, path, histname, scale)
                if not alltrue([x and x.InheritsFrom('TH1') for x in hists]):
                    continue
                dest = joined(destdir, histname)
                add(outfile, dest, hists, scales, dest_path)
        else:
            print("Code not written yet to add histograms from multiple files")
            return
        return

operator_func()

def python.rootplot.rootmath.operator_func

(

fn

)

Definition at line 242 of file rootmath.py.

References personalPlayback.fn, and submitPVValidationJobs.split().

def operator_func(fn):
    def newfunc(outfile, dest, hists, scales=None, dest_path="", scale_errors=None):
        outfile.cd()
        for d in os.path.dirname(dest).split('/'):
            if not ROOT.gDirectory.GetDirectory(d):
                ROOT.gDirectory.mkdir(d)
            ROOT.gDirectory.cd(d)
        fn(outfile, dest, hists, scales, dest_path, scale_errors)
    return newfunc

pathdiff()

def python.rootplot.rootmath.pathdiff	(		paths,
			joiner
	)

Return the appropriate destination for an object.

In all cases, the result will be placed in the deepest directory shared by
all paths.  If the histogram names are the same, the result will be named
based on the first directories that they do not share.  Otherwise, the 
result will be named based on the names of the other histograms.

>>> pathdiff(['/dirA/dirB/dirX/hist', '/dirA/dirB/dirY/hist'], '_div_')
'/dirA/dirB/dirX_div_dirY'
>>> pathdiff(['/dirA/hist1', '/dirA/hist2', '/dirA/hist3'], '_plus_')
'/dirA/hist1_plus_hist2_plus_hist3'
>>> pathdiff(['/hist1', '/dirA/hist2'], '_minus_')
'/hist1_minus_hist2'

Definition at line 160 of file rootmath.py.

References python.rootplot.rootmath.allsame(), and FastTimerService_cff.range.

Referenced by python.rootplot.rootmath.main().

def pathdiff(paths, joiner):
    """
    Return the appropriate destination for an object.
    
    In all cases, the result will be placed in the deepest directory shared by
    all paths.  If the histogram names are the same, the result will be named
    based on the first directories that they do not share.  Otherwise, the 
    result will be named based on the names of the other histograms.

    >>> pathdiff(['/dirA/dirB/dirX/hist', '/dirA/dirB/dirY/hist'], '_div_')
    '/dirA/dirB/dirX_div_dirY'
    >>> pathdiff(['/dirA/hist1', '/dirA/hist2', '/dirA/hist3'], '_plus_')
    '/dirA/hist1_plus_hist2_plus_hist3'
    >>> pathdiff(['/hist1', '/dirA/hist2'], '_minus_')
    '/hist1_minus_hist2'
    """
    paths = [x.split('/') for x in paths]
    dest = '/'
    for i in range(len(paths[0])):
        if allsame([p[i] for p in paths]):
            dest = joined(dest, paths[0][i])
        else:
            break
    name = joiner.join([p[-1] for p in paths])
    if allsame([p[-1] for p in paths]):
        for i in range(len(paths[0])):
            if not allsame([p[i] for p in paths]):
                name = joiner.join([p[i] for p in paths])
    return joined(dest, name)

pathdiff2()

def python.rootplot.rootmath.pathdiff2	(		paths,
			joiner = '__',
			truncate = False
	)

Placeholder.

Definition at line 190 of file rootmath.py.

References python.rootplot.rootmath.allsame(), and FastTimerService_cff.range.

Referenced by python.rootplot.rootmath.newadd().

def pathdiff2(paths, joiner='__', truncate=False):
    """
    Placeholder.
    """
    paths = [x.split('/') for x in paths]
    commonbeginning = ''
    for i in range(len(paths[0])):
        if allsame([p[i] for p in paths]):
            commonbeginning = joined(commonbeginning, paths[0][i])
        else:
            break
    commonending = ''
    for i in range(-1, -1 * len(paths[0]), -1):
        if allsame([p[i] for p in paths]):
            commonending = joined(paths[0][i], commonending)
        else:
            break
    #return commonbeginning, commonending
    if truncate:
        return commonending
    else:
        return joined(commonbeginning, commonending)

pathdiff3()

def python.rootplot.rootmath.pathdiff3	(		paths,
			joiner = '__'
	)

Return the appropriate destination for an object.

If the final objects in each path match, then the return value will be the
matching part of the paths.  Otherwise, the output path will simply be those
names joined together with *joiner*.  See the examples below.

>>> pathdiff3(['/dirA/dirX/hist', '/dirA/dirY/hist'])
'/hist'
>>> pathdiff3(['/dirA/dirX/dirB/hist', '/dirA/dirY/dirB/hist'])
'/dirB/hist'
>>> pathdiff3(['/dirA/hist1', '/dirA/hist2', '/dirA/hist3'], '_plus_')
'/hist1_plus_hist2_plus_hist3'
>>> pathdiff3(['/hist1', '/dirA/hist2'], '_div_')
'/hist1_div_hist2'

Definition at line 213 of file rootmath.py.

References python.rootplot.rootmath.allsame(), SiStripPI.min, and FastTimerService_cff.range.

def pathdiff3(paths, joiner='__'):
    """
    Return the appropriate destination for an object.
    
    If the final objects in each path match, then the return value will be the
    matching part of the paths.  Otherwise, the output path will simply be those
    names joined together with *joiner*.  See the examples below.
    
    >>> pathdiff3(['/dirA/dirX/hist', '/dirA/dirY/hist'])
    '/hist'
    >>> pathdiff3(['/dirA/dirX/dirB/hist', '/dirA/dirY/dirB/hist'])
    '/dirB/hist'
    >>> pathdiff3(['/dirA/hist1', '/dirA/hist2', '/dirA/hist3'], '_plus_')
    '/hist1_plus_hist2_plus_hist3'
    >>> pathdiff3(['/hist1', '/dirA/hist2'], '_div_')
    '/hist1_div_hist2'
    """
    paths = [x.split('/') for x in paths]
    if allsame([x[-1] for x in paths]):
        dest = paths[0][-1]
        for i in range(-2, min([len(x) for x in paths]) * -1, -1):
            if allsame([p[i] for p in paths]):
                dest = joined(paths[0][i], dest)
            else:
                break
        return '/' + dest
    else:
        return '/' + joiner.join([x[-1] for x in paths])

scale_with_error()

def python.rootplot.rootmath.scale_with_error	(		hist,
			scale,
			scale_error = None
	)

Scale a histogram by a scale factor that has an error.
This takes into account the scale error to set new error bars.

Definition at line 252 of file rootmath.py.

References FastTimerService_cff.range.

Referenced by python.rootplot.rootmath.add().

def scale_with_error(hist, scale, scale_error=None):
    '''Scale a histogram by a scale factor that has an error.
    This takes into account the scale error to set new error bars.'''
    hist_new = hist.Clone()
    if scale_error:
        for i in range(hist_new.GetNbinsX()+2):
            hist_new.SetBinContent(i, scale)
            hist_new.SetBinError(i, scale_error)
        hist_new.Multiply(hist)
    else:
        hist_new.Scale(scale)
    return hist_new

@operator_func

subtract()

def python.rootplot.rootmath.subtract	(		outfile,
			dest,
			hists
	)

Definition at line 286 of file rootmath.py.

def subtract(outfile, dest, hists):
    diffhist = hists[0].Clone(os.path.basename(dest))
    for hist in hists[1:]:
        diffhist.Add(hist, -1)
    diffhist.Write()

@operator_func

walk_rootfile()

def python.rootplot.rootmath.walk_rootfile	(		rootfile,
			path = ''
	)

Implementation ######################################################.

Definition at line 130 of file rootmath.py.

Referenced by python.rootplot.rootmath.main().

def walk_rootfile(rootfile, path=''):
    
    keys = rootfile.GetDirectory(path).GetListOfKeys()
    folders, objects = [], []
    for key in keys:
        name = key.GetName()
        classname = key.GetClassName()
        newpath = joined(path, name)
        dimension = 0
        if 'TDirectory' in classname:
            folders.append(name)
        else:
            objects.append(name)
    yield path, folders, objects
    for folder in folders:
        for x in walk_rootfile(rootfile, joined(path, folder)):
            yield x

Variable Documentation

__license__

python.rootplot.rootmath.__license__

private

Definition at line 8 of file rootmath.py.

ROOT

python.rootplot.rootmath.ROOT

Definition at line 46 of file rootmath.py.