Example #1
0
def mechVarList():
    msname = h.ref('')
    varList = {}
    for i, mechtype in enumerate(['mechs', 'pointps']):
        mt = h.MechanismType(
            i)  # either distributed mechs (0) or point process (1)
        varList[mechtype] = {}
        for j in xrange(int(mt.count())):
            mt.select(j)
            mt.selected(msname)
            ms = h.MechanismStandard(msname[0], 1)  # PARAMETER (modifiable)
            varList[mechtype][msname[0]] = []
            propName = h.ref('')
            for var in xrange(int(ms.count())):
                k = ms.name(propName, var)
                varList[mechtype][msname[0]].append(propName[0])
    return varList
Example #2
0
def getSecName(sec, dirCellSecNames=None):
    if dirCellSecNames is None: dirCellSecNames = {}

    if '>.' in sec.name():
        fullSecName = sec.name().split('>.')[1]
    elif '.' in sec.name():
        fullSecName = sec.name().split('.')[1]
    else:
        fullSecName = sec.name()
    if '[' in fullSecName:  # if section is array element
        secNameTemp = fullSecName.split('[')[0]
        secIndex = int(fullSecName.split('[')[1].split(']')[0])
        secName = secNameTemp + '_' + str(secIndex)
    else:
        secName = fullSecName
        secIndex = -1
    if secName in dirCellSecNames:  # get sec names from python
        secName = dirCellSecNames[secName]
    return secName
Example #3
0
def EMunits(A):
    # calculate the number of source observation
    Q = []
    observation = []
    q_number = len(Q)
    for i in range(0, q_number):
        observation.append(Q[i][1])
    observation_set = set(observation)
    o_number = len(observation_set)
    # calculate units
    D0 = 2
    O = []
    units = 0
    for i in range(0,o_number):
        m = len(O[i])
        n = math.floor(m/D0)
        n = math.int(n)
        pe = 1 - np.random.binomial(n, A, size=None)
        if pe >= 0.5 :
            units +=  1 - pe * math.log(pe,2) - (1 - pe) * math.log(1-pe,2)

    return units
Example #4
0
def getCellParams(cell, varList={}, origGlob={}):
    dirCell = dir(cell)

    if 'all_sec' in dirCell:
        secs = cell.all_sec
    elif 'sec' in dirCell:
        secs = [cell.sec]
    elif 'allsec' in dir(h):
        secs = [sec for sec in h.allsec()]
    elif 'soma' in dirCell:
        secs = [cell.soma]
    else:
        secs = []

    # create dict with hname of each element in dir(cell)
    dirCellHnames = {}
    for dirCellName in dirCell:
        try:
            dirCellHnames.update(
                {getattr(cell, dirCellName).hname(): dirCellName})
        except:
            pass
    # create dict with dir(cell) name corresponding to each hname
    dirCellSecNames = {}
    for sec in secs:
        dirCellSecNames.update({
            hname: name
            for hname, name in dirCellHnames.iteritems()
            if hname == sec.hname()
        })

    secDic = {}
    synMechs = []
    for sec in secs:
        # create new section dict with name of section
        secName = getSecName(sec, dirCellSecNames)

        # if len(secs) == 1: secName = 'soma' # if just one section rename to 'soma' -- REMOVED, doesn't always apply
        secDic[secName] = {
            'geom': {},
            'topol': {},
            'mechs': {}
        }  # create dictionary to store sec info

        # store geometry properties
        standardGeomParams = ['L', 'nseg', 'diam', 'Ra', 'cm']
        secDir = dir(sec)
        for geomParam in standardGeomParams:
            #if geomParam in secDir:
            try:
                secDic[secName]['geom'][geomParam] = sec.__getattribute__(
                    geomParam)
            except:
                pass

        # store 3d geometry
        sec.push()  # access current section so ismembrane() works
        numPoints = int(h.n3d())
        if numPoints:
            points = []
            for ipoint in range(numPoints):
                x = h.x3d(ipoint)
                y = h.y3d(ipoint)
                z = h.z3d(ipoint)
                diam = h.diam3d(ipoint)
                points.append((x, y, z, diam))
            secDic[secName]['geom']['pt3d'] = points

        # store mechanisms
        #varList = mechVarList()  # list of properties for all density mechanisms and point processes
        ignoreMechs = ['dist']  # dist only used during cell creation
        ignoreVars = []  #
        mechDic = {}
        ionDic = {}

        for mech in dir(sec(0.5)):
            if h.ismembrane(
                    mech
            ) and mech not in ignoreMechs:  # check if membrane mechanism
                if not mech.endswith('_ion'):  # exclude ions
                    mechDic[mech] = {}  # create dic for mechanism properties
                    varNames = [
                        varName.replace('_' + mech, '')
                        for varName in varList['mechs'][mech]
                    ]
                    varVals = []
                    for varName in varNames:
                        if varName not in ignoreVars:
                            try:
                                varVals = [
                                    seg.__getattribute__(
                                        mech).__getattribute__(varName)
                                    for seg in sec
                                ]
                                if len(set(varVals)) == 1:
                                    varVals = varVals[0]
                                mechDic[mech][varName] = varVals
                            except:
                                pass
                                #print 'Could not read variable %s from mechanism %s'%(varName,mech)

                # store ions
                elif mech.endswith('_ion'):
                    ionName = mech.split('_ion')[0]
                    varNames = [
                        varName.replace('_' + mech, '').replace(ionName, '')
                        for varName in varList['mechs'][mech]
                    ]
                    varNames.append('e')
                    varVals = []
                    ionDic[ionName] = {}  # create dic for mechanism properties
                    for varName in varNames:
                        varNameSplit = varName
                        if varName not in ignoreVars:
                            try:
                                if varNameSplit in [
                                        'i', 'o'
                                ]:  # var name after ion name (eg. 'nai', 'nao')
                                    varVals = [
                                        seg.__getattribute__(ionName +
                                                             varNameSplit)
                                        for seg in sec
                                    ]
                                else:  # var name before ion name (eg. 'ena')
                                    varVals = [
                                        seg.__getattribute__(varNameSplit +
                                                             ionName)
                                        for seg in sec
                                    ]
                                if len(set(varVals)) == 1:
                                    varVals = varVals[0]
                                ionDic[ionName][varNameSplit] = varVals
                            except:
                                pass
                                #print 'Could not read variable %s from mechanism %s'%(varName,mech)

        secDic[secName]['mechs'] = mechDic
        if len(ionDic) > 0:
            secDic[secName]['ions'] = ionDic

        # add synapses and point neurons
        # for now read fixed params, but need to find way to read only synapse params
        pointps = {}
        for seg in sec:
            for ipoint, point in enumerate(seg.point_processes()):
                pointpMod = point.hname().split('[')[0]
                varNames = varList['pointps'][pointpMod]
                if any([
                        s in pointpMod.lower()
                        for s in ['syn', 'ampa', 'gaba', 'nmda', 'glu']
                ]):
                    #if 'synMech' in pptype.lower(): # if syn in name of point process then assume synapse
                    synMech = {}
                    synMech['label'] = pointpMod + '_' + str(len(synMechs))
                    synMech['mod'] = pointpMod
                    #synMech['loc'] = seg.x
                    for varName in varNames:
                        try:
                            synMech[varName] = point.__getattribute__(varName)
                        except:
                            print 'Could not read variable %s from synapse %s' % (
                                varName, synMech['label'])

                    if not any([
                            _equal_dicts(
                                synMech, synMech2, ignore_keys=['label'])
                            for synMech2 in synMechs
                    ]):
                        synMechs.append(synMech)

                else:  # assume its a non-synapse point process
                    pointpName = pointpMod + '_' + str(len(pointps))
                    pointps[pointpName] = {}
                    pointps[pointpName]['mod'] = pointpMod
                    pointps[pointpName]['loc'] = seg.x
                    for varName in varNames:
                        try:
                            pointps[pointpName][
                                varName] = point.__getattribute__(varName)
                            # special condition for Izhi model, to set vinit=vr
                            # if varName == 'vr': secDic[secName]['vinit'] = point.__getattribute__(varName)
                        except:
                            print 'Could not read %s variable from point process %s' % (
                                varName, pointpName)

        if pointps: secDic[secName]['pointps'] = pointps

        # store topology (keep at the end since h.SectionRef messes remaining loop)
        secRef = h.SectionRef(sec=sec)
        if secRef.has_parent():
            secDic[secName]['topol']['parentSec'] = getSecName(
                secRef.parent().sec, dirCellSecNames)
            secDic[secName]['topol']['parentX'] = h.parent_connection()
            secDic[secName]['topol']['childX'] = h.section_orientation()

        h.pop_section()  # to prevent section stack overflow

    # store section lists
    secLists = h.List('SectionList')
    if int(secLists.count()):
        secListDic = {}
        for i in xrange(int(secLists.count())):  # loop over section lists
            hname = secLists.o(i).hname()
            if hname in dirCellHnames:  # use python variable name
                secListName = dirCellHnames[hname]
            else:
                secListName = hname
            secListDic[secListName] = [
                getSecName(sec, dirCellSecNames) for sec in secLists.o(i)
            ]
    else:
        secListDic = {}

    # globals
    globs = getGlobals(varList['mechs'].keys() + varList['pointps'].keys(),
                       origGlob=origGlob)
    if 'v_init' in globs:  # set v_init for each section (allows for cells with differnet vinits)
        for sec in secDic.values():
            sec['vinit'] = globs['v_init']

    # clean
    cell = None
    for i in range(len(secs)):
        tmp = secs.pop()
        del tmp

    import gc
    gc.collect()

    return secDic, secListDic, synMechs, globs
Example #5
0
        x=x/y
except FloatingPointError:
    print "FloatingPointError occurs due to zero division of float values"
else:
    print "program executed and value of x is:",x
try:
    import matrix
    a=matrix.sqrt(9)
    print a
except ImportError:
    print "ImportError occurs"
else:
    print "Program executed"
try:
    import math
    a=math.int(9.0)
    print a
except AttributeError:
    print "AttributeError occurs"
else:
    print "Program executed"
try:
    a=open("file.txt","r")
    b=a.read()
    k=input("enter k value:")
    j=len(b)-k
    for i in range(j+1):
        if i==len(b):
            raise EOFError
        else:
            continue