def get():

    l = []
    solution = get_solution()

    for r in numpy.arange(0, 1200, 200):
        r = numpy.float(r)
        d = {}
        misc.dict_update(d, solution['mul'])
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        dd = {
            'conn': {
                'GAp_GA_gaba': {
                    'fan_in': 5
                },
                'GIp_GA_gaba': {
                    'fan_in': 25
                }
            },
            'node': {
                'EAp': {
                    'rate': r
                }
            }
        }
        misc.dict_update(d, dd)
        l[-1] += pl(d, '=', **{'name': 'GAr_{0}'.format(r)})

    return l
def get():

    l = []
    solution = get_solution()

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        }
    }
    misc.dict_update(d, dd)
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    return l
def get():

    l = []
    solution = get_solution()

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        },
        'nest': {
            'ST_GA_ampa': {
                'weight': 0.259
            }
        }
    }  #estimate from beta opt
    misc.dict_update(d, dd)
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    return l
Exemple #4
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def get():

    l = []
    solution = get_solution()
    '''
    From
    script_0000_rEI_1600.0_rEA_0.0_rCS_250.0_wGA_1.0-amp_0.08_1.0_stn_3.0_0
    in new_beginning beta slow (1.77)
    '''
    #     misc.dict_update(solution, {'equal':{'node':{'M2p':{'rate':2.9}}}})

    l = []
    solution = get_solution()

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    return l
def get():

    l = []
    solution = get_solution()

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    r_EI = [1000, 1600]  #range(1000, 1200, 50)+range(1550, 1900, 50)
    r_EA = range(100, 1500, 100)
    r_CS = [180, 250]
    w_STGA = numpy.linspace(1, 0.0, 15)

    agg = [[r0, r1, r2, w] for r0, r2 in zip(r_EI, r_CS) for r1 in r_EA
           for w in w_STGA]

    for rEI, rEA, rCS, w in agg:
        rEI = float(rEI)
        rEA = float(rEA)
        rCS = float(rCS)
        w = float(w)

        d = {}
        misc.dict_update(d, solution['mul'])
        d['nest']['ST_GA_ampa']['weight'] *= w
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})

        s = 'rEI_{0}_rEA_{1}_rCS_{2}_STGAw_{3}'.format(rEI, rEA, rCS,
                                                       round(w, 2))

        l[-1] += pl(d, '=', **{'name': s})

    return l
def get():

    l = []
    solution = get_solution()
    '''
    From
    script_0000_rEI_1600.0_rEA_0.0_rCS_250.0_wGA_1.0-amp_0.08_1.0_stn_3.0_0
    in new_beginning beta slow (1.77)
    '''
    #     misc.dict_update(solution, {'equal':{'node':{'M2p':{'rate':2.9}}}})

    misc.dict_update(solution, {'equal': {'node': {'M2p': {'rate': 2.7}}}})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    d = {}
    misc.dict_update(d, solution['mul'])
    dd = {
        'nest': {
            'ST_GA_ampa': {
                'weight': 1.
            },
            'GA_GA_gaba': {
                'weight': 1.
            },
            'GI_GA_gaba': {
                'weight': 1.
            }
        }
    }
    misc.dict_update(d, dd)
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    l[-1] += pl(d, '=', **{'name': 'GAw_*1.'})

    return l
Exemple #7
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def get():

    l = []
    solution = get_solution()

    rEI = 1700.0
    rEA = 200.0
    rCS = 250.0

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    d['node']['EI']['rate'] = rEI
    d['node']['EA']['rate'] = rEA

    misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})
    s = 'rEI_{0}_rEA_{1}_rCS_{2}'.format(rEI, rEA, rCS)

    l[-1] += pl(d, '=', **{'name': s})

    rEI = 800.0
    rEA = 100.0
    rCS = 170.0

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    d['node']['EI']['rate'] = rEI
    d['node']['EA']['rate'] = rEA

    misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})
    s = 'rEI_{0}_rEA_{1}_rCS_{2}'.format(rEI, rEA, rCS)
    l[-1] += pl(d, '=', **{'name': s})

    return l
def get():

    l = []
    solution = get_solution()
    '''
    From
    script_0000_rEI_1600.0_rEA_0.0_rCS_250.0_wGA_1.0-amp_0.08_1.0_stn_3.0_0
    in new_beginning beta slow (1.77)
    '''
    #     misc.dict_update(solution, {'equal':{'node':{'M2p':{'rate':2.9}}}})
    '''
    From estimate single GA, ST, subtract  since single not estimate overestimated
    exitation needed. IN network inhibition onto ST from GP is weaker at the same
    frequency. And ST_GA_ampa need to be stronger in full network than in single 
    mode to optain similar firing rates.
    '''
    misc.dict_update(solution, {'equal': {'node': {'CS': {'rate': 190 - 10}}}})
    misc.dict_update(
        solution, {'equal': {
            'nest': {
                'ST_GA_ampa': {
                    'weight': 0.236 * 1.1
                }
            }
        }})
    misc.dict_update(solution, {'equal': {'node': {'EA': {'rate': 210.}}}})
    misc.dict_update(solution, {'equal': {'node': {'EI': {'rate': 1200.0}}}})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    return l
def get():

    l = []
    solution = get_solution()

    rEA = 200.0
    rES = 3200.0

    for rCS, rM2, rEI in [
        [250.0, 700.0, 1700.0],
        [200.0, 740.0, 1700.0],
        [250.0, 700.0, 1400.0],
    ]:
        d = {}
        misc.dict_update(d, solution['mul'])
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA
        d['node']['C2']['rate'] = rM2

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})
        misc.dict_update(d, {'node': {'ES': {'rate': rES}}})
        s = 'rEI_{0}_rEA_{1}_rCS_{2}_rES_{3}_rM2_{4}'.format(
            rEI, rEA, rCS, rES, rM2)

        l[-1] += pl(d, '=', **{'name': s})

    rEI = 1700.0
    rEA = 200.0
    rCS = 250.0
    rES = 1800.0

    for wGISN in [0.8, 0.6, 0.4, 0.2]:
        d = {}
        misc.dict_update(d, solution['mul'])
        misc.dict_update(d, {'nest': {'GI_SN_gaba': {'weight': wGISN}}})
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA
        d['node']['C2']['rate'] = rM2

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})
        misc.dict_update(d, {'node': {'ES': {'rate': rES}}})
        s = 'rEI_{0}_rEA_{1}_rCS_{2}_rES_{3}_rM2_{4}_wGISN_{5}'.format(
            rEI, rEA, rCS, rES, rM2, wGISN)

        l[-1] += pl(d, '=', **{'name': s})

    rEA = 200.0
    rES = 3200.0

    for rCS, rM2, rEI in [
        [250.0, 740.0, 1700.0],
    ]:
        d = {}
        misc.dict_update(d, solution['mul'])
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA
        d['node']['C2']['rate'] = rM2

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})
        misc.dict_update(d, {'node': {'ES': {'rate': rES}}})
        s = 'rEI_{0}_rEA_{1}_rCS_{2}_rES_{3}_rM2_{4}'.format(
            rEI, rEA, rCS, rES, rM2)

        l[-1] += pl(d, '=', **{'name': s})

    return l
Exemple #10
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def get():

    l = []
    solution = get_solution()

    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #     misc.dict_update(d, solution['equal'])
    #     l[-1]+=pl(d, '=', **{'name':'control_sim'})

    r_EI = range(800, 1000, 50)
    r_EA = range(0, 500, 100)
    r_CS = range(140, 190, 10)

    agg = [[r0, r1, r2] for r0 in r_EI for r1 in r_EA for r2 in r_CS]

    for rEI, rEA, rCS in agg:
        rEI = float(rEI)
        rEA = float(rEA)
        rCS = float(rCS)

        d = {}
        misc.dict_update(d, solution['mul'])
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})

        s = 'rEI_{0}_rEA_{1}_rCS_{2}'.format(rEI, rEA, rCS)

        l[-1] += pl(d, '=', **{'name': s})

    r_EI = range(1550, 1750, 50)
    r_EA = range(0, 500, 100)
    r_CS = range(250, 300, 10)

    agg = [[r0, r1, r2] for r0 in r_EI for r1 in r_EA for r2 in r_CS]

    for rEI, rEA, rCS in agg:
        rEI = float(rEI)
        rEA = float(rEA)
        rCS = float(rCS)

        d = {}
        misc.dict_update(d, solution['mul'])
        l += [pl(d, '*', **{'name': ''})]

        d = {}
        misc.dict_update(d, solution['equal'])
        d['node']['EI']['rate'] = rEI
        d['node']['EA']['rate'] = rEA

        misc.dict_update(d, {'node': {'CS': {'rate': rCS}}})

        s = 'rEI_{0}_rEA_{1}_rCS_{2}'.format(rEI, rEA, rCS)

        l[-1] += pl(d, '=', **{'name': s})

    return l
def get():

    l = []
    solution = get_solution()

    #     misc.dict_update(solution, {'mul':d})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        }
    }
    misc.dict_update(d, dd)
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        },
        'node': {
            'EAp': {
                'rate': 400.0
            }
        }
    }
    misc.dict_update(d, dd)
    l[-1] += pl(d, '=', **{'name': 'control_sim'})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        },
        'node': {
            'EAp': {
                'rate': 800.0
            }
        }
    }
    misc.dict_update(d, dd)

    l[-1] += pl(d, '=', **{'name': 'EA800.'})

    d = {}
    misc.dict_update(d, solution['mul'])
    l += [pl(d, '*', **{'name': ''})]

    d = {}
    misc.dict_update(d, solution['equal'])
    dd = {
        'conn': {
            'GAp_GA_gaba': {
                'fan_in': 5
            },
            'GIp_GA_gaba': {
                'fan_in': 25
            }
        },
        'node': {
            'EAp': {
                'rate': 1200.0
            }
        }
    }
    misc.dict_update(d, dd)

    l[-1] += pl(d, '=', **{'name': 'EA800.'})

    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #             # GI predominently connect to to GA
    #
    #     misc.dict_update(d, solution['equal'])
    #     dd={'conn': {'GAp_GA_gaba':{'fan_in': 15},
    #                  'GIp_GA_gaba':{'fan_in': 15 }}}
    #     misc.dict_update(d, dd)
    #     l[-1]+=pl(d, '=', **{'name':'fanin1515.'})
    #
    #
    #
    #
    #
    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #     dd={'nest':{'ST_GA_ampa':{'weight': 1.},
    #                 'GA_GA_gaba':{'weight': 1.},
    #                 'GI_GA_gaba':{'weight': 1.}}}
    #
    #     misc.dict_update(d, dd)
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #     misc.dict_update(d, solution['equal'])
    #     dd={'conn': {'GAp_GA_gaba':{'fan_in': 5},
    #                  'GIp_GA_gaba':{'fan_in': 25}}}
    #     misc.dict_update(d, dd)
    #
    #     l[-1]+=pl(d, '=', **{'name':'GAw_*1.'})

    #
    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #     x=0.1
    #     dd={'nest':{'ST_GA_ampa':{'weight':x},
    #                'GA_GA_gaba':{'weight':x},
    #                'GI_GA_gaba':{'weight':x}}}
    #
    #     misc.dict_update(d, dd)
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #     misc.dict_update(d, solution['equal'])
    #     l[-1]+=pl(d, '=', **{'name':'GAw_*.1'})
    #
    #
    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #     dd={'node':{'EAp':{'rate':0.0}}}
    #     misc.dict_update(d, dd)
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #     misc.dict_update(d, solution['equal'])
    #     l[-1]+=pl(d, '=', **{'name':'EA0.'})
    #
    #
    #     d={}
    #     misc.dict_update(d, solution['mul'])
    #
    #     misc.dict_update(d, dd)
    #     l+=[pl(d, '*', **{'name':''})]
    #
    #     d={}
    #     misc.dict_update(d, solution['equal'])
    #     dd={'node':{'EAp':{'rate':1200*0.25}}}
    #     l[-1]+=pl(d, '=', **{'name':'EA+.'})

    return l