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run_actmaps.py
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Thu, Jun 6, 05:36
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text/x-python
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Sat, Jun 8, 05:36 (2 d)
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R4670 PySONIC (old)
run_actmaps.py
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# -*- coding: utf-8 -*-
# @Author: Theo Lemaire
# @Email: theo.lemaire@epfl.ch
# @Date: 2020-04-09 10:52:49
# @Last Modified by: Theo Lemaire
# @Last Modified time: 2020-04-18 18:10:13
''' Example script showing how to build neuron activation maps. '''
import
logging
import
numpy
as
np
import
matplotlib.pyplot
as
plt
from
PySONIC.utils
import
logger
,
selectDirDialog
from
PySONIC.neurons
import
getPointNeuron
from
PySONIC.plt
import
getActivationMap
logger
.
setLevel
(
logging
.
INFO
)
def
main
():
''' The code must be wrappped inside a main function in order to allow MPI usage. '''
# Parameters
root
=
selectDirDialog
()
pneuron
=
getPointNeuron
(
'TC'
)
a
=
32e-9
# m
coverages
=
[
0.8
,
1.0
]
f
=
500e3
# Hz
tstim
=
100e-3
# s
PRF
=
100
# Hz
amps
=
np
.
logspace
(
np
.
log10
(
10.
),
np
.
log10
(
600.
),
5
)
*
1e3
# Pa
DCs
=
np
.
linspace
(
5
,
100
,
5
)
*
1e-2
# (-)
# Define variable-dependent z-bounds and colormaps
zbounds
=
{
'FR'
:
(
1e0
,
1e3
),
# Hz
'Cai'
:
(
1e0
,
1e2
)
# uM
}
cmap
=
{
'FR'
:
'viridis'
,
'Cai'
:
'cividis'
}
# For each coevrage fraction
for
fs
in
coverages
:
# For each map class
for
zkey
in
[
'FR'
,
'Cai'
]:
# Create activation map object
actmap
=
getActivationMap
(
zkey
,
root
,
pneuron
,
a
,
fs
,
f
,
tstim
,
PRF
,
amps
,
DCs
)
# Run simulations for populate the 2D map
actmap
.
run
(
mpi
=
True
)
# Render the 2D map
actmap
.
render
(
interactive
=
True
,
zbounds
=
zbounds
[
zkey
],
cmap
=
cmap
[
zkey
])
plt
.
show
()
if
__name__
==
'__main__'
:
main
()
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