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Philipp Niedermayer
BEA data analysis utils
Commits
33afb6d9
Commit
33afb6d9
authored
2 years ago
by
Philipp Niedermayer
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Add IPM data wrapper
parent
3cb93f68
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.gitignore
+1
-0
1 addition, 0 deletions
.gitignore
common/utils.py
+64
-8
64 additions, 8 deletions
common/utils.py
test/test.py
+14
-6
14 additions, 6 deletions
test/test.py
with
79 additions
and
14 deletions
.gitignore
+
1
−
0
View file @
33afb6d9
...
@@ -2,6 +2,7 @@
...
@@ -2,6 +2,7 @@
# Data files
# Data files
*.bin
*.bin
*.tdf
*.tdf
*.tgz
...
...
This diff is collapsed.
Click to expand it.
common/utils.py
+
64
−
8
View file @
33afb6d9
import
numpy
as
np
import
numpy
as
np
import
scipy.signal
from
dataclasses
import
dataclass
from
dataclasses
import
dataclass
import
tarfile
import
re
def
avg
(
*
data
,
n
=
100
):
def
avg
(
*
data
,
n
=
100
):
...
@@ -36,9 +39,10 @@ class LassieSpillData(Trace):
...
@@ -36,9 +39,10 @@ class LassieSpillData(Trace):
unit
:
str
=
'
a.u.
'
unit
:
str
=
'
a.u.
'
@classmethod
@classmethod
def
from_file
(
cls
,
fname
,
calibrated
=
True
,
from_event
=
None
):
def
from_file
(
cls
,
fname
,
calibrated
=
True
,
from_event
=
None
,
verbose
=
1
):
"""
Read in time series data from a *.tdf file saved with lassiespill application
"""
Read in time series data from a *.tdf file saved with lassiespill application
:param fname: path to filename
:param calibrated: use calibrated or raw data
:param calibrated: use calibrated or raw data
:param from_event: return data from this event, time will also be relative to this event
:param from_event: return data from this event, time will also be relative to this event
...
@@ -70,13 +74,14 @@ class LassieSpillData(Trace):
...
@@ -70,13 +74,14 @@ class LassieSpillData(Trace):
elif
bi
.
get_title
()
==
'
TraceInfo
'
:
elif
bi
.
get_title
()
==
'
TraceInfo
'
:
for
row
in
block
.
get_rows
():
for
row
in
block
.
get_rows
():
if
verbose
:
print
(
row
)
if
row
.
get_tag
()
==
'
sampling frequency
'
:
if
row
.
get_tag
()
==
'
sampling frequency
'
:
assert
row
.
get_unit
().
lower
()
==
'
hz
'
,
'
sampling frequency has unexpected unit {}
'
.
format
(
row
.
get_unit
())
assert
row
.
get_unit
().
lower
()
==
'
hz
'
,
'
sampling frequency has unexpected unit {}
'
.
format
(
row
.
get_unit
())
fs
=
row
.
get_value
()
fs
=
row
.
get_value
()
elif
bi
.
get_title
()
==
'
Integrals
'
:
elif
bi
.
get_title
()
==
'
Integrals
'
:
for
row
in
block
.
get_rows
():
for
row
in
block
.
get_rows
():
print
(
'
>
'
+
row
.
get_tag
()
+
'
<
'
)
if
verbose
:
print
(
row
)
if
row
.
get_tag
()
==
(
'
Calibrated
'
if
calibrated
else
'
Raw
'
)
+
'
: beam in integral
'
:
if
row
.
get_tag
()
==
(
'
Calibrated
'
if
calibrated
else
'
Raw
'
)
+
'
: beam in integral
'
:
unit
=
row
.
get_unit
()
unit
=
row
.
get_unit
()
...
@@ -108,7 +113,60 @@ class LassieSpillData(Trace):
...
@@ -108,7 +113,60 @@ class LassieSpillData(Trace):
# IPM data
# IPM data
###########
###########
...
# TODO
@dataclass
class
IPMData
(
Trace
):
"""
Container for profile data from IPM
t - time array in seconds
p - profile position array
p_unit - unit of displacement array values
x - horizontal profile amplitudes
y - vertical profile amplitudes
unit - unit of profile amplitudes
"""
t
:
np
.
ndarray
p
:
np
.
ndarray
x
:
np
.
ndarray
y
:
np
.
ndarray
unit
:
str
=
'
a.u.
'
p_unit
:
str
=
'
mm
'
@classmethod
def
from_file
(
cls
,
fname
,
clean
=
False
,
verbose
=
1
):
"""
Read in profile data from a *.tgz file saved with IPM application
:param fname: path to filename
:param clean: use adc_clean.dat instead of adc.dat
:param from_event: return data from this event, time will also be relative to this event
References: Giacomini, Tino <T.Giacomini@gsi.de>
One beam profile consist of 64 values.
The distance between two wires is 0.6 mm. The wires diameter is 1.5 mm. So the center to center distance of the wires is 2.1 mm.
"""
tar
=
tarfile
.
open
(
fname
,
"
r:gz
"
)
# profile data
f
=
tar
.
extractfile
(
'
adc_clean.dat
'
if
clean
else
'
adc.dat
'
)
dat
=
np
.
loadtxt
(
f
,
skiprows
=
1
)
p
=
2.1
*
(
np
.
arange
(
64
)
-
31.5
)
x
=
dat
[:,
1
].
reshape
((
-
1
,
64
))
y
=
dat
[:,
2
].
reshape
((
-
1
,
64
))
# settings
dt
=
0
f
=
tar
.
extractfile
(
'
param.dat
'
)
for
line
in
f
:
if
verbose
:
print
(
line
.
decode
(
'
ascii
'
).
strip
())
m
=
re
.
match
(
r
'
intt\s*=\s*(\d+)
'
,
'
intt = 0
'
)
if
m
:
interval
=
int
(
m
.
group
(
1
))
if
interval
==
0
:
dt
=
5e-3
# 5 ms
#if interval == 1: dt = 5e-4 # 0.5 ms
assert
dt
,
'
Could not determine time interval of profiles
'
t
=
dt
*
np
.
arange
(
x
.
shape
[
0
])
return
IPMData
(
t
,
p
,
x
,
y
)
...
@@ -126,16 +184,16 @@ class LiberaBBBData(Trace):
...
@@ -126,16 +184,16 @@ class LiberaBBBData(Trace):
x
:
np
.
ndarray
x
:
np
.
ndarray
y
:
np
.
ndarray
y
:
np
.
ndarray
s
:
np
.
ndarray
s
:
np
.
ndarray
f
:
np
.
ndarray
x_unit
:
str
=
'
mm
'
x_unit
:
str
=
'
mm
'
y_unit
:
str
=
'
mm
'
y_unit
:
str
=
'
mm
'
s_unit
:
str
=
'
a.u.
'
s_unit
:
str
=
'
a.u.
'
f_unit
:
str
=
'
Hz
'
@classmethod
@classmethod
def
from_file
(
cls
,
fname
):
def
from_file
(
cls
,
fname
):
"""
Read in bunch-by-bunch data from a *.bin file saved with libera-ireg
"""
Read in bunch-by-bunch data from a *.bin file saved with libera-ireg
:param fname: path to filename
References: Libera_Hadron_User_Manual_1.04.pdf
References: Libera_Hadron_User_Manual_1.04.pdf
"""
"""
bunch
=
np
.
memmap
(
fname
,
dtype
=
np
.
dtype
([
bunch
=
np
.
memmap
(
fname
,
dtype
=
np
.
dtype
([
...
@@ -148,9 +206,7 @@ class LiberaBBBData(Trace):
...
@@ -148,9 +206,7 @@ class LiberaBBBData(Trace):
(
'
t1
'
,
'
<u2
'
),
(
'
t1
'
,
'
<u2
'
),
(
'
status
'
,
'
<u4
'
)]))
(
'
status
'
,
'
<u4
'
)]))
time
=
(
bunch
[
'
TS
'
]
+
bunch
[
'
t1
'
])
*
4e-9
# in s
time
=
(
bunch
[
'
TS
'
]
+
bunch
[
'
t1
'
])
*
4e-9
# in s
freq
=
1
/
np
.
diff
(
time
)
return
LiberaBBBData
(
time
,
bunch
[
'
X
'
]
*
1e-6
,
bunch
[
'
Y
'
]
*
1e-6
,
bunch
[
'
S
'
])
freq
=
np
.
concatenate
((
freq
,
[
freq
[
-
1
]]))
return
LiberaBBBData
(
time
,
bunch
[
'
X
'
]
*
1e-6
,
bunch
[
'
Y
'
]
*
1e-6
,
bunch
[
'
S
'
],
freq
)
This diff is collapsed.
Click to expand it.
test/test.py
+
14
−
6
View file @
33afb6d9
...
@@ -15,10 +15,9 @@ mpl.rcParams['axes.prop_cycle'] = mpl.cycler(color=CB_color_cycle)
...
@@ -15,10 +15,9 @@ mpl.rcParams['axes.prop_cycle'] = mpl.cycler(color=CB_color_cycle)
fig
,
ax
=
plt
.
subplots
(
5
,
1
,
sharex
=
'
col
'
,
figsize
=
(
5
,
8
))
fig
,
ax
=
plt
.
subplots
(
6
,
1
,
sharex
=
'
col
'
,
figsize
=
(
6
,
8
)
,
constrained_layout
=
True
)
data
=
LassieSpillData
.
from_file
(
'
test_2022-05-04_13 16 50_asl340.acc.gsi.de_GS01DT_ML_pniederm_test_42c_00014.tdf
'
,
data
=
LassieSpillData
.
from_file
(
'
test_2022-05-04_13 16 50_asl340.acc.gsi.de_GS01DT_ML_pniederm_test_42c_00014.tdf
'
,
from_event
=
CMD_BEAM_INJECTION
)
from_event
=
CMD_BEAM_INJECTION
)
ax
[
0
].
plot
(
data
.
t
,
data
.
v
)
ax
[
0
].
plot
(
data
.
t
,
data
.
v
)
ax
[
0
].
set
(
title
=
'
BCT
'
,
ylabel
=
data
.
unit
)
ax
[
0
].
set
(
title
=
'
BCT
'
,
ylabel
=
data
.
unit
)
...
@@ -29,9 +28,18 @@ ax[1].plot(data.t, data.y, label=f'y / {data.y_unit}')
...
@@ -29,9 +28,18 @@ ax[1].plot(data.t, data.y, label=f'y / {data.y_unit}')
ax
[
1
].
legend
()
ax
[
1
].
legend
()
ax
[
1
].
set
(
title
=
'
BPM
'
,
ylabel
=
data
.
x_unit
)
ax
[
1
].
set
(
title
=
'
BPM
'
,
ylabel
=
data
.
x_unit
)
ax
[
2
].
plot
(
data
.
t
,
data
.
s
)
ax
[
2
].
plot
(
data
.
t
,
data
.
s
)
ax
[
2
].
set
(
title
=
'
BPM sum
'
,
ylabel
=
data
.
s_unit
)
ax
[
2
].
set
(
title
=
'
BPM sum
'
,
ylabel
=
data
.
s_unit
)
ax
[
3
].
plot
(
*
avg
(
data
.
t
,
data
.
f
,
n
=
1000
))
ax
[
3
].
plot
(
*
avg
(
data
.
t
[:
-
1
],
1
/
np
.
diff
(
data
.
t
),
n
=
1000
))
ax
[
3
].
set
(
title
=
'
BPM bunch frequency
'
,
ylabel
=
data
.
f_unit
)
ax
[
3
].
set
(
title
=
'
BPM bunch frequency
'
,
ylabel
=
'
Hz
'
)
data
=
IPMData
.
from_file
(
'
ipmData_SIS1809_220427_111520.tgz
'
,
clean
=
False
)
cm
=
ax
[
4
].
pcolormesh
(
data
.
t
,
data
.
p
,
data
.
x
.
T
,
cmap
=
'
gist_ncar_r
'
)
ax
[
4
].
set
(
title
=
'
IPM X
'
,
ylabel
=
data
.
p_unit
)
fig
.
colorbar
(
cm
,
ax
=
ax
[
4
])
cm
=
ax
[
5
].
pcolormesh
(
data
.
t
,
data
.
p
,
data
.
y
.
T
,
cmap
=
'
gist_ncar_r
'
)
ax
[
5
].
set
(
title
=
'
IPM Y
'
,
ylabel
=
data
.
p_unit
)
fig
.
colorbar
(
cm
,
ax
=
ax
[
5
])
ax
[
-
1
].
set
(
xlabel
=
'
time / s
'
)
ax
[
-
1
].
set
(
xlabel
=
'
time / s
'
)
...
...
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