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Yuanhao
PyFstat
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Add add higher order spin-down components F2 and above
· ab93bc33
Gregory Ashton
authored
7 years ago
ab93bc33
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Showing
3 changed files
pyfstat/core.py
+12
-11
12 additions, 11 deletions
pyfstat/core.py
pyfstat/make_sfts.py
+31
-23
31 additions, 23 deletions
pyfstat/make_sfts.py
pyfstat/mcmc_based_searches.py
+11
-8
11 additions, 8 deletions
pyfstat/mcmc_based_searches.py
with
54 additions
and
42 deletions
pyfstat/core.py
View file @
ab93bc33
...
@@ -665,11 +665,11 @@ class ComputeFstat(BaseSearchClass):
...
@@ -665,11 +665,11 @@ class ComputeFstat(BaseSearchClass):
tcw
.
init_transient_fstat_map_features
(
tcw
.
init_transient_fstat_map_features
(
self
.
tCWFstatMapVersion
==
'
pycuda
'
,
self
.
cudaDeviceName
))
self
.
tCWFstatMapVersion
==
'
pycuda
'
,
self
.
cudaDeviceName
))
def
get_fullycoherent_twoF
(
self
,
tstart
,
tend
,
F0
,
F1
,
F2
,
Alpha
,
Delta
,
def
get_fullycoherent_twoF
(
self
,
tstart
,
tend
,
F0
,
F1
,
F2
=
0
,
F3
=
0
,
asini
=
None
,
period
=
None
,
ecc
=
None
,
tp
=
None
,
Alpha
=
0
,
Delta
=
0
,
asini
=
None
,
period
=
None
,
argp
=
None
):
ecc
=
None
,
tp
=
None
,
argp
=
None
):
"""
Returns twoF or ln(BSGL) fully-coherently at a single point
"""
"""
Returns twoF or ln(BSGL) fully-coherently at a single point
"""
self
.
PulsarDopplerParams
.
fkdot
=
np
.
array
([
F0
,
F1
,
F2
,
0
,
0
,
0
,
0
])
self
.
PulsarDopplerParams
.
fkdot
=
np
.
array
([
F0
,
F1
,
F2
,
F3
,
0
,
0
,
0
])
self
.
PulsarDopplerParams
.
Alpha
=
Alpha
self
.
PulsarDopplerParams
.
Alpha
=
Alpha
self
.
PulsarDopplerParams
.
Delta
=
Delta
self
.
PulsarDopplerParams
.
Delta
=
Delta
if
self
.
binary
:
if
self
.
binary
:
...
@@ -1155,8 +1155,9 @@ class SemiCoherentGlitchSearch(ComputeFstat):
...
@@ -1155,8 +1155,9 @@ class SemiCoherentGlitchSearch(ComputeFstat):
ts
,
te
=
tboundaries
[
i
],
tboundaries
[
i
+
1
]
ts
,
te
=
tboundaries
[
i
],
tboundaries
[
i
+
1
]
if
te
-
ts
>
1800
:
if
te
-
ts
>
1800
:
twoFVal
=
self
.
get_fullycoherent_twoF
(
twoFVal
=
self
.
get_fullycoherent_twoF
(
ts
,
te
,
theta_i_at_tref
[
1
],
theta_i_at_tref
[
2
],
tstart
=
ts
,
tend
=
te
,
F0
=
theta_i_at_tref
[
1
],
theta_i_at_tref
[
3
],
Alpha
,
Delta
)
F2
=
theta_i_at_tref
[
2
],
F3
=
theta_i_at_tref
[
3
],
Alpha
=
Alpha
,
Delta
=
Delta
)
twoFSum
+=
twoFVal
twoFSum
+=
twoFVal
if
np
.
isfinite
(
twoFSum
):
if
np
.
isfinite
(
twoFSum
):
...
@@ -1181,15 +1182,15 @@ class SemiCoherentGlitchSearch(ComputeFstat):
...
@@ -1181,15 +1182,15 @@ class SemiCoherentGlitchSearch(ComputeFstat):
theta_post_glitch_at_glitch
,
tref
-
tglitch
)
theta_post_glitch_at_glitch
,
tref
-
tglitch
)
twoFsegA
=
self
.
get_fullycoherent_twoF
(
twoFsegA
=
self
.
get_fullycoherent_twoF
(
self
.
minStartTime
,
tglitch
,
theta
[
0
],
theta
[
1
],
theta
[
2
],
Alpha
,
self
.
minStartTime
,
tglitch
,
F0
=
theta
[
0
],
F1
=
theta
[
1
],
F2
=
theta
[
2
],
Delta
)
Alpha
=
Alpha
,
Delta
=
Delta
)
if
tglitch
==
self
.
maxStartTime
:
if
tglitch
==
self
.
maxStartTime
:
return
twoFsegA
return
twoFsegA
twoFsegB
=
self
.
get_fullycoherent_twoF
(
twoFsegB
=
self
.
get_fullycoherent_twoF
(
tglitch
,
self
.
maxStartTime
,
theta_post_glitch
[
0
],
tglitch
,
self
.
maxStartTime
,
F0
=
theta_post_glitch
[
0
],
theta_post_glitch
[
1
],
theta_post_glitch
[
2
],
Alpha
,
F1
=
theta_post_glitch
[
1
],
F2
=
theta_post_glitch
[
2
],
Alpha
=
Alpha
,
Delta
)
Delta
=
Delta
)
return
twoFsegA
+
twoFsegB
return
twoFsegA
+
twoFsegB
This diff is collapsed.
Click to expand it.
pyfstat/make_sfts.py
View file @
ab93bc33
...
@@ -22,7 +22,7 @@ class Writer(BaseSearchClass):
...
@@ -22,7 +22,7 @@ class Writer(BaseSearchClass):
"""
Instance object for generating SFTs
"""
"""
Instance object for generating SFTs
"""
@helper_functions.initializer
@helper_functions.initializer
def
__init__
(
self
,
label
=
'
Test
'
,
tstart
=
700000000
,
duration
=
100
*
86400
,
def
__init__
(
self
,
label
=
'
Test
'
,
tstart
=
700000000
,
duration
=
100
*
86400
,
tref
=
None
,
F0
=
30
,
F1
=
1e-10
,
F2
=
0
,
Alpha
=
5e-3
,
tref
=
None
,
F0
=
30
,
F1
=
1e-10
,
F2
=
0
,
F3
=
0
,
F4
=
0
,
Alpha
=
5e-3
,
Delta
=
6e-2
,
h0
=
0.1
,
cosi
=
0.0
,
psi
=
0.0
,
phi
=
0
,
Tsft
=
1800
,
Delta
=
6e-2
,
h0
=
0.1
,
cosi
=
0.0
,
psi
=
0.0
,
phi
=
0
,
Tsft
=
1800
,
outdir
=
"
.
"
,
sqrtSX
=
1
,
Band
=
4
,
detectors
=
'
H1
'
,
outdir
=
"
.
"
,
sqrtSX
=
1
,
Band
=
4
,
detectors
=
'
H1
'
,
minStartTime
=
None
,
maxStartTime
=
None
,
add_noise
=
True
,
minStartTime
=
None
,
maxStartTime
=
None
,
add_noise
=
True
,
...
@@ -37,7 +37,7 @@ class Writer(BaseSearchClass):
...
@@ -37,7 +37,7 @@ class Writer(BaseSearchClass):
tref: float or None
tref: float or None
reference time (default is None, which sets the reference time to
reference time (default is None, which sets the reference time to
tstart)
tstart)
F0, F1, F2, Alpha, Delta, h0, cosi, psi, phi: float
F0, F1, F2,
F3, F4,
Alpha, Delta, h0, cosi, psi, phi: float
frequency, sky-position, and amplitude parameters
frequency, sky-position, and amplitude parameters
Tsft: float
Tsft: float
the sft duration
the sft duration
...
@@ -70,7 +70,8 @@ class Writer(BaseSearchClass):
...
@@ -70,7 +70,8 @@ class Writer(BaseSearchClass):
self
.
data_duration
=
self
.
maxStartTime
-
self
.
minStartTime
self
.
data_duration
=
self
.
maxStartTime
-
self
.
minStartTime
numSFTs
=
int
(
float
(
self
.
data_duration
)
/
self
.
Tsft
)
numSFTs
=
int
(
float
(
self
.
data_duration
)
/
self
.
Tsft
)
self
.
theta
=
np
.
array
([
self
.
phi
,
self
.
F0
,
self
.
F1
,
self
.
F2
])
self
.
theta
=
np
.
array
([
self
.
phi
,
self
.
F0
,
self
.
F1
,
self
.
F2
,
self
.
F3
,
self
.
F4
])
if
os
.
path
.
isdir
(
self
.
outdir
)
is
False
:
if
os
.
path
.
isdir
(
self
.
outdir
)
is
False
:
os
.
makedirs
(
self
.
outdir
)
os
.
makedirs
(
self
.
outdir
)
...
@@ -93,7 +94,7 @@ class Writer(BaseSearchClass):
...
@@ -93,7 +94,7 @@ class Writer(BaseSearchClass):
self
.
run_makefakedata
()
self
.
run_makefakedata
()
def
get_base_template
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
def
get_base_template
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
):
F1
,
F2
,
F3
,
F4
,
tref
):
return
(
return
(
"""
[TS{}]
"""
[TS{}]
Alpha = {:1.18e}
Alpha = {:1.18e}
...
@@ -105,35 +106,42 @@ phi0 = {:1.18e}
...
@@ -105,35 +106,42 @@ phi0 = {:1.18e}
Freq = {:1.18e}
Freq = {:1.18e}
f1dot = {:1.18e}
f1dot = {:1.18e}
f2dot = {:1.18e}
f2dot = {:1.18e}
f3dot = {:1.18e}
f4dot = {:1.18e}
refTime = {:10.6f}
"""
)
refTime = {:10.6f}
"""
)
def
get_single_config_line_cw
(
def
get_single_config_line_cw
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
):
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
template
=
(
self
.
get_base_template
(
tref
):
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
)
+
"""
\n
"""
)
template
=
(
self
.
get_base_template
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
tref
)
+
"""
\n
"""
)
return
template
.
format
(
return
template
.
format
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
)
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
tref
)
def
get_single_config_line_tcw
(
def
get_single_config_line_tcw
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
,
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
window
,
tstart
,
duration_days
):
tref
,
window
,
tstart
,
duration_days
):
template
=
(
self
.
get_base_template
(
template
=
(
self
.
get_base_template
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
)
+
"""
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
tref
)
+
"""
transientWindowType = {:s}
transientWindowType = {:s}
transientStartTime = {:10.3f}
transientStartTime = {:10.3f}
transientTauDays = {:1.3f}
\n
"""
)
transientTauDays = {:1.3f}
\n
"""
)
return
template
.
format
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
return
template
.
format
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
,
window
,
tstart
,
duration_days
)
F2
,
F3
,
F4
,
tref
,
window
,
tstart
,
duration_days
)
def
get_single_config_line
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
def
get_single_config_line
(
self
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
,
window
,
tstart
,
duration_days
):
F1
,
F2
,
F3
,
F4
,
tref
,
window
,
tstart
,
duration_days
):
if
window
==
'
none
'
:
if
window
==
'
none
'
:
return
self
.
get_single_config_line_cw
(
return
self
.
get_single_config_line_cw
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
)
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
tref
)
else
:
else
:
return
self
.
get_single_config_line_tcw
(
return
self
.
get_single_config_line_tcw
(
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
tref
,
window
,
i
,
Alpha
,
Delta
,
h0
,
cosi
,
psi
,
phi
,
F0
,
F1
,
F2
,
F3
,
F4
,
tref
,
tstart
,
duration_days
)
window
,
tstart
,
duration_days
)
def
make_cff
(
self
):
def
make_cff
(
self
):
"""
"""
...
@@ -143,7 +151,7 @@ transientTauDays = {:1.3f}\n""")
...
@@ -143,7 +151,7 @@ transientTauDays = {:1.3f}\n""")
content
=
self
.
get_single_config_line
(
content
=
self
.
get_single_config_line
(
0
,
self
.
Alpha
,
self
.
Delta
,
self
.
h0
,
self
.
cosi
,
self
.
psi
,
0
,
self
.
Alpha
,
self
.
Delta
,
self
.
h0
,
self
.
cosi
,
self
.
psi
,
self
.
phi
,
self
.
F0
,
self
.
F1
,
self
.
F2
,
self
.
tref
,
self
.
phi
,
self
.
F0
,
self
.
F1
,
self
.
F2
,
self
.
F3
,
self
.
F4
,
self
.
tref
,
self
.
transientWindowType
,
self
.
tstart
,
self
.
duration_days
)
self
.
transientWindowType
,
self
.
tstart
,
self
.
duration_days
)
if
self
.
check_if_cff_file_needs_rewritting
(
content
):
if
self
.
check_if_cff_file_needs_rewritting
(
content
):
...
@@ -152,7 +160,7 @@ transientTauDays = {:1.3f}\n""")
...
@@ -152,7 +160,7 @@ transientTauDays = {:1.3f}\n""")
config_file
.
close
()
config_file
.
close
()
def
calculate_fmin_Band
(
self
):
def
calculate_fmin_Band
(
self
):
self
.
fmin
=
self
.
F0
-
.
5
*
self
.
Band
self
.
fmin
=
np
.
max
([
self
.
F0
-
.
5
*
self
.
Band
,
0.1
])
def
check_cached_data_okay_to_use
(
self
,
cl_mfd
):
def
check_cached_data_okay_to_use
(
self
,
cl_mfd
):
"""
Check if cached data exists and, if it does, if it can be used
"""
"""
Check if cached data exists and, if it does, if it can be used
"""
...
@@ -269,8 +277,8 @@ class GlitchWriter(Writer):
...
@@ -269,8 +277,8 @@ class GlitchWriter(Writer):
@helper_functions.initializer
@helper_functions.initializer
def
__init__
(
self
,
label
=
'
Test
'
,
tstart
=
700000000
,
duration
=
100
*
86400
,
def
__init__
(
self
,
label
=
'
Test
'
,
tstart
=
700000000
,
duration
=
100
*
86400
,
dtglitch
=
None
,
delta_phi
=
0
,
delta_F0
=
0
,
delta_F1
=
0
,
dtglitch
=
None
,
delta_phi
=
0
,
delta_F0
=
0
,
delta_F1
=
0
,
delta_F2
=
0
,
tref
=
None
,
F0
=
30
,
F1
=
1e-10
,
F2
=
0
,
Alpha
=
5e-3
,
delta_F2
=
0
,
tref
=
None
,
F0
=
30
,
F1
=
1e-10
,
F2
=
0
,
F3
=
0
,
F4
=
0
,
Delta
=
6e-2
,
h0
=
0.1
,
cosi
=
0.0
,
psi
=
0.0
,
phi
=
0
,
Tsft
=
1800
,
Alpha
=
5e-3
,
Delta
=
6e-2
,
h0
=
0.1
,
cosi
=
0.0
,
psi
=
0.0
,
phi
=
0
,
Tsft
=
1800
,
outdir
=
"
.
"
,
sqrtSX
=
1
,
Band
=
4
,
detectors
=
'
H1
'
,
outdir
=
"
.
"
,
sqrtSX
=
1
,
Band
=
4
,
detectors
=
'
H1
'
,
minStartTime
=
None
,
maxStartTime
=
None
,
add_noise
=
True
,
minStartTime
=
None
,
maxStartTime
=
None
,
add_noise
=
True
,
transientWindowType
=
'
rect
'
):
transientWindowType
=
'
rect
'
):
...
@@ -327,7 +335,7 @@ class GlitchWriter(Writer):
...
@@ -327,7 +335,7 @@ class GlitchWriter(Writer):
self
.
durations_days
=
(
tbs
[
1
:]
-
tbs
[:
-
1
])
/
86400
self
.
durations_days
=
(
tbs
[
1
:]
-
tbs
[:
-
1
])
/
86400
self
.
delta_thetas
=
np
.
atleast_2d
(
self
.
delta_thetas
=
np
.
atleast_2d
(
np
.
array
([
delta_phi
,
delta_F0
,
delta_F1
,
delta_F2
]).
T
)
np
.
array
([
delta_phi
,
delta_F0
,
delta_F1
,
delta_F2
,
0
,
0
]).
T
)
def
make_cff
(
self
):
def
make_cff
(
self
):
"""
"""
...
@@ -343,8 +351,8 @@ class GlitchWriter(Writer):
...
@@ -343,8 +351,8 @@ class GlitchWriter(Writer):
self
.
tbounds
[:
-
1
])):
self
.
tbounds
[:
-
1
])):
line
=
self
.
get_single_config_line
(
line
=
self
.
get_single_config_line
(
i
,
self
.
Alpha
,
self
.
Delta
,
self
.
h0
,
self
.
cosi
,
self
.
psi
,
i
,
self
.
Alpha
,
self
.
Delta
,
self
.
h0
,
self
.
cosi
,
self
.
psi
,
t
[
0
],
t
[
1
],
t
[
2
],
t
[
3
],
self
.
tref
,
self
.
transientWindowType
,
t
[
0
],
t
[
1
],
t
[
2
],
t
[
3
],
t
[
4
],
t
[
5
],
self
.
tref
,
ts
,
d
)
self
.
transientWindowType
,
ts
,
d
)
content
+=
line
content
+=
line
...
...
This diff is collapsed.
Click to expand it.
pyfstat/mcmc_based_searches.py
View file @
ab93bc33
...
@@ -102,12 +102,12 @@ class MCMCSearch(core.BaseSearchClass):
...
@@ -102,12 +102,12 @@ class MCMCSearch(core.BaseSearchClass):
"""
"""
symbol_dictionary
=
dict
(
symbol_dictionary
=
dict
(
F0
=
'
$f$
'
,
F1
=
'
$\dot{f}$
'
,
F2
=
'
$\ddot{f}$
'
,
Alpha
=
r
'
$\alpha
$
'
,
F0
=
'
$f$
'
,
F1
=
'
$\dot{f}$
'
,
F2
=
'
$\ddot{f}$
'
,
F3
=
'
$\dddot{f}
$
'
,
Delta
=
'
$\delta$
'
,
asini
=
'
asini
'
,
period
=
'
P
'
,
ecc
=
'
ecc
'
,
tp
=
'
tp
'
,
Alpha
=
r
'
$\alpha$
'
,
Delta
=
'
$\delta$
'
,
asini
=
'
asini
'
,
period
=
'
P
'
,
argp
=
'
argp
'
)
ecc
=
'
ecc
'
,
tp
=
'
tp
'
,
argp
=
'
argp
'
)
unit_dictionary
=
dict
(
unit_dictionary
=
dict
(
F0
=
'
Hz
'
,
F1
=
'
Hz/s
'
,
F2
=
'
Hz/s$^2$
'
,
Alpha
=
r
'
rad
'
,
Delt
a
=
'
rad
'
,
F0
=
'
Hz
'
,
F1
=
'
Hz/s
'
,
F2
=
'
Hz/s$^2$
'
,
F3
=
'
Hz/s$^3$
'
,
Alph
a
=
r
'
rad
'
,
asini
=
''
,
period
=
'
s
'
,
ecc
=
''
,
tp
=
''
,
argp
=
''
)
Delta
=
'
rad
'
,
asini
=
''
,
period
=
'
s
'
,
ecc
=
''
,
tp
=
''
,
argp
=
''
)
transform_dictionary
=
{}
transform_dictionary
=
{}
@helper_functions.initializer
@helper_functions.initializer
...
@@ -184,18 +184,21 @@ class MCMCSearch(core.BaseSearchClass):
...
@@ -184,18 +184,21 @@ class MCMCSearch(core.BaseSearchClass):
return
twoF
/
2.0
+
self
.
likelihoodcoef
return
twoF
/
2.0
+
self
.
likelihoodcoef
def
_unpack_input_theta
(
self
):
def
_unpack_input_theta
(
self
):
full_theta_keys
=
[
'
F0
'
,
'
F1
'
,
'
F2
'
,
'
Alpha
'
,
'
Delta
'
]
full_theta_keys
=
[
'
F0
'
,
'
F1
'
,
'
F2
'
,
'
F3
'
,
'
Alpha
'
,
'
Delta
'
]
if
self
.
binary
:
if
self
.
binary
:
full_theta_keys
+=
[
full_theta_keys
+=
[
'
asini
'
,
'
period
'
,
'
ecc
'
,
'
tp
'
,
'
argp
'
]
'
asini
'
,
'
period
'
,
'
ecc
'
,
'
tp
'
,
'
argp
'
]
full_theta_keys_copy
=
copy
.
copy
(
full_theta_keys
)
full_theta_keys_copy
=
copy
.
copy
(
full_theta_keys
)
full_theta_symbols
=
[
'
$f$
'
,
'
$\dot{f}$
'
,
'
$\ddot{f}$
'
,
r
'
$\
alpha
$
'
,
full_theta_symbols
=
[
'
$f$
'
,
'
$\dot{f}$
'
,
'
$\ddot{f}$
'
,
r
'
$\
ddot{f}
$
'
,
r
'
$\delta$
'
]
r
'
$\alpha$
'
,
r
'
$\delta$
'
]
if
self
.
binary
:
if
self
.
binary
:
full_theta_symbols
+=
[
full_theta_symbols
+=
[
'
asini
'
,
'
period
'
,
'
ecc
'
,
'
tp
'
,
'
argp
'
]
'
asini
'
,
'
period
'
,
'
ecc
'
,
'
tp
'
,
'
argp
'
]
for
default
in
[
'
F1
'
,
'
F2
'
,
'
F3
'
]:
if
default
not
in
self
.
theta_prior
:
self
.
theta_prior
[
default
]
=
0
self
.
theta_keys
=
[]
self
.
theta_keys
=
[]
fixed_theta_dict
=
{}
fixed_theta_dict
=
{}
for
key
,
val
in
self
.
theta_prior
.
iteritems
():
for
key
,
val
in
self
.
theta_prior
.
iteritems
():
...
...
This diff is collapsed.
Click to expand it.