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Tom Rink
python
Commits
e5dcb6a9
Commit
e5dcb6a9
authored
2 years ago
by
tomrink
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00b58f89
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modules/icing/util.py
+13
-7
13 additions, 7 deletions
modules/icing/util.py
with
13 additions
and
7 deletions
modules/icing/util.py
+
13
−
7
View file @
e5dcb6a9
...
@@ -2,6 +2,7 @@ import numpy as np
...
@@ -2,6 +2,7 @@ import numpy as np
import
deeplearning.icing_fcn
as
icing_fcn
import
deeplearning.icing_fcn
as
icing_fcn
import
deeplearning.icing_cnn
as
icing_cnn
import
deeplearning.icing_cnn
as
icing_cnn
from
icing.pirep_goes
import
setup
,
time_filter_3
from
icing.pirep_goes
import
setup
,
time_filter_3
from
icing.moon_phase
import
moon_phase
from
util.util
import
get_time_tuple_utc
,
is_day
,
check_oblique
,
get_average
,
homedir
,
write_icing_file_nc4
,
\
from
util.util
import
get_time_tuple_utc
,
is_day
,
check_oblique
,
get_average
,
homedir
,
write_icing_file_nc4
,
\
write_icing_file_nc4_viirs
,
\
write_icing_file_nc4_viirs
,
\
make_for_full_domain_predict
,
make_for_full_domain_predict_viirs_clavrx
,
prepare_evaluate
make_for_full_domain_predict
,
make_for_full_domain_predict_viirs_clavrx
,
prepare_evaluate
...
@@ -28,7 +29,7 @@ import datetime
...
@@ -28,7 +29,7 @@ import datetime
# endif
# endif
def
get_training_parameters
(
day_night
=
'
DAY
'
,
l1b_andor_l2
=
'
both
'
,
lunar
=
False
):
def
get_training_parameters
(
day_night
=
'
DAY
'
,
l1b_andor_l2
=
'
both
'
,
use_dnb
=
False
):
if
day_night
==
'
DAY
'
:
if
day_night
==
'
DAY
'
:
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_dcomp
'
,
'
cld_opd_dcomp
'
,
'
iwc_dcomp
'
,
'
lwc_dcomp
'
]
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_dcomp
'
,
'
cld_opd_dcomp
'
,
'
iwc_dcomp
'
,
'
lwc_dcomp
'
]
...
@@ -40,7 +41,7 @@ def get_training_parameters(day_night='DAY', l1b_andor_l2='both', lunar=False):
...
@@ -40,7 +41,7 @@ def get_training_parameters(day_night='DAY', l1b_andor_l2='both', lunar=False):
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_acha
'
,
'
cld_opd_acha
'
]
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_acha
'
,
'
cld_opd_acha
'
]
if
lunar
is
True
:
if
use_dnb
is
True
:
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
train_params_l2
=
[
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
'
cld_temp_acha
'
,
'
cld_press_acha
'
,
'
supercooled_cloud_fraction
'
,
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_dcomp
'
,
'
cld_opd_dcomp
'
,
'
iwc_dcomp
'
,
'
lwc_dcomp
'
]
'
cld_emiss_acha
'
,
'
conv_cloud_fraction
'
,
'
cld_reff_dcomp
'
,
'
cld_opd_dcomp
'
,
'
iwc_dcomp
'
,
'
lwc_dcomp
'
]
...
@@ -69,7 +70,7 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
...
@@ -69,7 +70,7 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
day_model_path
=
model_path_day
,
night_model_path
=
model_path_night
,
day_model_path
=
model_path_day
,
night_model_path
=
model_path_night
,
prob_thresh
=
0.5
,
satellite
=
'
GOES16
'
,
domain
=
'
CONUS
'
,
day_night
=
'
AUTO
'
,
prob_thresh
=
0.5
,
satellite
=
'
GOES16
'
,
domain
=
'
CONUS
'
,
day_night
=
'
AUTO
'
,
l1b_andor_l2
=
'
l2
'
,
use_flight_altitude
=
True
,
res_fac
=
1
,
use_nan
=
False
,
has_time
=
False
,
l1b_andor_l2
=
'
l2
'
,
use_flight_altitude
=
True
,
res_fac
=
1
,
use_nan
=
False
,
has_time
=
False
,
model_type
=
'
FCN
'
,
lunar
=
False
):
model_type
=
'
FCN
'
,
use_dnb
=
False
):
if
model_type
==
'
CNN
'
:
if
model_type
==
'
CNN
'
:
model_module
=
icing_cnn
model_module
=
icing_cnn
...
@@ -81,15 +82,18 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
...
@@ -81,15 +82,18 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
else
:
else
:
flight_levels
=
[
0
]
flight_levels
=
[
0
]
day_train_params
=
get_training_parameters
(
day_night
=
'
DAY
'
,
l1b_andor_l2
=
l1b_andor_l2
,
lunar
=
lunar
)
day_train_params
=
get_training_parameters
(
day_night
=
'
DAY
'
,
l1b_andor_l2
=
l1b_andor_l2
)
nght_train_params
=
get_training_parameters
(
day_night
=
'
NIGHT
'
,
l1b_andor_l2
=
l1b_andor_l2
,
lunar
=
lunar
)
nght_train_params
=
get_training_parameters
(
day_night
=
'
NIGHT
'
,
l1b_andor_l2
=
l1b_andor_l2
,
use_dnb
=
False
)
nght_train_params_dnb
=
get_training_parameters
(
day_night
=
'
NIGHT
'
,
l1b_andor_l2
=
l1b_andor_l2
,
use_dnb
=
True
)
if
day_night
==
'
AUTO
'
:
if
day_night
==
'
AUTO
'
:
train_params
=
list
(
set
(
day_train_params
+
nght_train_params
))
train_params
=
list
(
set
(
day_train_params
+
nght_train_params
))
train_params_dnb
=
list
(
set
(
day_train_params
+
nght_train_params_dnb
))
elif
day_night
==
'
DAY
'
:
elif
day_night
==
'
DAY
'
:
train_params
=
day_train_params
train_params
=
day_train_params
elif
day_night
==
'
NIGHT
'
:
elif
day_night
==
'
NIGHT
'
:
train_params
=
nght_train_params
train_params
=
nght_train_params
train_params_dnb
=
nght_train_params_dnb
if
satellite
==
'
H08
'
:
if
satellite
==
'
H08
'
:
clvrx_ds
=
CLAVRx_H08
(
clvrx_dir
)
clvrx_ds
=
CLAVRx_H08
(
clvrx_dir
)
...
@@ -119,8 +123,10 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
...
@@ -119,8 +123,10 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
[
'
solar_zenith_angle
'
,
'
sensor_zenith_angle
'
,
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
bt_fld_name
],
[
'
solar_zenith_angle
'
,
'
sensor_zenith_angle
'
,
'
cld_height_acha
'
,
'
cld_geo_thick
'
,
bt_fld_name
],
satellite
=
satellite
,
domain
=
domain
,
res_fac
=
res_fac
)
satellite
=
satellite
,
domain
=
domain
,
res_fac
=
res_fac
)
elif
satellite
==
'
VIIRS
'
:
elif
satellite
==
'
VIIRS
'
:
if
use_dnb
and
moon_phase
(
ts
):
train_params
=
train_params_dnb
data_dct
,
ll
,
cc
,
lats_2d
,
lons_2d
=
make_for_full_domain_predict_viirs_clavrx
(
h5f
,
name_list
=
train_params
,
data_dct
,
ll
,
cc
,
lats_2d
,
lons_2d
=
make_for_full_domain_predict_viirs_clavrx
(
h5f
,
name_list
=
train_params
,
day_night
=
day_night
,
res_fac
=
res_fac
,
lunar
=
lunar
)
day_night
=
day_night
,
res_fac
=
res_fac
,
use_dnb
=
use_dnb
)
bt_fld_name
=
'
temp_11_0um_nom
'
bt_fld_name
=
'
temp_11_0um_nom
'
ancil_data_dct
,
_
,
_
,
_
,
_
=
make_for_full_domain_predict_viirs_clavrx
(
h5f
,
name_list
=
ancil_data_dct
,
_
,
_
,
_
,
_
=
make_for_full_domain_predict_viirs_clavrx
(
h5f
,
name_list
=
...
@@ -189,7 +195,7 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
...
@@ -189,7 +195,7 @@ def run_icing_predict(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', output_dir=h
if
(
day_night
==
'
AUTO
'
or
day_night
==
'
NIGHT
'
)
and
num_nght_tiles
>
0
:
if
(
day_night
==
'
AUTO
'
or
day_night
==
'
NIGHT
'
)
and
num_nght_tiles
>
0
:
model_path
=
night_model_path
model_path
=
night_model_path
if
lunar
:
if
use_dnb
:
model_path
=
day_model_path
model_path
=
day_model_path
day
=
'
DAY
'
day
=
'
DAY
'
...
...
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