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Tom Rink
python
Commits
26f3d35f
Commit
26f3d35f
authored
Nov 15, 2021
by
tomrink
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modules/icing/pirep_goes.py
+37
-5
37 additions, 5 deletions
modules/icing/pirep_goes.py
with
37 additions
and
5 deletions
modules/icing/pirep_goes.py
+
37
−
5
View file @
26f3d35f
...
...
@@ -6,7 +6,7 @@ import os
from
util.util
import
get_time_tuple_utc
,
GenericException
,
add_time_range_to_filename
,
is_night
,
is_day
,
\
check_oblique
,
make_times
,
find_bin_index
,
get_timestamp
,
homedir
,
write_icing_file
,
make_for_full_domain_predict
from
util.plot
import
make_icing_image
from
util.geos_nav
import
get_navigation
from
util.geos_nav
import
get_navigation
,
get_lon_lat_2d_mesh
from
util.setup
import
model_path_day
,
model_path_night
from
aeolus.datasource
import
CLAVRx
,
CLAVRx_VIIRS
,
GOESL1B
,
CLAVRx_H08
import
h5py
...
...
@@ -1854,6 +1854,31 @@ def tiles_info(filename):
print
(
'
Icing 6:
'
,
np
.
sum
(
iint
==
6
))
def
get_training_parameters
(
day_night
=
'
DAY
'
,
l1b_andor_l2
=
'
BOTH
'
):
if
day_night
==
'
DAY
'
:
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
'
]
train_params_l1b
=
[
'
temp_10_4um_nom
'
,
'
temp_11_0um_nom
'
,
'
temp_12_0um_nom
'
,
'
temp_13_3um_nom
'
,
'
temp_3_75um_nom
'
,
'
temp_6_2um_nom
'
,
'
temp_6_7um_nom
'
,
'
temp_7_3um_nom
'
,
'
temp_8_5um_nom
'
,
'
temp_9_7um_nom
'
,
'
refl_0_47um_nom
'
,
'
refl_0_65um_nom
'
,
'
refl_0_86um_nom
'
,
'
refl_1_38um_nom
'
,
'
refl_1_60um_nom
'
]
else
:
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
'
]
train_params_l1b
=
[
'
temp_10_4um_nom
'
,
'
temp_11_0um_nom
'
,
'
temp_12_0um_nom
'
,
'
temp_13_3um_nom
'
,
'
temp_3_75um_nom
'
,
'
temp_6_2um_nom
'
,
'
temp_6_7um_nom
'
,
'
temp_7_3um_nom
'
,
'
temp_8_5um_nom
'
,
'
temp_9_7um_nom
'
]
if
l1b_andor_l2
==
'
BOTH
'
:
train_params
=
train_params_l1b
+
train_params_l2
elif
l1b_andor_l2
==
'
l1b
'
:
train_params
=
train_params_l1b
elif
l1b_andor_l2
==
'
l2
'
:
train_params
=
train_params_l2
return
train_params
flt_level_ranges
=
{
k
:
None
for
k
in
range
(
5
)}
flt_level_ranges
[
0
]
=
[
0.0
,
2000.0
]
flt_level_ranges
[
1
]
=
[
2000.0
,
4000.0
]
...
...
@@ -1865,7 +1890,9 @@ flt_level_ranges[4] = [8000.0, 15000.0]
def
run_make_images
(
clvrx_dir
=
'
/Users/tomrink/data/clavrx/RadC/
'
,
ckpt_dir_s_path
=
'
/Users/tomrink/tf_model/
'
,
prob_thresh
=
0.5
,
satellite
=
'
GOES16
'
,
domain
=
'
CONUS
'
,
extent
=
[
-
105
,
-
70
,
15
,
50
],
pirep_file
=
'
/Users/tomrink/data/pirep/pireps_202109200000_202109232359.csv
'
,
obs_lons
=
None
,
obs_lats
=
None
,
obs_times
=
None
,
flight_level
=
None
):
obs_lons
=
None
,
obs_lats
=
None
,
obs_times
=
None
,
flight_level
=
None
,
day_night
=
'
DAY
'
,
l1b_andor_l2
=
'
l2
'
):
if
pirep_file
is
not
None
:
ice_dict
,
no_ice_dict
,
neg_ice_dict
=
setup
(
pirep_file
)
...
...
@@ -1877,17 +1904,22 @@ def run_make_images(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', ckpt_dir_s_pat
alt_lo
,
alt_hi
=
flt_level_ranges
[
flight_level
]
for
fname
in
clvrx_files
:
train_params
=
get_training_parameters
(
day_night
=
day_night
,
l1b_andor_l2
=
l1b_andor_l2
)
for
fidx
,
fname
in
enumerate
(
clvrx_files
):
h5f
=
h5py
.
File
(
fname
,
'
r
'
)
dto
=
clvrx_ds
.
get_datetime
(
fname
)
ts
=
dto
.
timestamp
()
clvrx_str_time
=
dto
.
strftime
(
'
%Y-%m-%d_%H:%M
'
)
data_dct
,
ll
,
cc
=
make_for_full_domain_predict
(
h5f
,
name_list
=
train_params
,
satellite
=
satellite
,
domain
=
domain
)
dto
,
_
=
get_time_tuple_utc
(
ts
)
dto_0
=
dto
-
datetime
.
timedelta
(
minutes
=
30
)
dto_1
=
dto
+
datetime
.
timedelta
(
minutes
=
30
)
ts_0
=
dto_0
.
timestamp
()
ts_1
=
dto_1
.
timestamp
()
if
pirep_file
is
not
None
:
_
,
keep_lons
,
keep_lats
,
_
=
time_filter_3
(
ice_dict
,
ts_0
,
ts_1
,
alt_lo
,
alt_hi
)
elif
obs_times
is
not
None
:
...
...
@@ -1898,10 +1930,10 @@ def run_make_images(clvrx_dir='/Users/tomrink/data/clavrx/RadC/', ckpt_dir_s_pat
keep_lons
=
None
keep_lats
=
None
ice_lons
,
ice_lats
,
preds_2d
,
lons_2d
,
lats_2d
,
x_rad
,
y_rad
=
run_evaluate_static
(
h5f
,
ckpt_dir_s_path
=
ckpt_dir_s_path
,
flight_level
=
flight_level
,
prob_thresh
=
prob_thresh
,
satellite
=
satellite
,
domain
=
domain
)
ice_lons
,
ice_lats
,
preds_2d
=
run_evaluate_static
(
data_dct
,
ll
,
cc
,
ckpt_dir_s_path
=
ckpt_dir_s_path
,
flight_level
=
flight_level
,
prob_thresh
=
prob_thresh
,
satellite
=
satellite
,
domain
=
domain
)
make_icing_image
(
h5f
,
ice_lons
,
ice_lats
,
clvrx_str_time
,
satellite
,
domain
,
ice_lons_vld
=
keep_lons
,
ice_lats_vld
=
keep_lats
,
extent
=
extent
)
print
(
'
Done:
'
,
clvrx_str_time
)
h5f
.
close
()
print
(
'
Done:
'
,
clvrx_str_time
)
def
run_icing_predict
(
clvrx_dir
=
'
/Users/tomrink/data/clavrx/RadC/
'
,
output_dir
=
homedir
,
model_path
=
None
,
prob_thresh
=
0.5
,
satellite
=
'
GOES16
'
,
domain
=
'
CONUS
'
,
day_night
=
'
DAY
'
):
...
...
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