From e5344524add099f95347bfa143c3303164c0f390 Mon Sep 17 00:00:00 2001
From: tomrink <rink@ssec.wisc.edu>
Date: Wed, 25 Aug 2021 12:39:01 -0500
Subject: [PATCH] snapshot...
---
modules/deeplearning/icing_cnn.py | 16 +++++++++++++---
1 file changed, 13 insertions(+), 3 deletions(-)
diff --git a/modules/deeplearning/icing_cnn.py b/modules/deeplearning/icing_cnn.py
index 6f64e1fe..9b6f247d 100644
--- a/modules/deeplearning/icing_cnn.py
+++ b/modules/deeplearning/icing_cnn.py
@@ -43,22 +43,26 @@ f = open(mean_std_file, 'rb')
mean_std_dct = pickle.load(f)
f.close()
-# -- NIGHT L2 ---------------------
+# -- NIGHT L2 -----------------------------
# train_params = ['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']
# -- DAY L2 -------------
train_params = ['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', 'cld_cwp_dcomp', 'iwc_dcomp', 'lwc_dcomp']
-# -- DAY L1B -----------------------
+# -- DAY L1B --------------------------------
# train_params = ['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']
-# -- NIGHT L1B ---------------------
+# -- NIGHT L1B -------------------------------
# train_params = ['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']
# -- DAY LUNAR ---------------------
# train_params = ['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']
+# ---------------------------------------------
+# -- Zero out params (Experimentation Only) ------------
+zero_out_params = ['cld_reff_dcomp', 'cld_opd_dcomp', 'iwc_dcomp', 'lwc_dcomp']
+DO_ZERO_OUT = False
def build_residual_block(input, drop_rate, num_neurons, activation, block_name, doDropout=True, doBatchNorm=True):
@@ -236,6 +240,12 @@ class IcingIntensityNN:
nda = normalize(nda, param, mean_std_dct, add_noise=True, noise_scale=0.01, seed=42)
else:
nda = normalize(nda, param, mean_std_dct)
+ if DO_ZERO_OUT:
+ try:
+ zero_out_params.index(param)
+ nda[:,] = 0.0
+ except ValueError:
+ pass
data.append(nda)
data = np.stack(data)
data = data.astype(np.float32)
--
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