From 71936351aff10490971c259a13226e3fb7d65bc7 Mon Sep 17 00:00:00 2001
From: "Daniel.Frisinghelli" <daniel.frisinghelli@eurac.edu>
Date: Tue, 12 Oct 2021 15:13:37 +0200
Subject: [PATCH] Sensitivity analysis of regularization.
---
Scripts/downscale.sh | 22 ++++++++++++++--------
1 file changed, 14 insertions(+), 8 deletions(-)
diff --git a/Scripts/downscale.sh b/Scripts/downscale.sh
index dde1a3b..4917c50 100644
--- a/Scripts/downscale.sh
+++ b/Scripts/downscale.sh
@@ -5,15 +5,21 @@ conda activate climax
cd ~/git/climax
# wet day thresholds to test
-WET_DAY_THRESHOLDS=(0 0.5 1 2 3 5)
+# WET_DAY_THRESHOLDS=(0 0.5 1 2 3 5)
+LAMBDA = (0 0.000001 0.00001 0.0001 0.001 0.01)
-for w in ${WET_DAY_THRESHOLDS[@]}; do
+# for w in ${WET_DAY_THRESHOLDS[@]}; do
# change wet day threshold in configuration
- sed -i "s/min_amount\s*=.*/min_amount=$w)/" ./climax/main/config.py
-
- # model training
- python climax/main/downscale_train.py
+# sed -i "s/min_amount\s*=.*/min_amount=$w)/" ./climax/main/config.py
- # model inference
- python climax/main/downscale_infer.py
+ # run downscaling
+# python climax/main/downscale.py
+# done
+
+for lambda in ${LAMBDA[@]}; do
+ # change weight regularization in configuration
+ sed -i "s/LAMBDA\s*=.*/LAMBDA=$lambda)/" ./climax/main/config.py
+
+ # run downscaling
+ python climax/main/downscale.py
done
--
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