From a7559f69aa4d1f8b7022a21bc1ae1bd317656014 Mon Sep 17 00:00:00 2001
From: "Daniel.Frisinghelli" <daniel.frisinghelli@eurac.edu>
Date: Wed, 17 Nov 2021 10:28:26 +0100
Subject: [PATCH] Script for bootstrapped model training in batch mode.
---
Scripts/bootstrap.sh | 41 +++++++++++++++++++++++++++++++++++++++++
1 file changed, 41 insertions(+)
create mode 100644 Scripts/bootstrap.sh
diff --git a/Scripts/bootstrap.sh b/Scripts/bootstrap.sh
new file mode 100644
index 0000000..6e61cf9
--- /dev/null
+++ b/Scripts/bootstrap.sh
@@ -0,0 +1,41 @@
+#!/usr/bin/env bash
+
+# activate conda environment
+conda activate climax
+
+# move to project repository
+cd ~/git/climax
+
+# predictands
+PREDICTAND=(pr tasmin tasmax)
+
+# set number of ensemble members
+sed -i "s/BOOTSTRAP\s*=.*/BOOTSTRAP\=10/" ./climax/main/config.py
+
+# iterate over predictands
+for predictand in ${PREDICTAND[@]}; do
+
+ # change predictand in configuration
+ sed -i "s/PREDICTAND\s*=.*/PREDICTAND='$predictand'/" ./climax/main/config.py
+
+ # define available loss functions for current predictand
+ if [ "$predictand" = "pr" ]; then
+ LOSS=(L1Loss BernoulliGammaLoss MSELoss)
+ else
+ LOSS=(L1Loss MSELoss)
+ fi
+
+ # iterate over loss functions
+ for loss in ${LOSS[@]}; do
+
+ # change loss function in configuration
+ if [ "$loss" = "L1Loss" ] || [ "$loss" = "MSELoss" ]; then
+ sed -i "s/LOSS\s*=.*/LOSS=$loss()/" ./climax/main/config.py
+ else
+ sed -i "s/LOSS\s*=.*/LOSS=$loss(min_amount=1)/" ./climax/main/config.py
+ fi
+
+ # run downscaling
+ python climax/main/downscale_bootstrap.py
+ done
+done
--
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