From e9e8517d4084eebf5fb84ad959c0f0450cf468b5 Mon Sep 17 00:00:00 2001
From: "Daniel.Frisinghelli" <daniel.frisinghelli@eurac.edu>
Date: Wed, 13 Oct 2021 12:32:23 +0200
Subject: [PATCH] Extend hyperparameter space.
---
Scripts/downscale.sh | 9 +++++----
1 file changed, 5 insertions(+), 4 deletions(-)
diff --git a/Scripts/downscale.sh b/Scripts/downscale.sh
index eff8c0a..5938827 100644
--- a/Scripts/downscale.sh
+++ b/Scripts/downscale.sh
@@ -5,23 +5,24 @@ conda activate climax
cd ~/git/climax
# loss functions
-LOSS=(BernoulliGammaLoss BernoulliWeibullLoss)
+LOSS=(BernoulliGammaLoss(min_amount=1) BernoulliWeibullLoss(min_amount=1)
+ L1Loss() MSELoss())
# wet day thresholds to test
# WET_DAY_THRESHOLDS=(0 0.5 1 2 3 5)
# weight decay values to test
-LAMBDA=(0 0.000001 0.00001 0.0001 0.001 0.01)
+LAMBDA=(0 0.0000001 0.000001 0.00001 0.0001 0.001 0.01 0.1 1)
# iterate over loss functions
for loss in ${LOSS[@]}; do
# change loss function in configuration
- sed -i "s/LOSS\s*=.*/LOSS=$loss(min_amount=1)/" ./climax/main/config.py
+ sed -i "s/LOSS\s*=.*/LOSS=$loss/" ./climax/main/config.py
# iterate over weight decay values
for lambda in ${LAMBDA[@]}; do
# change weight regularization in configuration
- sed -i "s/LAMBDA\s*=.*/LAMBDA=$lambda/" ./climax/main/config.py
+ sed -i "s/LAMBDA\s*=.*/LAMBDA=$lambda)/" ./climax/main/config.py
# run downscaling
# python climax/main/downscale.py
--
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