Extend hyperparameter space.

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