Iterate loss functions.

Scripts/downscale.sh

@@ -4,22 +4,38 @@ conda activate climax
 # move to project repository
 cd ~/git/climax
 
+# loss functions
+LOSS=(BernoulliGammaLoss(min_amount=1) BernoulliWeibullLoss(min_amount=1))
+
 # wet day thresholds to test
 # 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 ${WET_DAY_THRESHOLDS[@]}; do
-    # change wet day threshold in configuration
-#    sed -i "s/min_amount\s*=.*/min_amount=$w)/" ./climax/main/config.py
+# weight decay values to test
+LAMBDA=(0 0.000001 0.00001 0.0001 0.001 0.01)
+
+# iterate over loss functions
+for loss in ${LOSS[@]}; do
+    # change loss function in configuration
+    sed -i "s/LOSS\s*=.*/LOSS=$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
 
-    # run downscaling
-#   python climax/main/downscale.py
-# done
+        # run downscaling
+        # python climax/main/downscale.py
+        python climax/main/downscale_train.py
+        python climax/main/downscale_infer.py
+    done
 
-for lambda in ${LAMBDA[@]}; do
-    # change weight regularization in configuration
-    sed -i "s/LAMBDA\s*=.*/LAMBDA=$lambda)/" ./climax/main/config.py
+    # 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
 
-    # run downscaling
-    python climax/main/downscale.py
+        # run downscaling
+        # python climax/main/downscale.py
+        # python climax/main/downscale_train.py
+        # python climax/main/downscale_infer.py
+    # done
 done