[USGS-R#214] training on later years

jsadler2 · Apr 28, 2023 · b7c852d · b7c852d
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diff --git a/2a_model/out/models/combined_FP_metrics.csv b/2a_model/out/models/combined_FP_metrics.csv
diff --git a/2a_model/out/models/combined_month_metrics.csv b/2a_model/out/models/combined_month_metrics.csv
diff --git a/2a_model/out/models/combined_month_reach_metrics.csv b/2a_model/out/models/combined_month_reach_metrics.csv
diff --git a/2a_model/out/models/combined_overall_metrics.csv b/2a_model/out/models/combined_overall_metrics.csv
diff --git a/2a_model/out/models/combined_reach_metrics.csv b/2a_model/out/models/combined_reach_metrics.csv
diff --git a/2a_model/src/models/config_base.yml b/2a_model/src/models/config_base.yml
@@ -11,11 +11,12 @@ finetune_learning_rate: 0.01
 early_stopping: False
 validation_sites:
   - "01475530"
+  - "01473500"
   - "01475548"
-train_start_date: '1980-10-01'
+train_start_date: '2007-10-01'
 train_end_date: '2015-10-01'
 val_start_date: '2015-10-01'
-val_end_date: '2021-10-01'
+val_end_date: '2019-10-01'
 x_vars:
   - "tmmn"
   - "tmmx"

diff --git a/3_visualize.R b/3_visualize.R
@@ -73,12 +73,12 @@ p3_targets_list <- list(
   ),
 
   # Save png map of site locations
-  tar_target(
-    p3_site_map_png,
-    map_sites(flowlines = p1_nhd_reaches_sf,
-              matched_sites = p2a_site_splits,
-              out_file = "3_visualize/out/do_site_map.png")
-  ),
+  #tar_target(
+    #p3_site_map_png,
+    #map_sites(flowlines = p1_nhd_reaches_sf,
+              #matched_sites = p2a_site_splits,
+              #out_file = "3_visualize/out/do_site_map.png")
+  #),
 
   # Save json map of site locations
   tar_target(

diff --git a/_targets.R b/_targets.R
@@ -107,7 +107,7 @@ base_config_options <- list(
   out_dir = "../../../out/models",
   # random seed for training; If FALSE, no seed. Otherwise, specify the seed:
   seed = FALSE,
-  num_replicates = 3,
+  num_replicates = 10,
   trn_offset = 1,
   tst_val_offset = 1,
   epochs = 100,