Messis | W&B Run exp-8-drop-hierarchy-no_head-4 (https://wandb.ai/crop-classification/messis/runs/taxufqsu)

config.json

@@ -1,7 +1,7 @@
 {
   "hparams": {
-    "accumulate_grad_batches": 1,
-    "backbone_weights_path": null,
+    "accumulate_grad_batches": 4,
+    "backbone_weights_path": "./prithvi/models/Prithvi_100M.pt",
     "bands": [
       0,
       1,
@@ -10,26 +10,26 @@
       4,
       5
     ],
-    "batch_size": 16,
+    "batch_size": 4,
     "debug": false,
     "dropout_p": 0.1,
-    "early_stopping_metric": "val_loss",
-    "early_stopping_mode": "min",
+    "early_stopping_metric": "val_f1_tier3_majority",
+    "early_stopping_mode": "max",
     "early_stopping_patience": 10,
-    "experiment_group": "exp-4-backbone",
-    "experiment_name": "exp-4-backbone-not_pretrained",
-    "freeze_backbone": false,
+    "experiment_group": "exp-8-drop-hierarchy",
+    "experiment_name": "exp-8-drop-hierarchy-no_head",
+    "freeze_backbone": true,
     "heads_spec": {
       "tier1": {
         "is_metrics_tier": true,
-        "loss_weight": 1,
+        "loss_weight": 0,
         "num_classes_to_predict": 6,
         "target_idx": 0,
         "type": "HierarchicalFCNHead"
       },
       "tier2": {
         "is_metrics_tier": true,
-        "loss_weight": 1,
+        "loss_weight": 0,
         "num_classes_to_predict": 17,
         "target_idx": 1,
         "type": "HierarchicalFCNHead"
@@ -37,7 +37,7 @@
       "tier3": {
         "is_last_tier": true,
         "is_metrics_tier": true,
-        "loss_weight": 1,
+        "loss_weight": 0,
         "num_classes_to_predict": 49,
         "target_idx": 2,
         "type": "HierarchicalFCNHead"
@@ -52,9 +52,9 @@
       }
     },
     "img_size": 224,
-    "lr": 0.001,
+    "lr": 0.0001,
     "max_epochs": 400,
-    "name": "not_pretrained",
+    "name": "no_head",
     "num_frames": 3,
     "optimizer": "Adam",
     "optimizer_momentum": null,
@@ -64,13 +64,13 @@
       5
     ],
     "train_folds": [
+      0,
       1,
       2,
-      3,
-      4
+      3
     ],
     "val_folds": [
-      0
+      4
     ]
   }
 }

model.safetensors

@@ -1,3 +1,3 @@
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 size 713880940