Messis | W&B Run best-model-messis-test-overfit-0 (https://wandb.ai/crop-classification/messis/runs/sr29ovjh)

config.json

@@ -1,6 +1,6 @@
 {
   "hparams": {
-    "accumulate_grad_batches": 1,
+    "accumulate_grad_batches": 8,
     "backbone_weights_path": "./prithvi/models/Prithvi_100M.pt",
     "bands": [
       0,
@@ -10,27 +10,29 @@
       4,
       5
     ],
-    "batch_size": 16,
-    "bottleneck_reduction_factor": 8,
+    "batch_size": 2,
+    "bottleneck_reduction_factor": 4,
     "data_augmentation": {
-      "enabled": false,
+      "enabled": true,
       "flip_prob": 0.5,
-      "jitter_std": 0
+      "jitter_std": 0.01
     },
     "debug": false,
     "dropout_p": 0.1,
     "early_stopping_metric": "val_f1_tier3_majority",
     "early_stopping_mode": "max",
-    "early_stopping_patience": 10,
-    "experiment_group": "exp-10-fcn-head-kernel-size",
-    "experiment_name": "exp-10-fcn-head-kernel-size-1",
-    "freeze_backbone": true,
+    "early_stopping_patience": 5,
+    "experiment_group": "best-model",
+    "experiment_name": "best-model-messis-test-overfit",
+    "freeze_backbone": false,
     "heads_spec": {
       "tier1": {
         "is_metrics_tier": true,
         "kernel_size": 1,
         "loss_weight": 1,
+        "num_channels": 1024,
         "num_classes_to_predict": 6,
+        "num_convs": 1,
         "target_idx": 0,
         "type": "HierarchicalFCNHead"
       },
@@ -38,7 +40,9 @@
         "is_metrics_tier": true,
         "kernel_size": 1,
         "loss_weight": 1,
+        "num_channels": 1024,
         "num_classes_to_predict": 17,
+        "num_convs": 1,
         "target_idx": 1,
         "type": "HierarchicalFCNHead"
       },
@@ -47,7 +51,9 @@
         "is_metrics_tier": true,
         "kernel_size": 1,
         "loss_weight": 1,
+        "num_channels": 1024,
         "num_classes_to_predict": 49,
+        "num_convs": 1,
         "target_idx": 2,
         "type": "HierarchicalFCNHead"
       },
@@ -61,27 +67,31 @@
       }
     },
     "img_size": 224,
-    "loss_ignore_background": false,
-    "lr": 0.001,
+    "loss_ignore_background": true,
+    "lr": 0.0001,
     "max_epochs": 400,
-    "name": "1",
-    "num_frames": 3,
+    "name": "messis-test-overfit",
+    "num_frames": 9,
     "optimizer": "Adam",
     "optimizer_momentum": null,
     "optimizer_weight_decay": null,
     "patch_size": 16,
+    "subsets": {
+      "train": 4,
+      "val": 2
+    },
     "test_folds": [
       5
     ],
     "train_folds": [
-      0,
       1,
       2,
-      3
+      3,
+      4
     ],
-    "use_bottleneck_neck": false,
+    "use_bottleneck_neck": true,
     "val_folds": [
-      4
+      0
     ]
   }
 }

model.safetensors

@@ -1,3 +1,3 @@
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-size 690812228
+oid sha256:817890d5f6ffae93f61285b5e9e8d50f6b088d4af57f6fe5b13766a8336d4a41
+size 512775180