Brain MRI 🧠 fine tune - 5 more epochs.

README.md

@@ -3,6 +3,7 @@ library_name: transformers
 license: apache-2.0
 base_model: google/vit-base-patch16-224
 tags:
+- image-classification
 - generated_from_trainer
 metrics:
 - accuracy
@@ -16,10 +17,10 @@ should probably proofread and complete it, then remove this comment. -->
 
 # vit-base-brain-mri
 
-This model is a fine-tuned version of [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224) on an unknown dataset.
+This model is a fine-tuned version of [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224) on the BrainMRI dataset.
 It achieves the following results on the evaluation set:
-- Accuracy: 0.7491
-- Loss: 0.7015
+- Loss: 1.1720
+- Accuracy: 0.5305
 
 ## Model description
 

all_results.json

@@ -2,12 +2,12 @@
     "epoch": 5.0,
     "eval_accuracy": 0.5304568527918782,
     "eval_loss": 1.1719971895217896,
-    "eval_runtime": 4.8765,
-    "eval_samples_per_second": 80.795,
-    "eval_steps_per_second": 10.253,
+    "eval_runtime": 7.6226,
+    "eval_samples_per_second": 51.688,
+    "eval_steps_per_second": 6.559,
     "total_flos": 8.896239873264845e+17,
-    "train_loss": 0.8172028859456381,
-    "train_runtime": 129.7388,
-    "train_samples_per_second": 88.486,
-    "train_steps_per_second": 2.775
+    "train_loss": 0.0,
+    "train_runtime": 0.201,
+    "train_samples_per_second": 57114.909,
+    "train_steps_per_second": 1791.06
 }

config.json

@@ -29,6 +29,7 @@
   "num_channels": 3,
   "num_hidden_layers": 12,
   "patch_size": 16,
+  "problem_type": "single_label_classification",
   "qkv_bias": true,
   "torch_dtype": "float32",
   "transformers_version": "4.44.2"

eval_results.json

@@ -2,7 +2,7 @@
     "epoch": 5.0,
     "eval_accuracy": 0.5304568527918782,
     "eval_loss": 1.1719971895217896,
-    "eval_runtime": 4.8765,
-    "eval_samples_per_second": 80.795,
-    "eval_steps_per_second": 10.253
+    "eval_runtime": 7.6226,
+    "eval_samples_per_second": 51.688,
+    "eval_steps_per_second": 6.559
 }

runs/Aug25_14-59-05_DESKTOP-4SGMSGR/events.out.tfevents.1724587547.DESKTOP-4SGMSGR.35484.2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f41fa93b280a6b03bd826d200fb3eb46ef16539cc3ef13cbd7113a46f19887a
+size 363

train_results.json

@@ -1,8 +1,8 @@
 {
     "epoch": 5.0,
     "total_flos": 8.896239873264845e+17,
-    "train_loss": 0.8172028859456381,
-    "train_runtime": 129.7388,
-    "train_samples_per_second": 88.486,
-    "train_steps_per_second": 2.775
+    "train_loss": 0.0,
+    "train_runtime": 0.201,
+    "train_samples_per_second": 57114.909,
+    "train_steps_per_second": 1791.06
 }

trainer_state.json

@@ -78,10 +78,10 @@
       "epoch": 5.0,
       "step": 360,
       "total_flos": 8.896239873264845e+17,
-      "train_loss": 0.8172028859456381,
-      "train_runtime": 129.7388,
-      "train_samples_per_second": 88.486,
-      "train_steps_per_second": 2.775
+      "train_loss": 0.0,
+      "train_runtime": 0.201,
+      "train_samples_per_second": 57114.909,
+      "train_steps_per_second": 1791.06
     }
   ],
   "logging_steps": 100,