diff --git a/train.py b/train.py
index d463a650..d67a6296 100644
--- a/train.py
+++ b/train.py
@@ -153,10 +153,10 @@ def train(
             loss = model(imgs.to(device), targets, batch_report=report, var=var)
             loss.backward()
 
-            accumulated_batches = 4  # accumulate gradient for 4 batches before optimizing
-            if ((i + 1) % accumulated_batches == 0) or (i == len(dataloader) - 1):
-                optimizer.step()
-                optimizer.zero_grad()
+            # accumulated_batches = 1  # accumulate gradient for 4 batches before optimizing
+            # if ((i + 1) % accumulated_batches == 0) or (i == len(dataloader) - 1):
+            optimizer.step()
+            optimizer.zero_grad()
 
             # Running epoch-means of tracked metrics
             ui += 1