diff --git a/train.py b/train.py
index 06878e6c..f4ce729c 100644
--- a/train.py
+++ b/train.py
@@ -97,6 +97,12 @@ def train(
                             collate_fn=dataset.collate_fn,
                             sampler=sampler)
 
+    # Mixed precision training https://github.com/NVIDIA/apex
+    mixed_precision = False
+    if mixed_precision:
+        from apex import amp
+        model, optimizer = amp.initialize(model, optimizer, opt_level='01')
+
     # Start training
     t = time.time()
     model_info(model)
@@ -145,7 +151,11 @@ def train(
             loss, loss_dict = compute_loss(pred, target_list)
 
             # Compute gradient
-            loss.backward()
+            if mixed_precision:
+                with amp.scale_loss(loss, optimizer) as scaled_loss:
+                    scaled_loss.backward()
+            else:
+                loss.backward()
 
             # Accumulate gradient for x batches before optimizing
             if (i + 1) % accumulate == 0 or (i + 1) == nB: