diff --git a/dvc.yaml b/dvc.yaml
index b8034ee..9e983b1 100644
--- a/dvc.yaml
+++ b/dvc.yaml
@@ -44,4 +44,28 @@ stages:
         - data/datasets/polemo2/lightning
         - data/hps/lightning/${item}/polemo2/best_params.yaml
       outs:
-        - data/models/lightning/${item}/polemo2/
\ No newline at end of file
+        - data/models/lightning/${item}/polemo2/
+
+  train_retnet:
+    wdir: ./RetNet
+    cmd: >-
+      torchrun --nproc_per_node=3 
+      train.py
+      --model_size 300m
+      --output_dir ../data/models/retnet/checkpoints
+      --do_train 
+      --do_eval
+      --prediction_loss_only
+      --remove_unused_columns False
+      --learning_rate 6e-4
+      --weight_decay 0.01
+      --max_steps 20000
+      --logging_steps 100
+      --eval_steps 1000 
+      --save_steps 1000 
+      --per_device_train_batch_size 4
+      --per_device_eval_batch_size 4
+    deps:
+      - train.py
+    outs:
+      - ../data/models/retnet/checkpoints