diff --git a/sota-implementations/gail/gail.py b/sota-implementations/gail/gail.py
index 0f72128318d..969c7fc083e 100644
--- a/sota-implementations/gail/gail.py
+++ b/sota-implementations/gail/gail.py
@@ -23,7 +23,7 @@
 from tensordict import TensorDict
 from tensordict.nn import CudaGraphModule
 from torchrl.collectors import SyncDataCollector
-from torchrl.data import LazyMemmapStorage, TensorDictReplayBuffer
+from torchrl.data import LazyTensorStorage, TensorDictReplayBuffer
 from torchrl.data.replay_buffers.samplers import SamplerWithoutReplacement
 
 from torchrl.envs import set_gym_backend
@@ -84,7 +84,7 @@ def main(cfg: "DictConfig"):  # noqa: F821
 
     # Create data buffer
     data_buffer = TensorDictReplayBuffer(
-        storage=LazyMemmapStorage(cfg.ppo.collector.frames_per_batch),
+        storage=LazyTensorStorage(cfg.ppo.collector.frames_per_batch, device=device),
         sampler=SamplerWithoutReplacement(),
         batch_size=cfg.ppo.loss.mini_batch_size,
     )
@@ -134,7 +134,6 @@ def main(cfg: "DictConfig"):  # noqa: F821
         frames_per_batch=cfg.ppo.collector.frames_per_batch,
         total_frames=cfg.ppo.collector.total_frames,
         device=device,
-        storing_device=device,
         max_frames_per_traj=-1,
         compile_policy={"mode": compile_mode} if compile_mode is not None else False,
         cudagraph_policy=cfg.compile.cudagraphs,