diff --git a/flux_train_comfy.py b/flux_train_comfy.py
index 18b18b2..22527fc 100644
--- a/flux_train_comfy.py
+++ b/flux_train_comfy.py
@@ -276,7 +276,7 @@ class FluxTrainer:
         flux = flux_utils.load_flow_model(name, args.pretrained_model_name_or_path, weight_dtype, "cpu")
 
         if args.gradient_checkpointing:
-            flux.enable_gradient_checkpointing(args.cpu_offload_checkpointing)
+            flux.enable_gradient_checkpointing(cpu_offload=args.cpu_offload_checkpointing)
 
         flux.requires_grad_(True)
 
diff --git a/flux_train_network_comfy.py b/flux_train_network_comfy.py
index 04366d9..c276fae 100644
--- a/flux_train_network_comfy.py
+++ b/flux_train_network_comfy.py
@@ -36,6 +36,10 @@ class FluxNetworkTrainer(NetworkTrainer):
 
         if args.max_token_length is not None:
             logger.warning("max_token_length is not used in Flux training")
+        
+        assert not args.split_mode or not args.cpu_offload_checkpointing, (
+            "split_mode and cpu_offload_checkpointing cannot be used together"
+        )
 
         train_dataset_group.verify_bucket_reso_steps(32)  # TODO check this
 
diff --git a/train_network.py b/train_network.py
index 61ae8d2..1950b62 100644
--- a/train_network.py
+++ b/train_network.py
@@ -444,7 +444,11 @@ class NetworkTrainer:
             accelerator.print(f"load network weights from {args.network_weights}: {info}")
 
         if args.gradient_checkpointing:
-            unet.enable_gradient_checkpointing()
+            if args.cpu_offload_checkpointing:
+                unet.enable_gradient_checkpointing(cpu_offload=True)
+            else:
+                unet.enable_gradient_checkpointing()
+
             for t_enc, flag in zip(text_encoders, self.get_text_encoders_train_flags(args, text_encoders)):
                 if flag:
                     if t_enc.supports_gradient_checkpointing:
@@ -1367,6 +1371,12 @@ def setup_parser() -> argparse.ArgumentParser:
         help="use fp8 for U-Net (or DiT), Text Encoder is fp16 or bf16"
         " / U-Net（またはDiT）にfp8を使用する。Text Encoderはfp16またはbf16",
     )
+    parser.add_argument(
+        "--cpu_offload_checkpointing",
+        action="store_true",
+        help="[EXPERIMENTAL] enable offloading of tensors to CPU during checkpointing for U-Net or DiT, if supported"
+        " / 勾配チェックポイント時にテンソルをCPUにオフロードする（U-NetまたはDiTのみ、サポートされている場合）",
+    )
     # parser.add_argument("--loraplus_lr_ratio", default=None, type=float, help="LoRA+ learning rate ratio")
     # parser.add_argument("--loraplus_unet_lr_ratio", default=None, type=float, help="LoRA+ UNet learning rate ratio")
     # parser.add_argument("--loraplus_text_encoder_lr_ratio", default=None, type=float, help="LoRA+ text encoder learning rate ratio")