diff --git a/extensions_built_in/sd_trainer/SDTrainer.py b/extensions_built_in/sd_trainer/SDTrainer.py
index bb767786..9cc223ca 100644
--- a/extensions_built_in/sd_trainer/SDTrainer.py
+++ b/extensions_built_in/sd_trainer/SDTrainer.py
@@ -102,7 +102,10 @@ class SDTrainer(BaseSDTrainProcess):
         sigmas = None
         if self.adapter:
             # todo move this to data loader
-            adapter_images = self.get_adapter_images(batch)
+            if batch.control_tensor is not None:
+                adapter_images = batch.control_tensor.to(self.device_torch, dtype=dtype).detach()
+            else:
+                adapter_images = self.get_adapter_images(batch)
             # not 100% sure what this does. But they do it here
             # https://github.com/huggingface/diffusers/blob/38a664a3d61e27ab18cd698231422b3c38d6eebf/examples/t2i_adapter/train_t2i_adapter_sdxl.py#L1170
             # sigmas = self.get_sigmas(timesteps, len(noisy_latents.shape), noisy_latents.dtype)
diff --git a/jobs/process/BaseSDTrainProcess.py b/jobs/process/BaseSDTrainProcess.py
index 9b3a5b5c..dd222bd2 100644
--- a/jobs/process/BaseSDTrainProcess.py
+++ b/jobs/process/BaseSDTrainProcess.py
@@ -231,8 +231,8 @@ class BaseSDTrainProcess(BaseTrainProcess):
         if self.trigger_word is not None:
             # just so auto1111 will pick it up
             o_dict['ss_tag_frequency'] = {
-                [self.trigger_word ]: {
-                    [self.trigger_word ]: 1
+                f"1_{self.trigger_word}": {
+                    f"{self.trigger_word}": 1
                 }
             }