diff --git a/examples/instruct_pix2pix/train_instruct_pix2pix.py b/examples/instruct_pix2pix/train_instruct_pix2pix.py
index 862dc2d5f13d..41caffc5781b 100644
--- a/examples/instruct_pix2pix/train_instruct_pix2pix.py
+++ b/examples/instruct_pix2pix/train_instruct_pix2pix.py
@@ -48,7 +48,7 @@
 from diffusers import AutoencoderKL, DDPMScheduler, StableDiffusionInstructPix2PixPipeline, UNet2DConditionModel
 from diffusers.optimization import get_scheduler
 from diffusers.training_utils import EMAModel
-from diffusers.utils import check_min_version, deprecate, is_wandb_available
+from diffusers.utils import check_min_version, is_wandb_available
 from diffusers.utils.constants import DIFFUSERS_REQUEST_TIMEOUT
 from diffusers.utils.import_utils import is_xformers_available
 from diffusers.utils.torch_utils import is_compiled_module
@@ -433,15 +433,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)
     accelerator = Accelerator(
diff --git a/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py b/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py
index bfd2cbd1bdcb..abebf8fd6d8f 100644
--- a/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py
+++ b/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py
@@ -51,7 +51,7 @@
     StableDiffusionXLInstructPix2PixPipeline,
 )
 from diffusers.training_utils import EMAModel
-from diffusers.utils import check_min_version, deprecate, is_wandb_available, load_image
+from diffusers.utils import check_min_version, is_wandb_available, load_image
 from diffusers.utils.import_utils import is_xformers_available
 from diffusers.utils.torch_utils import is_compiled_module
 
@@ -486,15 +486,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
 
     if torch.backends.mps.is_available() and args.mixed_precision == "bf16":
diff --git a/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py b/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py
index 06079fe9ed41..b5d1a45133a8 100644
--- a/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py
+++ b/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py
@@ -53,7 +53,7 @@
 from diffusers import AutoencoderKL, DDPMScheduler, StableDiffusionInstructPix2PixPipeline, UNet2DConditionModel
 from diffusers.optimization import get_scheduler
 from diffusers.training_utils import EMAModel, cast_training_params
-from diffusers.utils import check_min_version, convert_state_dict_to_diffusers, deprecate, is_wandb_available
+from diffusers.utils import check_min_version, convert_state_dict_to_diffusers, is_wandb_available
 from diffusers.utils.constants import DIFFUSERS_REQUEST_TIMEOUT
 from diffusers.utils.hub_utils import load_or_create_model_card, populate_model_card
 from diffusers.utils.import_utils import is_xformers_available
@@ -491,15 +491,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)
     accelerator = Accelerator(
diff --git a/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py b/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py
index 1af05e8b22da..0dfa3b992de6 100644
--- a/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py
+++ b/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py
@@ -46,7 +46,7 @@
 from diffusers import AutoencoderKL, DDPMScheduler, StableDiffusionPipeline, UNet2DConditionModel
 from diffusers.optimization import get_scheduler
 from diffusers.training_utils import EMAModel, compute_snr
-from diffusers.utils import check_min_version, deprecate, is_wandb_available
+from diffusers.utils import check_min_version, is_wandb_available
 from diffusers.utils.import_utils import is_xformers_available
 
 
@@ -419,15 +419,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir
diff --git a/examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py b/examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py
index c92b0ac0536d..8df17243fc03 100644
--- a/examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py
+++ b/examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py
@@ -45,7 +45,7 @@
 from diffusers import AutoencoderKL, DDPMScheduler, StableDiffusionPipeline, UNet2DConditionModel
 from diffusers.optimization import get_scheduler
 from diffusers.training_utils import EMAModel, compute_snr
-from diffusers.utils import check_min_version, deprecate, is_wandb_available, make_image_grid
+from diffusers.utils import check_min_version, is_wandb_available, make_image_grid
 from diffusers.utils.hub_utils import load_or_create_model_card, populate_model_card
 from diffusers.utils.import_utils import is_xformers_available
 from diffusers.utils.torch_utils import is_compiled_module
@@ -550,15 +550,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)
diff --git a/examples/text_to_image/train_text_to_image.py b/examples/text_to_image/train_text_to_image.py
index 17ed6ddb6a09..ed2a2f1df1cc 100644
--- a/examples/text_to_image/train_text_to_image.py
+++ b/examples/text_to_image/train_text_to_image.py
@@ -46,7 +46,7 @@
 from diffusers import AutoencoderKL, DDPMScheduler, StableDiffusionPipeline, UNet2DConditionModel
 from diffusers.optimization import get_scheduler
 from diffusers.training_utils import EMAModel, compute_dream_and_update_latents, compute_snr
-from diffusers.utils import check_min_version, deprecate, is_wandb_available, make_image_grid
+from diffusers.utils import check_min_version, is_wandb_available, make_image_grid
 from diffusers.utils.hub_utils import load_or_create_model_card, populate_model_card
 from diffusers.utils.import_utils import is_xformers_available
 from diffusers.utils.torch_utils import is_compiled_module
@@ -534,15 +534,6 @@ def main():
             " Please use `hf auth login` to authenticate with the Hub."
         )
 
-    if args.non_ema_revision is not None:
-        deprecate(
-            "non_ema_revision!=None",
-            "0.15.0",
-            message=(
-                "Downloading 'non_ema' weights from revision branches of the Hub is deprecated. Please make sure to"
-                " use `--variant=non_ema` instead."
-            ),
-        )
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)