diff --git a/examples/research_projects/prompt_diffusion/diffusion_models_incontext_learning.py b/examples/research_projects/prompt_diffusion/diffusion_models_incontext_learning.py
new file mode 100644
index 000000000000..b514d97b32a9
--- /dev/null
+++ b/examples/research_projects/prompt_diffusion/diffusion_models_incontext_learning.py
@@ -0,0 +1,25 @@
+# Copyright 2023 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# CURRENTLY WORK IN PROGRESS!
+
+from math import pi
+from typing import Callable, List, Optional, Tuple, Union
+
+import numpy as np
+import torch
+from PIL import Image
+
+from diffusers import DDPMScheduler, DiffusionPipeline, ImagePipelineOutput, UNet2DModel
+from diffusers.utils.torch_utils import randn_tensor
\ No newline at end of file