diff --git a/backend/gpu/CLIP.py b/backend/gpu/CLIP.py
new file mode 100644
index 0000000..bfbe3d4
--- /dev/null
+++ b/backend/gpu/CLIP.py
@@ -0,0 +1,22 @@
+import clip
+import torch
+import numpy as np
+import cv2
+from PIL import Image
+import json
+
+def embed(frames,model,preprocess,device):
+    x = json.loads(frames)
+    frames = np.array(x,dtype=np.uint8)
+    print(frames.shape)
+    frames_pil = [Image.fromarray(im_cv) for im_cv in frames]
+
+    frames_preprocess = [preprocess(frame) for frame in frames_pil]
+    frames_preprocess = torch.stack(frames_preprocess)
+    print(frames_preprocess.shape)
+    with torch.no_grad():
+        vid_encodings = model.encode_image(frames_preprocess.to(device).half())
+    print(vid_encodings.shape)
+    vid_encodings_json = json.dumps(vid_encodings.numpy().tolist())
+        
+    return {'clip_encodings': vid_encodings_json}
\ No newline at end of file
diff --git a/backend/gpu/main.py b/backend/gpu/main.py
new file mode 100644
index 0000000..f37119e
--- /dev/null
+++ b/backend/gpu/main.py
@@ -0,0 +1,20 @@
+from CLIP import embed
+import clip
+import torch
+import numpy as np
+import cv2
+from PIL import Image
+import json
+from fastapi import FastAPI
+from typing import Dict
+
+app = FastAPI()
+
+device = "cuda" if torch.cuda.is_available() else "cpu"
+model, preprocess = clip.load("ViT-B/32", device=device)
+
+@app.post('/')
+async def handle(request: Dict):
+    frames = request['video_frames']
+    response = embed(frames, model, preprocess, device)
+    return response
\ No newline at end of file
diff --git a/backend/gpu/request_generation.py b/backend/gpu/request_generation.py
new file mode 100644
index 0000000..1213e12
--- /dev/null
+++ b/backend/gpu/request_generation.py
@@ -0,0 +1,12 @@
+import requests
+import json
+import numpy as np
+
+num_frames = 1
+shape = (num_frames, 300, 300, 3)
+
+random_frames = np.random.randint(0,255,size=shape,dtype = np.uint8)
+fr_json = json.dumps(random_frames.tolist())
+
+r = requests.post('http://127.0.0.1:8000/', json={"video_frames": fr_json})
+print(r.content)
\ No newline at end of file