diff --git a/backend/python/diffusers/backend.py b/backend/python/diffusers/backend.py
index ec2dea60..1496fa94 100755
--- a/backend/python/diffusers/backend.py
+++ b/backend/python/diffusers/backend.py
@@ -17,7 +17,7 @@ import backend_pb2_grpc
 
 import grpc
 
-from diffusers import StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, EulerAncestralDiscreteScheduler
+from diffusers import StableDiffusion3Pipeline, StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, EulerAncestralDiscreteScheduler
 from diffusers import StableDiffusionImg2ImgPipeline, AutoPipelineForText2Image, ControlNetModel, StableVideoDiffusionPipeline
 from diffusers.pipelines.stable_diffusion import safety_checker
 from diffusers.utils import load_image,export_to_video
@@ -225,6 +225,17 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
                         torch_dtype=torchType, 
                         use_safetensors=True, 
                         variant=variant)
+            elif request.PipelineType == "StableDiffusion3Pipeline":
+                if fromSingleFile:
+                    self.pipe = StableDiffusion3Pipeline.from_single_file(modelFile,
+                                                               torch_dtype=torchType,
+                                                               use_safetensors=True)
+                else:
+                    self.pipe = StableDiffusion3Pipeline.from_pretrained(
+                        request.Model, 
+                        torch_dtype=torchType, 
+                        use_safetensors=True, 
+                        variant=variant)
 
             if CLIPSKIP and request.CLIPSkip != 0:
                 self.clip_skip = request.CLIPSkip
diff --git a/backend/python/diffusers/requirements.txt b/backend/python/diffusers/requirements.txt
index 1c663adc..188fb5dc 100644
--- a/backend/python/diffusers/requirements.txt
+++ b/backend/python/diffusers/requirements.txt
@@ -5,6 +5,7 @@ grpcio==1.64.0
 opencv-python
 pillow
 protobuf
+sentencepiece
 torch
 transformers
-certifi
\ No newline at end of file
+certifi
diff --git a/gallery/index.yaml b/gallery/index.yaml
index a458b33d..e92f35db 100644
--- a/gallery/index.yaml
+++ b/gallery/index.yaml
@@ -2580,6 +2580,21 @@
     - filename: DreamShaper_8_pruned.safetensors
       uri: huggingface://Lykon/DreamShaper/DreamShaper_8_pruned.safetensors
       sha256: 879db523c30d3b9017143d56705015e15a2cb5628762c11d086fed9538abd7fd
+- name: stable-diffusion-3-medium
+  icon: https://huggingface.co/leo009/stable-diffusion-3-medium/resolve/main/sd3demo.jpg
+  license: other
+  description: |
+    Stable Diffusion 3 Medium is a Multimodal Diffusion Transformer (MMDiT) text-to-image model that features greatly improved performance in image quality, typography, complex prompt understanding, and resource-efficiency.
+  urls:
+    - https://huggingface.co/stabilityai/stable-diffusion-3-medium
+    - https://huggingface.co/leo009/stable-diffusion-3-medium
+  tags:
+    - text-to-image
+    - stablediffusion
+    - python
+    - sd-3
+    - gpu
+  url: "github:mudler/LocalAI/gallery/stablediffusion3.yaml@master"
 - &whisper
   ## Whisper
   url: "github:mudler/LocalAI/gallery/whisper-base.yaml@master"
diff --git a/gallery/stablediffusion3.yaml b/gallery/stablediffusion3.yaml
new file mode 100644
index 00000000..855c8b51
--- /dev/null
+++ b/gallery/stablediffusion3.yaml
@@ -0,0 +1,14 @@
+---
+name: "stable-diffusion-3-medium"
+
+config_file: |
+  backend: diffusers
+  diffusers:
+    cuda: true
+    enable_parameters: negative_prompt,num_inference_steps
+    pipeline_type: StableDiffusion3Pipeline
+  f16: false
+  name: sd3
+  parameters:
+    model: v2ray/stable-diffusion-3-medium-diffusers
+  step: 25