feat(sd-3): add stablediffusion 3 support (#2591)

* feat(sd-3): add stablediffusion 3 support

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* deps(diffusers): add sentencepiece

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* models(gallery): add stablediffusion-3

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

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"

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