diff --git a/3d-generation-pipeline/.gitignore b/3d-generation-pipeline/.gitignore
new file mode 100644
index 00000000..b694934f
--- /dev/null
+++ b/3d-generation-pipeline/.gitignore
@@ -0,0 +1 @@
+.venv
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diff --git a/3d-generation-pipeline/generate_image.ipynb b/3d-generation-pipeline/generate_image.ipynb
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index 00000000..63b9d2c1
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+++ b/3d-generation-pipeline/generate_image.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2c0da293",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\henrisel.DOMENIS\\DeltaVR3DModelGeneration\\3d-generation-pipeline\\.venv\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from diffusers import FluxPipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51879ff1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Fetching 23 files:   0%|          | 0/23 [00:00<?, ?it/s]"
+     ]
+    }
+   ],
+   "source": [
+    "model_name = \"black-forest-labs/FLUX.1-schnell\"\n",
+    "\n",
+    "pipe = FluxPipeline.from_pretrained(model_name, torch_dtype=torch.bfloat16)\n",
+    "#pipe.enable_model_cpu_offload() #save some VRAM by offloading the model to CPU. Remove this if you have enough GPU power"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "50a38bf4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prompt = \"slightly curved sword, one side blue and other side green\"\n",
+    "pipe_result = pipe(\n",
+    "    prompt,\n",
+    "    guidance_scale=0.0,\n",
+    "    num_inference_steps=4,\n",
+    "    max_sequence_length=256,\n",
+    "    generator=torch.Generator(\"gpu\")\n",
+    ")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b692177a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pipe_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d55eb3ce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = pipe_result[\"images\"][0]\n",
+    "image.save(\"flux-schnell.png\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3d-generation-pipeline/generate_image.py b/3d-generation-pipeline/generate_image.py
new file mode 100644
index 00000000..4f37f390
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+++ b/3d-generation-pipeline/generate_image.py
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+import torch
+from diffusers import StableDiffusion3Pipeline
+
+model_name = "stabilityai/stable-diffusion-3.5-medium"
+
+pipe = StableDiffusion3Pipeline.from_pretrained(model_name, use_safetensors=True, variant="fp16")
+pipe = pipe.to("cuda")
+
+prompt = "A cute cat eating a slice of pizza, stunning color scheme, masterpiece, illustration"
+image = pipe(
+    prompt,
+    guidance_scale=3.0,
+    generator=torch.Generator("cuda")
+).images[0]
+
+image_name = "image.png"
+image.save(image_name)
diff --git a/3d-generation-pipeline/requirements.txt b/3d-generation-pipeline/requirements.txt
new file mode 100644
index 00000000..43b9add8
--- /dev/null
+++ b/3d-generation-pipeline/requirements.txt
@@ -0,0 +1,8 @@
+torch==2.8.0+cu129
+transformers==4.57.0
+#diffusers==0.35.1
+it+https://github.com/huggingface/diffusers.git
+accelerate==1.10.1
+huggingface_hub[hf_xet]==1.1.10
+sentencepiece==0.2.1
+protobuf==6.32.1
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