Add readme with model info and usage example

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README.md

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 ---
+pipeline_tag: image-to-video
 license: other
 license_name: stable-video-diffusion-1-1-nc-community
 license_link: LICENSE
+extra_gated_prompt: >-
+  STABILITY AI NON-COMMERCIAL RESEARCH COMMUNITY LICENSE AGREEMENT	
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 ---
+
+# Stable Video Diffusion 1.1 TensorRT Model Card
+
+![row01](svd11.webp)
+
+This repository hosts the TensorRT version of the [Stable Video Diffusion (SVD) 1.1 Image-to-Video](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt-1-1) model. 
+
+
+## Model Details
+
+Please see [Stable Video Diffusion (SVD) 1.1 Image-to-Video](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt-1-1) for the full model details.
+
+This model is intended for research purposes only and should not be used in any way that violates Stability AI's [Acceptable Use Policy](https://stability.ai/use-policy).
+
+
+## Usage Example
+
+1. Clone TensorRT and this repo then launch NGC container
+```shell
+git clone https://github.com/rajeevsrao/TensorRT.git
+cd TensorRT
+git checkout release/svd
+git lfs install 
+git clone https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt-1-1-tensorrt
+docker run --rm -it --gpus all -v $PWD:/workspace nvcr.io/nvidia/pytorch:23.12-py3 /bin/bash
+```
+
+2. Install libraries and requirements
+```shell
+cd demo/Diffusion
+python3 -m pip install --upgrade pip
+pip3 install -r requirements.txt
+python3 -m pip install --pre --upgrade --extra-index-url https://pypi.nvidia.com tensorrt
+```
+
+3. Authenticate with huggingface
+
+```shell
+huggingface-cli login
+```
+
+4. Perform TensorRT optimized inference:
+```shell
+python3 demo_img2vid.py \
+    --version svd-xt-1.1 \
+    --onnx-dir /workspace/stable-video-diffusion-img2vid-xt-1-1-tensorrt \
+    --engine-dir engine-svd-xt-1-1 \
+    --build-static-batch \
+    --use-cuda-graph \
+    --input-image https://www.hdcarwallpapers.com/walls/2018_chevrolet_camaro_zl1_nascar_race_car_2-HD.jpg
+```