Initial placeholder benchmark table.

README.md

@@ -10,6 +10,7 @@ tags:
 
 # Stable Diffusion XL 1.0 TensorRT
 
+### Introduction
 This repository contains Stable Diffusion XL 1.0 ONNX models compatible with TensorRT.
 
 Source models:
@@ -17,9 +18,19 @@ Source models:
 - [SDXL refiner 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0)
 
 
+### Benchmark
+
+Timings at 1024x1024
+|      | CLIP    | UNet 40 steps | VAE decode | Pipline     | Throughput   |
+|------|---------|---------------|------------|-------------|--------------|
+| A10  | 8.98 ms | 12576.53 ms   | 0.00 ms    | 12588.26 ms | 0.08 image/s |
+| A100 | 5.99 ms | 3358.87 ms    | 0.00 ms    | 3367.04 ms  | 0.30 image/s |
+| H100 | 4.70 ms | 1772.29 ms    | 0.00 ms    | 1779.01 ms  | 0.56 image/s |
+
 ### Model Description
 
 - **Developed by:** Stability AI
 - **Model type:** Diffusion-based text-to-image generative model
 - **License:** [CreativeML Open RAIL++-M License](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/blob/main/LICENSE.md)
 - **Model Description:** This is a conversion of the [Stable Diffusion XL 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) model for [NVIDIA TensorRT](https://developer.nvidia.com/tensorrt) optimized inference
+