Updated README

README.md

@@ -1,9 +1,11 @@
 ---
 license: openrail++
+base_model: stabilityai/stable-diffusion-xl-base-1.0
 language:
   - en
 tags:
   - stable-diffusion
+  - stable-diffusion-xl
   - tensorrt
   - text-to-image
 ---
@@ -13,19 +15,29 @@ tags:
 ### Introduction
 This repository contains Stable Diffusion XL 1.0 ONNX models compatible with TensorRT.
 
-Source models:
-- [SDXL base 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0)
-- [SDXL refiner 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0)
+See [SDXL base 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) and [SDXL refiner 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0) for the source models.
 
+![examples](./examples.jpg)
 
-### 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 |
+### Performance Comparison
+
+Timings for 30 steps at 1024x1024
+
+| Accelerator | Baseline (non-optimized) | NVIDIA TensorRT (optimized) | Percentage improvement |
+|-------------|--------------------------|-----------------------------|------------------------|
+| A10         | 9399 ms                  | 8160 ms                     | ~13%                   |
+| A100        | 3704 ms                  | 2742 ms                     | ~26%                   |
+| H100        | 2496 ms                  | 1471 ms                     | ~41%                   |
+
+Image throughput for 30 steps
+
+| Accelerator | Baseline (non-optimized) | NVIDIA TensorRT (optimized) | Percentage improvement |
+|-------------|--------------------------|-----------------------------|------------------------|
+| A10         | 0.10 images/sec          | 0.12 images/sec             | ~20%                   |
+| A100        | 0.27 images/sec          | 0.36 images/sec             | ~33%                   |
+| H100        | 0.40 images/sec          | 0.68 images/sec             | ~70%                   |
+
 
 ### Model Description