fix: Update README.md

README.md

@@ -19,25 +19,12 @@ We want to announce the alpha version of our new distilled Flux.1 Lite model, an
 
 Our goal is to further reduce FLUX.1-dev transformer parameters up to 24Gb to make it compatible with most of GPU cards.
 
-
-## News🔥🔥🔥
-* Oct.18, 2024. Alpha 8B checkpoint and comparison demo 🤗 (i.e. [Flux.1 Lite](https://huggingface.co/spaces/Freepik/flux.1-lite)) is publicly available on [HuggingFace Repo](https://huggingface.co/Freepik/flux.1-lite-8B-alpha).
-
-## Try our Hugging Face demos: 
-Flux.1 Lite demo host on [🤗 flux.1-lite](https://huggingface.co/spaces/Freepik/flux.1-lite) 
-
-## Introduction
-
-Hyper-SD is one of the new State-of-the-Art diffusion model acceleration techniques.
-In this repository, we release the models distilled from [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev), [SD3-Medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium-diffusers), [SDXL Base 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) and [Stable-Diffusion v1-5](https://huggingface.co/runwayml/stable-diffusion-v1-5)。
-
-## Checkpoints
-
-* `flux.1-lite-8B-alpha.safetensors`: Transformer checkpoint, in Flux original format.
+![Flux.1 Lite vs FLUX.1-dev](./sample_images/models_comparison.png)
 
 ## Text-to-Image Usage
 
-### FLUX.1-dev-related models
+It is recommended to use a `guidance_scale` of 3.5 and a `n_steps` between 22 and 30 for best results.
+
 ```python
 import torch
 from diffusers import FluxPipeline
@@ -69,4 +56,20 @@ with torch.inference_mode():
         width=1024,
     ).images[0]
 image.save("output.png")
-```
+```
+
+## Checkpoints
+
+* `flux.1-lite-8B-alpha.safetensors`: Transformer checkpoint, in Flux original format.
+* `transformers/`: Contains distilled 8B transformer model, in diffusers format.
+
+## Try our Hugging Face demos: 
+Flux.1 Lite demo host on [🤗 flux.1-lite](https://huggingface.co/spaces/Freepik/flux.1-lite) 
+
+## News🔥🔥🔥
+* Oct.18, 2024. Alpha 8B checkpoint and comparison demo 🤗 (i.e. [Flux.1 Lite](https://huggingface.co/spaces/Freepik/flux.1-lite)) is publicly available on [HuggingFace Repo](https://huggingface.co/Freepik/flux.1-lite-8B-alpha).
+
+
+
+
+