Update README.md

README.md

@@ -4,11 +4,12 @@ pipeline_tag: text-to-image
 ---
 # Work and train in progress!
 
-# ⚡️Waifu: Efficient High-Resolution Waifu Synthesis
+⚡️Waifu: Efficient High-Resolution Waifu Synthesis
 
-## Waifu is a free text-to-image model that can efficiently generate images in 80 languages. Our goal is to create a small model without compromising on quality.
 
-### Core designs include:
+waifu is a free text-to-image model that can efficiently generate images in 80 languages. Our goal is to create a small model without compromising on quality.
+
+## Core designs include:
 
 (1) [**AuraDiffusion/16ch-vae**](https://huggingface.co/AuraDiffusion/16ch-vae): A fully open source 16ch VAE. Natively trained in fp16. \
 (2) [**Linear DiT**](https://github.com/NVlabs/Sana): we use 1.6b DiT transformer with linear attention. \
@@ -16,7 +17,7 @@ pipeline_tag: text-to-image
 (4) Other: we use Flow-Euler sampler, Adafactor-Fused optimizer and bf16 precision for training, and combine efficient caption labeling (MoonDream, CogVlM, Human, Gpts's) and danbooru tags to accelerate convergence.
 
 
-### Example
+## Example
 
 ```
 import torch