Update README.md

README.md

@@ -7,7 +7,7 @@ tags:
 
 # Lumina-Next-T2I
 
-The `Lumina-Next-T2I` model that uses Next-DiT with a 2B parameters model as well as using [Gemma-2B](https://huggingface.co/google/gemma-2b) as a text encoder. Compared with `Lumina-T2I`, it has faster inference speed, richer generation style, and more multilingual support, etc.
+The `Lumina-Next-T2I` model uses Next-DiT with a 2B parameters model as well as using [Gemma-2B](https://huggingface.co/google/gemma-2b) as a text encoder. Compared with `Lumina-T2I`, it has faster inference speed, richer generation style, and more multilingual support, etc.
 
 Our generative model has `Next-DiT` as the backbone, the text encoder is the `Gemma` 2B model, and the VAE uses a version of `sdxl` fine-tuned by stabilityai.
 
@@ -19,7 +19,7 @@ Our generative model has `Next-DiT` as the backbone, the text encoder is the `Ge
 
 ## 📰 News
 
-- [2024-5-28] 🚀🚀🚀 We updated the `Lumina-Next-T2I` model for supporting 2K Resolution image generation.
+- [2024-5-28] 🚀🚀🚀 We updated the `Lumina-Next-T2I` model to support 2K Resolution image generation.
 
 - [2024-5-16] ❗❗❗ We have converted the `.pth` weights to `.safetensors` weights. Please pull the latest code to use `demo.py` for inference.
 
@@ -51,7 +51,7 @@ On some outdated distros (e.g., CentOS 7), you may also want to check that a lat
 gcc --version
 ```
 
-Downloading Lumina-T2X repo from github:
+Downloading Lumina-T2X repo from GitHub:
 
 ```bash
 git clone https://github.com/Alpha-VLLM/Lumina-T2X
@@ -125,9 +125,9 @@ To ensure that our generative model is ready to use right out of the box, we pro
 pip install -e .
 ```
 
-2. Prepare the pretrained model
+2. Prepare the pre-trained model
 
-⭐⭐ (Recommanded) you can use huggingface_cli downloading our model:
+⭐⭐ (Recommended) you can use huggingface_cli to download our model:
 
 ```bash
 huggingface-cli download --resume-download Alpha-VLLM/Lumina-Next-T2I --local-dir /path/to/ckpt
@@ -213,7 +213,7 @@ e.g. Demo command:
 
 ```bash
 cd lumina_next_t2i
-lumina_next infer -c "config/infer/settings.yaml" "a snow man of ..." "./outputs"
+lumina_next infer -c "config/infer/settings.yaml" "a snowman of ..." "./outputs"
 ```
 
 ### Web Demo