Update README.md

README.md

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-Hi, the training and inference code for version 1.2, including Lora and ControlNet, will be released soon. Currently, the v1.2 weights on Hugging Face are only for Kohya’s loading. Please primarily refer to the updates on our [GitHub](https://github.com/Tencent/HunyuanDiT).
+# Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding
+
+This repo contains PyTorch model definitions, pre-trained weights and inference/sampling code for our paper exploring Hunyuan-DiT. You can find more visualizations on our [project page](https://dit.hunyuan.tencent.com/).
+
+> [**Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding**](https://arxiv.org/abs/2405.08748) <br>
+
+> [**DialogGen: Multi-modal Interactive Dialogue System for Multi-turn Text-to-Image Generation**](https://arxiv.org/abs/2403.08857) <br>
+
+## 🔥🔥🔥 News!!
+* Jul 15, 2024: 🚀 HunYuanDiT and Shakker.Ai have jointly launched a fine-tuning event based on the HunYuanDiT 1.2 model. By publishing a lora or fine-tuned model based on HunYuanDiT, you can earn up to $230 bonus from Shakker.Ai. See [Shakker.Ai](https://www.shakker.ai/activitys/shaker-the-world-hunyuan) for more details.
+* Jul 15, 2024: :tada: Update ComfyUI to support standardized workflows and compatibility with weights from t2i module and Lora training for versions 1.1/1.2, as well as those trained by Kohya or the official script. See [ComfyUI](https://github.com/Tencent/HunyuanDiT/tree/main/comfyui-hydit) for details.
+* Jul 15, 2024: :zap: We offer Docker environments for CUDA 11/12, allowing you to bypass complex installations and play with a single click! See [dockers](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#installation-guide-for-linux) for details. 
+* Jul 08, 2024: :tada: HYDiT-v1.2 version is released. Please check [HunyuanDiT-v1.2](https://huggingface.co/Tencent-Hunyuan/HunyuanDiT-v1.2) and [Distillation-v1.2](https://huggingface.co/Tencent-Hunyuan/Distillation-v1.2) for more details.
+* Jul 03, 2024: :tada: Kohya-hydit version now available for v1.1 and v1.2 models, with GUI for inference. Official Kohya version is under review. See [kohya](https://github.com/Tencent/HunyuanDiT/tree/main/kohya_ss-hydit) for details.
+* Jun 27, 2024: :art: Hunyuan-Captioner is released, providing fine-grained caption for training data. See [mllm](https://github.com/Tencent/HunyuanDiT/tree/main/mllm) for details.
+* Jun 27, 2024: :tada: Support LoRa and ControlNet in diffusers. See [diffusers](https://github.com/Tencent/HunyuanDiT/tree/main/diffusers) for details.
+* Jun 27, 2024: :tada: 6GB GPU VRAM Inference scripts are released. See [lite](https://github.com/Tencent/HunyuanDiT/tree/main/lite) for details.
+* Jun 19, 2024: :tada: ControlNet is released, supporting canny, pose and depth control. See [training/inference codes](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#controlnet) for details.
+* Jun 13, 2024: :zap: HYDiT-v1.1 version is released, which mitigates the issue of image oversaturation and alleviates the watermark issue. Please check [HunyuanDiT-v1.1](https://huggingface.co/Tencent-Hunyuan/HunyuanDiT-v1.1) and 
+[Distillation-v1.1](https://huggingface.co/Tencent-Hunyuan/Distillation-v1.1) for more details.
+* Jun 13, 2024: :truck: The training code is released, offering [full-parameter training](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#full-parameter-training) and [LoRA training](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#lora).
+* Jun 06, 2024: :tada: Hunyuan-DiT is now available in ComfyUI. Please check [ComfyUI](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#using-comfyui) for more details.
+* Jun 06, 2024: 🚀 We introduce Distillation version for Hunyuan-DiT acceleration, which achieves **50%** acceleration on NVIDIA GPUs. Please check [Distillation](https://huggingface.co/Tencent-Hunyuan/Distillation) for more details.
+* Jun 05, 2024: 🤗 Hunyuan-DiT is now available in 🤗 Diffusers! Please check the [example](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#using--diffusers) below.
+* Jun 04, 2024: :globe_with_meridians: Support Tencent Cloud links to download the pretrained models! Please check the [links](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#-download-pretrained-models) below.
+* May 22, 2024: 🚀 We introduce TensorRT version for Hunyuan-DiT acceleration, which achieves **47%** acceleration on NVIDIA GPUs. Please check [TensorRT-libs](https://huggingface.co/Tencent-Hunyuan/TensorRT-libs) for instructions.
+* May 22, 2024: 💬 We support demo running multi-turn text2image generation now. Please check the [script](https://github.com/Tencent/HunyuanDiT?tab=readme-ov-file#using-gradio) below.