Update README.md

README.md

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 license: apache-2.0
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-## Images For Novelai3
+## Novelai3 Images
+The Novelai3 text-to-image distillation dataset contains over 30GB of anime-related (text, image) pairs, intended solely for educational and research purposes! It must not be used for any illicit activities.
+
+### Production Method
+The dataset was created through automated browser operations, repeatedly clicking the "generate image" button and saving the resulting images. Over the course of a month, approximately 38GB of (image, text instruction) pairs were collected.  
+It has not been finely filtered by humans, but there are plans to select and refine it when time and energy permit (a reduced version of the dataset, novelai3-filtered, will be released separately).
+
+### Use & Citation
+Feel free to train an open-source version of the open-novelai3 image generation model on top of existing anime models, but please remember to cite our dataset work link when using it for training (this data collection effort was quite laborious in terms of time and manpower 💦💦).
+We hope to contribute to the better development of open-source artificial intelligence!
+
+### Some Training Suggestions
+0. It is not recommended to train with the entire dataset all at once.
+1. It is suggested to adjust the proportions and repetition frequencies of different subcategories within the dataset according to the style of the model you wish to learn (this can be done by directly adding or deleting data).
+2. You can check if the current prompt is what you want, and if not, write Python scripts to perform batch replacements (you can even use models like GPT4-V, Qwen-VL, BLIP2, Deepbooru, etc., to replace the current tags as needed).
+3. For the categories you're particularly interested in, you can manually review the specific image content and actively delete some of the poorly generated samples before training (this is akin to a manual preference selection, which will improve the final quality of the model).
+
+## Download Method
+
+Aistudio (Uploading to HF from China was too slow, never succeeded)
+https://aistudio.baidu.com/datasetdetail/257868
+
+Tip: If you find some categories you're interested in are not currently included, feel free to make suggestions and we will consider expanding the dataset.
+
+## Novelai3 Images
 novelai3的文本生成图片蒸馏数据集 ，包含30余G二次元动漫方面的（文本，图像）对，仅作为学习和研究使用！不得用于违规用途。
 
 ### 制作方式
@@ -23,4 +47,4 @@ novelai3的文本生成图片蒸馏数据集 ，包含30余G二次元动漫方
 aistudio （从国内上传hf太慢了，一直没成功）
 https://aistudio.baidu.com/datasetdetail/257868  
 
-tip: 如果你发现有哪些想要的类别当前没有，欢迎提出建议我们会再进行数据扩充。  
+tip: 如果你发现有哪些想要的类别当前没有，欢迎提出建议我们会再进行数据扩充。