> For the complete documentation index, see [llms.txt](https://docs.crynux.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.crynux.io/system-design/consensus-protocol/training-ft-task-validation.md). # Training/FT Task Validation ## Stable Diffusion Model Fine-tuning The SD model fine-tuning task could be executed using a combination of all types of GPU models. Rather than directly validating the result models, multiple images are produced using the models and a random prompt (seed) provided by the blockchain. [The method](https://docs.crynux.ai/system-design/consensus-protocol/inference-task-validation#stable-diffusion-image-generation) for validating image generation tasks is applied to assess the similarity between images created by two models. The average similarity score of these images serves as the measure of similarity between the two models. And models with the similarity score under a given threshold is considered the same model. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.crynux.io/system-design/consensus-protocol/training-ft-task-validation.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.