#SNIPPETS HAIR FULL#
#SNIPPETS HAIR PRO#
#SNIPPETS HAIR CODE#

They're deprecated since Waifu Diffusion 1.2. The model cannot assume what you want, so you have to be specific.

Include a copyright tag that is associated with high quality art like genshin impact or arknights.

Add more tags to your prompt, especially compositional tags.

Overall, to get better outputs you have to: Original, 1girl, solo, portrait, hoodie, wearing hoodie, red hoodie, long sleeves, simple background, backlighting, rain, night, depth of field Let's say you want to add rain and backlighting, then you would have a prompt that looks like: Looks boring, right? Thankfully, with Booru tags, all you have to do to make the output look more detailed is to simply add more tags. Original, 1girl, solo, portrait, hoodie, wearing hoodie To generate an image of a girl wearing a hoodie in the rain using Waifu Diffusion 1.3, you would prompt it out with booru tags that would look like: So now, how do you generate something? Let's say you have a regular prompt like this:

PromptingĪs a result of the removal of underscores and including random tag order, it is now much more easier to prompt with the Waifu Diffusion 1.3 model compared to the predecessor 1.2 version. Training had taken approximately 10 days to finish and roughly around $3.1k had been spent on compute costs. The hardware used was a GPU VM instance which had the following specs:

#SNIPPETS HAIR CODE#

The differences between the main repo and the fork is that the fork includes fixes to the original training code as well as a custom dataloader to train on text-image pairs that are stored locally.įor finetuning, the base model Stable Diffusion 1.4 had been finetuned on 680k text-image samples for 10 epochs at a flat learning rate of 5e-6. The finetuning had been conducted with a fork from the original Stable Diffusion codebase, which is known as Waifu Diffusion.

Separating each booru tag with a comma.

Various modifications to the data had been made since the Waifu Diffusion 1.2 model which included: It is 14GB large and there is no quality difference between this model and the others as this model is to be used for training purposes only.

#SNIPPETS HAIR FULL#

Float 32 Full Weights + Optimizer Weights: The optimizer weights contain all of the optimizer states used during training.These can be used for either training or inference. Float 32 Full Weights: The full weights contain the EMA weights which are not used during inference.This is to be used for inference purposes only. Float 32 EMA Pruned: The float32 weights are the second smallest available form of the model at 4GB.

This model is to be used for inference purposes only. Float 16 EMA Pruned: This is the smallest available form for the model at 2GB.Within the HuggingFace Waifu Diffusion 1.3 Repository are 4 final models: The Booru in question would also like to remain anonymous due to the current climate regarding AI generated imagery. I also want to personally thank them as well, as without their hardwork the generative quality from this model would not have been feasible without going to financially extreme lengths to acquiring the data to use for training. The data used for finetuning Waifu Diffusion 1.3 was 680k text-image samples that had been downloaded through a booru site that provides high-quality tagging and original sources to the artworks themselves that are uploaded to the site. I would like to personally thank everyone that had been involved with the development and release of Stable Diffusion, as all of this work for Waifu Diffusion would not have been possible without their original codebase and pre-existing model weights from which Waifu Diffusion was finetuned from. The Waifu Diffusion 1.3 model is a Stable Diffusion model that has been finetuned from Stable Diffusion v1.4.

#SNIPPETS HAIR PRO#

Internal applications, then our B2B based Bizapedia Pro API™ might be the answer for you.HuggingFace Page for model download: Table of Contents If you are looking for something more than a web based search utility and need to automate company and officer searches from within your WHAT'S INCLUDED IN THE ADVANCED SEARCH FORM? Utilize our advanced search form to filter the search results by Company Name, City, State, Postal Code, Filing Jurisdiction, Entity Type, Registered Agent,įile Number, Filing Status, and Business Category. While logged in and authenticated, you will not be asked to solve any complicated Recaptcha V2 challenges. In addition, all pages on Bizapedia will be served to you completely ad freeĪnd you will be granted access to view every profile in its entirety, even if the company chooses to hide the private information on their profile from the general public. Your entire office will be able to use your search subscription.

Snippets hair