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Textify [Beta]

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fp32 SafeTensor

Textify_v2_run2-000020.safetensors

Full precision, largest file • 87.97 MB

Verified:

Type

LoRA

Stats

253

222

367

Reviews

Published

Jul 1, 2026

Base Model

Anima

Hash

AutoV2
66166107FA

Trigger Words

{text} "words"
{title} "words"
{speech bubble} "words"
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Followers - 137

137

Likes - 503

503

License:

Anima

The Anima Model is licensed by CircleStone Labs LLC. Copyright CircleStone Labs LLC. IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.

Built on NVIDIA Cosmos

So basically, it's a text improvement LoRA, but it also acts as an aesthetics enhancement LoRA (which was unintended, but still welcome). Beta version.

How to use:

  • There are three main trigger words: "speech bubble", "text", and "snapchat".

  • While the first two are self-explanatory, "snapchat" adds a Snapchat-like semi-transparent bar with text on it.

  • The basic pattern is: {trigger word} "words words words".

  • You can also use [n] in some cases to create a speech bubble or a string of text (Unstable!).

  • Just look at the prompts in the example images :3

  • You can also use this lora without any trigger words, just for an aesthetics enhancements.

Train info:

  • 15 epochs, 2925 steps

  • Dataset: ~400 imgs, manually captioned text, WD3 Large for tags

  • Batch size 2, gradient acc 4, keep tags 5, shuffle the rest, no dropout, TE was NOT trained.

  • Resolutions = [768, 1024, 1280, 1536]

  • Trained on WSL2, RTX 5060 Ti 16gb for ~16 hrs.

I want to continue working on this LoRA; however, captioning the text by hand is a huge pain in the ass.