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Hotshot-XL

On the record

Aspect ratios
It supports several trained aspect ratios, from 320×768 through 768×320, and recommends fine-tuning for reliable generation outside that range.github.com · read 9 Oct 2026
ControlNet
It supports SDXL ControlNet for guiding GIF composition and layout, with one ControlNet model supported at a time.github.com · read 9 Oct 2026
ControlNet limit
The README says Hotshot-XL supports one ControlNet model at a time.github.com · read 9 Oct 2026
Default output
The model was trained to generate one-second GIFs at 8 FPS.github.com · read 9 Oct 2026
Fine-tuning
The repository includes a fine-tuning script for additional text and video pairs and recommends SDXL LoRAs for personalized subjects instead of fine-tuning Hotshot-XL.github.com · read 9 Oct 2026
GIF format
The model was trained to generate one-second GIFs at 8 FPS.github.com · read 9 Oct 2026
License
The repository lists the Apache-2.0 license.github.com · read 9 Oct 2026
Local use
The project provides instructions to install dependencies, download model weights, and run inference locally.github.com · read 9 Oct 2026
Maker
The model card identifies Natural Synthetics Inc. as the developer; the maker's About page shows copyright © 2023 Natural Synthetics Inc.huggingface.co · read 9 Oct 2026
Maximum GIF length
1github.com · read 22 Sep 2026
Model limitations
The model card says the model does not achieve perfect photorealism, cannot render legible text, struggles with compositional prompts, and may generate faces and people improperly.huggingface.co · read 9 Oct 2026
Model size
The Hugging Face model page lists the model as having 3B parameters.huggingface.co · read 9 Oct 2026
Personalization
It can generate GIFs with fine-tuned SDXL models and load user-provided SDXL LoRAs.github.com · read 9 Oct 2026
Prompt to GIF
Yesgithub.com · read 22 Sep 2026
Purpose
Hotshot-XL is an AI text-to-GIF model designed to work alongside Stable Diffusion XL.github.com · read 9 Oct 2026
SDXL models
It can generate GIFs with existing or newly fine-tuned SDXL models, including personalized SDXL LoRAs.github.com · read 9 Oct 2026
Support and contributions
The README invites users to raise issues or pull requests, and links to a Discord community.github.com · read 9 Oct 2026
GIF templates
Nogithub.com · read 22 Sep 2026

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