Hotshot-XL
Hotshot-XL is a free, open-source AI model for turning text prompts into GIFs alongside Stable Diffusion XL.
What Hotshot-XL is
Hotshot-XL is a free, open-source AI model for turning text prompts into GIFs alongside Stable Diffusion XL. It can use existing or fine-tuned SDXL models and user-provided SDXL LoRAs for personalized subjects. SDXL ControlNet can guide composition and layout, with one ControlNet model supported at a time. The model is trained for one-second GIFs at 8 frames per second and supports trained aspect ratios from 320×768 through 768×320. Changing duration or frame rate is experimental, and the project warns that outputs may become unstable or jittery because training used one-second videos at 8 FPS. Local-use instructions cover dependency installation, model-weight downloads and inference. A repository script supports fine-tuning with additional text and video pairs; the project recommends SDXL LoRAs rather than fine-tuning Hotshot-XL for personalized subjects. Validation GIFs can be sent to Weights & Biases as an optional workflow. The model card notes limits with photorealism, legible text, compositional prompts, and rendering faces and people. The model has 3B parameters. Natural Synthetics Inc. is identified as developer. GitHub lists Apache-2.0, while Hugging Face identifies Open RAIL++-M.
Good
- Free and open source
- Works with existing or fine-tuned SDXL models
- Supports personalized SDXL LoRAs
- Includes local inference instructions
- Offers SDXL ControlNet guidance
Watch out
- Default output is one second at 8 FPS
- Only one ControlNet model at a time
- Variable duration may be unstable or jittery
- Model struggles with legible text and faces
Who it suits
Hotshot-XL suits users who can run models locally and want text-driven GIF generation with SDXL customization. It is also relevant for experimenting with ControlNet or SDXL LoRAs.
Verdict
Hotshot-XL offers local text-to-GIF generation with SDXL models, LoRAs and ControlNet. Its short trained duration and documented rendering limitations should shape expectations.
The facts
Each one read from Hotshot-XL's own pages, with the date it was checked.
Where it runs
- Aspect ratios
- It supports several trained aspect ratios, from 320×768 through 768×320, and recommends fine-tuning for reliable generation outside that range.checked 9 Oct 2026
What it does
- ControlNet
- It supports SDXL ControlNet for guiding GIF composition and layout, with one ControlNet model supported at a time.checked 9 Oct 2026
- ControlNet limit
- The README says Hotshot-XL supports one ControlNet model at a time.checked 9 Oct 2026
- Default output
- The model was trained to generate one-second GIFs at 8 FPS.checked 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.checked 9 Oct 2026
- GIF format
- The model was trained to generate one-second GIFs at 8 FPS.checked 9 Oct 2026
- GIF templates
- Nochecked 22 Sep 2026
- License
- The repository lists the Apache-2.0 license.checked 9 Oct 2026
- Local use
- The project provides instructions to install dependencies, download model weights, and run inference locally.checked 9 Oct 2026
- Maximum GIF length
- 1checked 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.checked 9 Oct 2026
- Model size
- The Hugging Face model page lists the model as having 3B parameters.checked 9 Oct 2026
- Personalization
- It can generate GIFs with fine-tuned SDXL models and load user-provided SDXL LoRAs.checked 9 Oct 2026
- Prompt to GIF
- Yeschecked 22 Sep 2026
- Purpose
- Hotshot-XL is an AI text-to-GIF model designed to work alongside Stable Diffusion XL.checked 9 Oct 2026
- SDXL models
- It can generate GIFs with existing or newly fine-tuned SDXL models, including personalized SDXL LoRAs.checked 9 Oct 2026
- Support and contributions
- The README invites users to raise issues or pull requests, and links to a Discord community.checked 9 Oct 2026
- Training integration
- The fine-tuning instructions describe sending validation GIFs to Weights & Biases.checked 9 Oct 2026
- Variable duration
- Changing frame rate or duration is experimental, and the project warns that results may be unstable or jittery because training used one-second videos at 8 FPS.checked 9 Oct 2026
- Variable length
- Changing frame rate or duration is experimental, and the README warns results may be unstable or jittery because training used one-second videos at 8 FPS.checked 9 Oct 2026
- Weights & Biases
- The README describes sending validation GIFs to Weights & Biases as an optional fine-tuning workflow.checked 9 Oct 2026
- What it does
- Hotshot-XL is an AI text-to-GIF model trained to work alongside Stable Diffusion XL.checked 9 Oct 2026
The company
- Maker
- The model card identifies Natural Synthetics Inc. as the developer; the maker's About page shows copyright © 2023 Natural Synthetics Inc.checked 9 Oct 2026
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