---
language:
- en
- de
- es
- fr
- ja
- ko
- zh
- it
- pt
library_name: diffusers
license: other
license_name: ltx-2-community-license-agreement
license_link: https://github.com/Lightricks/LTX-2/blob/main/LICENSE
pipeline_tag: image-to-video
arxiv: 2601.03233
tags:
- image-to-video
- text-to-video
- video-to-video
- image-text-to-video
- audio-to-video
- text-to-audio
- video-to-audio
- audio-to-audio
- text-to-audio-video
- image-to-audio-video
- image-text-to-audio-video
- ltx-2
- ltx-2-3
- ltx-video
- ltxv
- lightricks
pinned: true
demo: https://app.ltx.studio/ltx-2-playground/i2v
---

# LTX-2.3 FP8 Quantized
FP8 quantized versions of the [LTX-2.3 22B](https://huggingface.co/Lightricks/LTX-2.3) models by Lightricks.

![LTX-2 Open Source](ltx2.3-open.png)

## Quantized Checkpoints
| Name | Original | Size |
|------|----------|------|
| ltx-2.3-22b-dev-fp8_mixed.safetensors | ltx-2.3-22b-dev | ~30 GB |
| ltx-2.3-22b-distilled-fp8_mixed.safetensors | ltx-2.3-22b-distilled | ~30 GB |
## Quantization Details

- **Format:** `float8_e4m3fn` (E4M3, max=448)
- **Method:** Static per-tensor W8A8 quantization
- **Scope:** Transformer blocks 1–42 (block 0 and last 5 blocks kept in BF16)
- **Targets:** All linear projection weight matrices in `attn1`, `attn2`, `audio_attn1`, `audio_attn2`, `audio_to_video_attn`, `video_to_audio_attn`, `ff.net`, `audio_ff.net` — specifically `to_q`, `to_k`, `to_v`, `to_out.0`, `ff.net.0.proj`, `ff.net.2` and their audio equivalents
- **Scale:** Per-tensor `weight_scale = max(|W|) / 448` stored as F32 scalar alongside each weight. Static `input_scale = 1.0` placeholder matching the source model format
- **Non-quantized:** Biases, norms, scale_shift_tables, gate_logits kept as BF16/F32
- **Quantized tensors:** 1176 / 5947 total (28 patterns × 42 blocks)
- **Output size:** ~29.94 GB (down from ~46 GB BF16)
## Original Model
This is a quantized derivative of [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3). All original model details, usage instructions, and license terms apply.
> LTX-2.3 is a DiT-based audio-video foundation model designed to generate synchronized video and audio within a single model.
## Citation
```bibtex
@article{hacohen2025ltx2,
  title={LTX-2: Efficient Joint Audio-Visual Foundation Model},
  author={HaCohen, Yoav and Brazowski, Benny and Chiprut, Nisan and Bitterman, Yaki and Kvochko, Andrew and Berkowitz, Avishai and Shalem, Daniel and Lifschitz, Daphna and Moshe, Dudu and Porat, Eitan and Richardson, Eitan and Guy Shiran and Itay Chachy and Jonathan Chetboun and Michael Finkelson and Michael Kupchick and Nir Zabari and Nitzan Guetta and Noa Kotler and Ofir Bibi and Ori Gordon and Poriya Panet and Roi Benita and Shahar Armon and Victor Kulikov and Yaron Inger and Yonatan Shiftan and Zeev Melumian and Zeev Farbman},
  journal={arXiv preprint arXiv:2601.03233},
  year={2025}
}