Model reference · open weights

LTX-2.3-quants

LTX-2.3-quants is an open-weight video model from Hippotes, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Licence fee required Video Hippotes 1 variants 14k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What LTX-2.3-quants is

14/04: uploaded fp8mixed an nvfp4mixed of LTX-2.3-distilled-1.1 16/03: Lightricks released an official dev-nvfp4 and distilled-fp8 09/03: all formats of both dev & distilled in nvfp4, nvfp4mixed, fp8, and fp8mixed done. 07/03: ⚠️ make sure your torch (=2.10) & cuda (=13.0) are up to date, otherwise you won't see a speed boost using nvfp4, may even be slower ⚠️ 05/03: Lightricks released an official dev-fp8, probably better to use it instead of mine. Various formats of LTX-2.3, all created from official BF16 versions. Made with Silveroxides/converttoquant script: - fp8mixed - fp8 - nvfp4mixed - nvfp4 - non-calibrated / nc: direct conversion without SVD optimization - mixed: keep some weights in native format (embeddings, norm, bias, etc), same exclusion strategy as Lightricks run time config: Windows 11, Nvidia 5090, torch2.10+cu130, SageAttention2.2 - 8 steps, CFG 1 - default sampler/scheduler - 960 x 544p, 121 frames, 24 fps - x2 spatial upscale - 4 refining steps Hot run, prompt already processed. Smaller formats look a bit "fuzzy" around the edges in the outputs, but motion, audio, and lighting are still looking good.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

MakerHippotes
TypeVideo models
Variants1
Runs withdiffusers
Based onLightricks/LTX-2.3
Released2026-03-05
Popularity14k downloads / month
Likes36
LicenceCommercial licence needed

How it works

How video models work

Prompt / imagestart pointTemporal diffusionframes over timeVideoMP4 clipA video model generates a sequence of coherent frames from your prompt or a starting image.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
LTX-2.3-quantsBF16Weights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ltx-2-3-quants for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ltx-2-3-quants below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/videos/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ltx-2-3-quants","prompt":"a drone shot over a forest"}'

Details

Languages, data & research

Tags

diffusers comfyui safetensors image-text-to-video

Licence

Commercial licence needed

The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗

Sources

Weights & code

Want LTX-2.3-quants on EU-owned hardware?

Request a licence + hosting quote See what’s served now

Explore

More video models

© 2026 AxForge · EU-hosted AI infrastructure Pricing Docs Trust Privacy Terms