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LTX-2 (19B) on 24 GB of VRAM

Not at full quality. The 16-bit and 8-bit files are too big for 24 GB; the largest that fits is Q6_K (16.0 GB). Lightricks' open audio+video model. Generates sound together with the picture. Its text encoder is Gemma 3 12B.

Video model · 19BAny 24 GB GPUData 2026-10-01
Runs
Yes, with a compressed file.

Take Q6_K (16.0 GB). In use it comes to about 20.8 GB, with 3.2 GB left over on 24 GB. Quality: very close to the original. For better quality, Q8_0 (20.4 GB) also runs, with about 1.2 GB spilling into system RAM - a little slower, still practical.

Best fileQ6_K
File size16.0 GB
VRAM needed~20.8 GB
System RAM48 GB+
Memory map · 24 GB GPU20.8 GB / 24 GB
012 GB24 GB
Weights Q6_K · 16.0 GBWorking memory · 4.0 GBReserve · 0.8 GBFree · 3.2 GB

01What to download

PartFileFolderSize
Modelltx-2-19b-dev-Q6_K.gguf
Q6_K · unsloth/LTX-2-GGUF
models/unet16.0 GBDownload →
Text encodergemma_3_12B_it_fp8_scaled.safetensors
Gemma 3 12B FP8 (scaled) · Comfy-Org/ltx-2
models/text_encoders13.2 GBDownload →
VAEltx-2-19b-dev_video_vae.safetensors
LTX-2 video VAE · unsloth/LTX-2-GGUF
models/vae2.4 GBDownload →
Also neededltx-2-19b-dev_audio_vae.safetensors
LTX-2 audio VAE · unsloth/LTX-2-GGUF
models/vae0.2 GBDownload →
Also neededltx-2-19b-dev_embeddings_connectors.safetensors
LTX-2 text embeddings connectors (projection) · unsloth/LTX-2-GGUF
models/text_encoders2.9 GBDownload →
Total download · keep about the same free on disk34.7 GB

Alternatives: Gemma 3 12B FP4 mixed (9.4 GB); Gemma 3 12B BF16 (24.4 GB). FP4 files are listed only as alternatives unless the GPU is an RTX 50 (Blackwell). Only for some workflows: LTX-2 spatial upscaler x2 (1.0 GB, official two-stage template). Sizes from Hugging Face, 2026-10-01.

System RAM: 48 GB or more. These files take about 34.7 GB of RAM while loaded, 40.7 GB with Windows and ComfyUI. What happens with less. calculated

02Every file, on 24 GB

FileSizeNeededOn this cardQualityDownload
16-bit
GGUF · unsloth
37.8 GB42.6 GB18.6 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · unsloth
20.4 GB25.2 GBspills 1.2 GBpractically identical to the originalHugging Face →
Q6_K ←
GGUF · unsloth
16.0 GB20.8 GBfits · 3.2 GB sparevery close to the originalHugging Face →
Q5_K_M
GGUF · unsloth
14.3 GB19.1 GBfits · 4.9 GB spareclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · unsloth
12.8 GB17.6 GBfits · 6.4 GB sparegood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · unsloth
10.1 GB14.9 GBfits · 9.1 GB sparenoticeable loss of detailHugging Face →
Q2_K
GGUF · unsloth
8.1 GB12.9 GBfits · 11.1 GB spareheavy loss; a last resortHugging Face →

“Needed” adds 4 GB of working memory for LTX-2 and a 0.8 GB reserve. Sizes 2026-10-01.