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LTX-2 (19B) on 6 GB of VRAM

Not realistically: the smallest LTX-2 file still needs about 13 GB. Lightricks' open audio+video model. Generates sound together with the picture. Its text encoder is Gemma 3 12B.

Video model · 19BAny 6 GB GPUData 2026-10-01
No
No, not realistically.

Even the smallest file (Q2_K, 8.1 GB) needs about 12.9 GB, far beyond 6 GB. It may start with heavy offloading, but this is not a realistic everyday setup. Pick a smaller model or a GPU with more memory.

Best fileQ2_K
File size8.1 GB
VRAM needed~12.9 GB
System RAM48 GB+
Memory map · 6 GB GPU12.9 GB needed · 6.9 GB over 6 GB
06 GB13 GB
Weights Q2_K · 8.1 GBWorking memory · 4.0 GBReserve · 0.8 GBSpills to system RAM · 6.9 GB

02Every file, on 6 GB

FileSizeNeededOn this cardQualityDownload
16-bit
GGUF · unsloth
37.8 GB42.6 GB36.6 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · unsloth
20.4 GB25.2 GB19.2 GB too bigpractically identical to the originalHugging Face →
Q6_K
GGUF · unsloth
16.0 GB20.8 GB14.8 GB too bigvery close to the originalHugging Face →
Q5_K_M
GGUF · unsloth
14.3 GB19.1 GB13.1 GB too bigclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · unsloth
12.8 GB17.6 GB11.6 GB too biggood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · unsloth
10.1 GB14.9 GB8.9 GB too bignoticeable loss of detailHugging Face →
Q2_K ←
GGUF · unsloth
8.1 GB12.9 GB6.9 GB too bigheavy 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.

03What to download

PartFileFolderSize
Modelltx-2-19b-dev-Q2_K.gguf
Q2_K · unsloth/LTX-2-GGUF
models/unet8.1 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 disk26.8 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 26.8 GB of RAM while loaded, 32.8 GB with Windows and ComfyUI. What happens with less. calculated

04The text encoder

At 9.4 GB even the smallest Gemma 3 12B file is too big for 6 GB, so it runs from system RAM. That slows down reading the prompt, not the picture. Sizes: 16-bit 24.4 GB, FP8 13.2 GB, FP4 mixed 9.4 GB. Why the encoder does not count against VRAM →