feat: add LTX-2 video generation support#1459

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mudler wants to merge 28 commits intoleejet:masterfrom

mudler:feat/ltx-video

Commits on Apr 23, 2026

feat: port LTX-Video (Lightricks) from diffusers
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docs: add LTX-Video status and testing guide
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feat(ltxv): pivot port to LTX-Video 2.0 (video-only)
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feat(ltxv): align transformer tensor names with LTX-2.3 22B checkpoint
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feat(ltxv): full LTX-2.3 22B structure: EmbeddingsConnector + 9-block VAE
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feat(ltxv): add split RoPE (LTX-2.3 rope_type=split)
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feat(ltxv): LTXV2Conditioner stub + ignore extra checkpoint prefixes
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feat(ltxv): match checkpoint dtype for CausalConv3d weights (BF16 on LTX-2.3)
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docs(ltxv): add e2e test script (load → convert q8_0 → vid_gen)
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fix(ltxv): match actual LTX-2.3 tensor prefixes in version detection
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fix(ltxv): VAE decode — F16 conv3d (BF16 breaks cuda im2col_3d) + drop st_t-1 frames per temporal upsample
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fix(ltxv): wrap VAE decode output as 5-D [W,H,T,C,N] for sd.cpp pipeline
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docs(ltxv): update status — end-to-end pipeline validated on DGX GB10 (BF16 + q8_0 GGUF)
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fix(ltxv): keep scale_input=true for VAE decode, revert incorrect permute
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Commits on Apr 24, 2026