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[pull] master from Comfy-Org:master#695

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pull[bot] merged 5 commits intocode:masterfrom
Comfy-Org:master
Mar 19, 2026
Merged

[pull] master from Comfy-Org:master#695
pull[bot] merged 5 commits intocode:masterfrom
Comfy-Org:master

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rattus128 and others added 5 commits March 19, 2026 09:58
…tions) (#13062)

* ltx: vae: add cache state to downsample block

* ltx: vae: Add time stride awareness to causal_conv_3d

* ltx: vae: Automate truncation for encoder

Other VAEs just truncate without error. Do the same.

* sd/ltx: Make chunked_io a flag in its own right

Taking this bi-direcitonal, so make it a for-purpose named flag.

* ltx: vae: implement chunked encoder + CPU IO chunking

People are doing things with big frame counts in LTX including V2V
flows. Implement the time-chunked encoder to keep the VRAM down, with
the converse of the new CPU pre-allocation technique, where the chunks
are brought from the CPU JIT.

* ltx: vae-encode: round chunk sizes more strictly

Only powers of 2 and multiple of 8 are valid due to cache slicing.
…tions) (#13062)

* ltx: vae: add cache state to downsample block

* ltx: vae: Add time stride awareness to causal_conv_3d

* ltx: vae: Automate truncation for encoder

Other VAEs just truncate without error. Do the same.

* sd/ltx: Make chunked_io a flag in its own right

Taking this bi-direcitonal, so make it a for-purpose named flag.

* ltx: vae: implement chunked encoder + CPU IO chunking

People are doing things with big frame counts in LTX including V2V
flows. Implement the time-chunked encoder to keep the VRAM down, with
the converse of the new CPU pre-allocation technique, where the chunks
are brought from the CPU JIT.

* ltx: vae-encode: round chunk sizes more strictly

Only powers of 2 and multiple of 8 are valid due to cache slicing.
@pull pull bot locked and limited conversation to collaborators Mar 19, 2026
@pull pull bot added the ⤵️ pull label Mar 19, 2026
@pull pull bot merged commit 8458ae2 into code:master Mar 19, 2026
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3 participants