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| og:image:alt | What does this PR do?
Adds support for loading non-diffusers LoRA into LTX2Pipeline. More specifically, this checkpoint or any other LoRA checkpoints that are obtained with the trainer shipped by t... |
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| Reload | https://github.com/huggingface/diffusers/pull/12933 |
| Reload | https://github.com/huggingface/diffusers/pull/12933 |
| Reload | https://github.com/huggingface/diffusers/pull/12933 |
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| diffusers | https://github.com/huggingface/diffusers |
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Code
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Insights
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| sayakpaul | https://github.com/sayakpaul |
| main | https://github.com/huggingface/diffusers/tree/main |
| ltx-2-lora | https://github.com/huggingface/diffusers/tree/ltx-2-lora |
| Conversation | https://github.com/huggingface/diffusers/pull/12933 |
| Commits11 (11) | https://github.com/huggingface/diffusers/pull/12933/commits |
| Checks | https://github.com/huggingface/diffusers/pull/12933/checks |
| Files changed | https://github.com/huggingface/diffusers/pull/12933/files |
| [LoRA] add LoRA support to LTX-2 | https://github.com/huggingface/diffusers/pull/12933#top |
| sayakpaul | https://github.com/sayakpaul |
| main | https://github.com/huggingface/diffusers/tree/main |
| ltx-2-lora | https://github.com/huggingface/diffusers/tree/ltx-2-lora |
|
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#issue-3796514852 |
| this checkpoint | https://huggingface.co/Lightricks/LTX-2/blob/main/ltx-2-19b-distilled-lora-384.safetensors |
| official codebase | https://github.com/Lightricks/LTX-2/ |
| here | https://github.com/Lightricks/LTX-2/blob/main/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_two_stages.py |
| this LoRA | https://huggingface.co/Lightricks/LTX-2/blob/main/ltx-2-19b-distilled-lora-384.safetensors |
| here | https://github.com/Lightricks/LTX-2/blob/628956009ca14446f01976ba4e861e6a9e210a93/packages/ltx-pipelines/src/ltx_pipelines/utils/constants.py#L9 |
| @asomoza | https://github.com/asomoza |
| @linoytsaban | https://github.com/linoytsaban |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| January 9, 2026 11:34 | https://github.com/huggingface/diffusers/pull/12933#commits-pushed-1acc160 |
|
| https://github.com/sayakpaul |
| up | https://github.com/huggingface/diffusers/pull/12933/commits/1acc16045c9ccb9d3934041d68133114abefc051 |
| 1acc160 | https://github.com/huggingface/diffusers/pull/12933/commits/1acc16045c9ccb9d3934041d68133114abefc051 |
|
| https://github.com/sayakpaul |
| fixes | https://github.com/huggingface/diffusers/pull/12933/commits/efdfab682a0cc6ce489ce05a80b613192ae47fea |
| efdfab6 | https://github.com/huggingface/diffusers/pull/12933/commits/efdfab682a0cc6ce489ce05a80b613192ae47fea |
|
| https://github.com/sayakpaul |
| tests | https://github.com/huggingface/diffusers/pull/12933/commits/e7164fcd89b5691e24f17c77262af85bdd92e5af |
| e7164fc | https://github.com/huggingface/diffusers/pull/12933/commits/e7164fcd89b5691e24f17c77262af85bdd92e5af |
|
| https://github.com/sayakpaul |
| docs. | https://github.com/huggingface/diffusers/pull/12933/commits/596d978ce7c6b74a2320edf6a756785bfb7cee9f |
| 596d978 | https://github.com/huggingface/diffusers/pull/12933/commits/596d978ce7c6b74a2320edf6a756785bfb7cee9f |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
| dg845 | https://github.com/dg845 |
| January 9, 2026 11:00 | https://github.com/huggingface/diffusers/pull/12933#event-21944870727 |
| sayakpaul | https://github.com/sayakpaul |
| January 9, 2026 16:32 | https://github.com/huggingface/diffusers/pull/12933#commits-pushed-527b89d |
|
| https://github.com/sayakpaul |
| fix | https://github.com/huggingface/diffusers/pull/12933/commits/527b89de2b93e628dfd1a6e01f869084316c0687 |
| 527b89d | https://github.com/huggingface/diffusers/pull/12933/commits/527b89de2b93e628dfd1a6e01f869084316c0687 |
|
| https://github.com/sayakpaul |
| change loading info. | https://github.com/huggingface/diffusers/pull/12933/commits/9c959632b91611734edc0810cf76084e3b1c3fc5 |
| 9c95963 | https://github.com/huggingface/diffusers/pull/12933/commits/9c959632b91611734edc0810cf76084e3b1c3fc5 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3643449817 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5 |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2675763422 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
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| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3643450668 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5 |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2675764167 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| dg845 | https://github.com/dg845 |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677834483 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678293465 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3643451696 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5 |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/9c959632b91611734edc0810cf76084e3b1c3fc5#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2675765145 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#ref-issue-3791524372 |
|
LTX-2 distilled checkpoint support
#12925
| https://github.com/huggingface/diffusers/issues/12925 |
| https://github.com/HuggingFaceDocBuilderDev |
| HuggingFaceDocBuilderDev | https://github.com/HuggingFaceDocBuilderDev |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#issuecomment-3728468876 |
| here | https://moon-ci-docs.huggingface.co/docs/diffusers/pr_12933 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| January 9, 2026 17:12 | https://github.com/huggingface/diffusers/pull/12933#commits-pushed-8a4bd37 |
|
| https://github.com/sayakpaul |
| up | https://github.com/huggingface/diffusers/pull/12933/commits/8a4bd37d1548148615cbd6f2b51754b5f64a12be |
| 8a4bd37 | https://github.com/huggingface/diffusers/pull/12933/commits/8a4bd37d1548148615cbd6f2b51754b5f64a12be |
|
| https://github.com/sayakpaul |
| up | https://github.com/huggingface/diffusers/pull/12933/commits/9abdd9346e47f908d21ab6c50753a52d267bdf16 |
| 9abdd93 | https://github.com/huggingface/diffusers/pull/12933/commits/9abdd9346e47f908d21ab6c50753a52d267bdf16 |
|
| https://github.com/sayakpaul |
| Merge branch 'main' into ltx-2-lora | https://github.com/huggingface/diffusers/pull/12933/commits/be5644eed15a5375369a3754246a1df15f2c25ab |
| be5644e | https://github.com/huggingface/diffusers/pull/12933/commits/be5644eed15a5375369a3754246a1df15f2c25ab |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645784194 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| dg845 | https://github.com/dg845 |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677814377 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678294200 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| #12933 (comment) | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678292594 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645843257 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| dg845 | https://github.com/dg845 |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677867590 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678296803 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678299373 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| example | https://huggingface.co/Lightricks/LTX-2-19b-IC-LoRA-Canny-Control/tree/main?show_file_info=ltx-2-19b-ic-lora-canny-control.safetensors |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| dg845 | https://github.com/dg845 |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678316054 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| diffusers/src/diffusers/loaders/lora_base.py | https://github.com/huggingface/diffusers/blob/02c7adc3568478777f1235b8755863cb1fc36c8c/src/diffusers/loaders/lora_base.py#L593-L601 |
| 02c7adc | https://github.com/huggingface/diffusers/commit/02c7adc3568478777f1235b8755863cb1fc36c8c |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678323437 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645849526 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab |
| src/diffusers/loaders/lora_pipeline.py | https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab#diff-3c1294a8f7c87b63d7a17d75ae402a302f3cc34af9fa43df4eda29a1c0de5b61 |
| dg845 | https://github.com/dg845 |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677872662 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| #12933 (comment) | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677867590 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678299428 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| #12933 (comment) | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678299373 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645866684 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab |
| tests/lora/test_lora_layers_ltx2.py | https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab#diff-8f8918aa1a41f5216a59b47f751cb0225d559e3b027b4e57886d5dc4f5713690 |
| dg845 | https://github.com/dg845 |
| Jan 9, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2677886130 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#discussion_r2678292594 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 9, 2026
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645885797 |
|
View reviewed changes
| https://github.com/huggingface/diffusers/pull/12933/files/84a6573c746222a206f35e99b9efc7f470a3dc64 |
| dg845 | https://github.com/dg845 |
| https://github.com/huggingface/diffusers/pull/12933#pullrequestreview-3645885797 |
| Learn more | https://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
|
| https://github.com/sayakpaul |
| Merge branch 'main' into ltx-2-lora | https://github.com/huggingface/diffusers/pull/12933/commits/397b656198de44445f241bfd9486dee593dc5d6a |
| 397b656 | https://github.com/huggingface/diffusers/pull/12933/commits/397b656198de44445f241bfd9486dee593dc5d6a |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#issuecomment-3731795492 |
| https://huggingface.co/Lightricks/LTX-2-19b-IC-LoRA-Canny-Control | https://huggingface.co/Lightricks/LTX-2-19b-IC-LoRA-Canny-Control |
| @linoytsaban | https://github.com/linoytsaban |
| @asomoza | https://github.com/asomoza |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
|
| https://github.com/sayakpaul |
| Merge branch 'main' into ltx-2-lora | https://github.com/huggingface/diffusers/pull/12933/commits/84a6573c746222a206f35e99b9efc7f470a3dc64 |
| 84a6573 | https://github.com/huggingface/diffusers/pull/12933/commits/84a6573c746222a206f35e99b9efc7f470a3dc64 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
| ed6e5ec | https://github.com/huggingface/diffusers/commit/ed6e5ecf67ac762e878d3d6e25bda4e77b0c820a |
| Jan 10, 2026 | https://github.com/huggingface/diffusers/pull/12933#event-21960376191 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
| January 10, 2026 05:57 | https://github.com/huggingface/diffusers/pull/12933#event-21960376502 |
| https://github.com/dg845 |
| dg845 | https://github.com/dg845 |
|
Jan 10, 2026
| https://github.com/huggingface/diffusers/pull/12933#ref-pullrequest-3799259560 |
|
Add Flag to PeftLoraLoaderMixinTests to Enable/Disable Text Encoder LoRA Tests
#12962
| https://github.com/huggingface/diffusers/pull/12962 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
Jan 13, 2026
| https://github.com/huggingface/diffusers/pull/12933#ref-pullrequest-3796825133 |
|
LTX2 distilled checkpoint support
#12934
| https://github.com/huggingface/diffusers/pull/12934 |
| https://github.com/sayakpaul |
| sayakpaul | https://github.com/sayakpaul |
|
roadmap
| https://github.com/huggingface/diffusers/issues?q=state%3Aopen%20label%3Aroadmap |
| Jan 14, 2026 | https://github.com/huggingface/diffusers/pull/12933#event-22035763012 |
| https://github.com/apps/github-project-automation |
| github-project-automation | https://github.com/apps/github-project-automation |
| Diffusers Roadmap 0.39 | https://github.com/orgs/huggingface/projects/61 |
| Jan 14, 2026 | https://github.com/huggingface/diffusers/pull/12933#event-22035763947 |
| https://github.com/apps/github-project-automation |
| github-project-automation | https://github.com/apps/github-project-automation |
| Diffusers Roadmap 0.39 | https://github.com/orgs/huggingface/projects/61 |
| Jan 14, 2026 | https://github.com/huggingface/diffusers/pull/12933#event-22035764127 |
| https://github.com/apps/github-project-automation |
| github-project-automation | https://github.com/apps/github-project-automation |
| Diffusers Roadmap 0.39 | https://github.com/orgs/huggingface/projects/61 |
| Jan 14, 2026 | https://github.com/huggingface/diffusers/pull/12933#event-22035766924 |
| onurxtasar | https://github.com/onurxtasar |
|
Mar 24, 2026
| https://github.com/huggingface/diffusers/pull/12933#ref-commit-be55e8b |
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| Main to clipdrop-main ( | https://github.com/initml/diffusers/commit/be55e8b0f255c75a3bf9b5e60ecacc3fc5ddccbf |
| #12 | https://github.com/initml/diffusers/pull/12 |
| ) | https://github.com/initml/diffusers/commit/be55e8b0f255c75a3bf9b5e60ecacc3fc5ddccbf |
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dg845
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|
| https://github.com/huggingface/diffusers/pull/12933/files/be5644eed15a5375369a3754246a1df15f2c25ab |
|
roadmap
| https://github.com/huggingface/diffusers/issues?q=state%3Aopen%20label%3Aroadmap |
|
Diffusers Roadmap 0.39
| https://github.com/orgs/huggingface/projects/61 |
| Please reload this page | https://github.com/huggingface/diffusers/pull/12933 |
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