* docs: fix latent -> latents in LTX latent upsampler docstrings
__call__ takes 'latents' (the docstring said 'latent', and its own
description says 'Input latents to normalize').
* docs: fix 'promt' typo in kandinsky5 default prompt templates
The default system template sent to the Qwen text encoder misspelled
'prompt engineer' as 'promt engineer' (4 pipelines).
Note: this changes the token sequence of the default template, so
default outputs will differ numerically from before / from the
upstream Kandinsky5 reference. If exact parity with the reference
repo is preferred, the reference itself would need the same fix.
* docs: fix docstring parameter names that do not match signatures
- flux controlnet encode_prompt documented a clip_skip parameter that
does not exist (copy-paste from SD-style docs; flux has no CLIP
layer-skipping)
- hunyuan_video1_5 pipelines documented num_images_per_prompt while
the parameter is num_videos_per_prompt
- kandinsky5 _encode_prompt_qwen/_encode_prompt_clip documented
num_videos_per_prompt, which neither method accepts
* docs(zh): fix English anchors pointing at translated Chinese headings
speed-memory-optims.md linked ./memory#model-offloading and
#group-offloading while the zh memory page translates those headings
(樑εεΈθ½½ / η»εΈθ½½); using_peft_for_inference.md linked #hotswapping
while the zh heading is ηεζ’. Repointed at the Chinese slugs.
* docs: fix PAG anchor and the StableDiffusionPipelineSafe row in the SD overview
- pag.md linked #pagappliedlayers; the heading '### pag_applied_layers'
keeps its underscores (#pag_applied_layers)
- the SD overview table linked ./stable_diffusion_safe, a doc page that
no longer exists anywhere under docs/source; the row now names the
deprecated pipeline as plain text instead of a dead link
* docs: fix dead Masked Im2Im TOC anchors in community pipelines README
The TOC rows linked #stable-diffusion-masked-im2im /
#stable-diffusion-xl-masked-im2im; the actual headings are
'Masked Im2Im Stable Diffusion Pipeline' and 'Masked Im2Im Stable
Diffusion Pipeline XL' (lines 3184/3219).
* docs(examples): drop duplicated 'with' in T5/Gemma sequence-length help strings
16 example scripts' --max_sequence_length help read 'to use with with
the T5 text encoder' (or the Gemma variant); surfaced in --help output.
* fix(links): keep the pag_applied_layers anchor in doc-builder form
doc-builder slugifies headings by dropping underscores, so the heading
'### pag_applied_layers' anchors as #pagappliedlayers β the form the
check-links CI expects. GitHub-style underscores broke it.
Signed-off-by: simpleqt <89645338+simpleqt@users.noreply.github.com>
* fix(kandinsky5): recompute prompt_template_encode_start_idx after the promt fix
Correcting 'promt' -> 'prompt' in the system templates shifts each
template's token count by one (verified with the Qwen2.5-VL tokenizer:
41->40, 55->54, 129->128, 129->128). Without this, the hardcoded start
indices slice the encoded prompt one token off.
---------
Signed-off-by: simpleqt <89645338+simpleqt@users.noreply.github.com>
* Remove JAX/Flax support
Deletes all Flax models, schedulers, pipelines, and loading utilities,
the from_flax loading path, flax/jax packaging extras, Flax CI filters,
Flax training examples, and Flax content in translated docs.
Hub compatibility is preserved: Flax class names in old model_index.json
files are still stripped to their PyTorch equivalents, and *.msgpack
files in repos are still ignored during download.
* Drop Flax class-name remapping from model_index.json loading
Flax-saved checkpoint metadata is no longer recognized: class names like
FlaxStableDiffusionPipeline in model_index.json now fail to resolve
instead of being remapped to their PyTorch equivalents. *.msgpack files
in hub repos are still ignored during download.
* Restore Flax training examples
The example scripts are standalone and still work with diffusers<=0.39.x.
A warning note is added to each Flax README section pointing out the
version requirement now that the library itself no longer ships Flax.
* update
* Repoint scheduler default-config tests off the Flax fixture
* Repoint example training tests off the Flax fixture
* fix issue that training flux controlnet was unstable and validation results were unstable
* del unused code pieces, fix grammar
---------
Co-authored-by: Your Name <you@example.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Update train_controlnet_flux.py
Fix the problem of inconsistency between size of image and size of validation_image which causes np.stack to report error.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* add train flux-controlnet scripts in example.
* fix error
* fix subfolder error
* fix preprocess error
* Update examples/controlnet/README_flux.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* Update examples/controlnet/README_flux.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* fix readme
* fix note error
* add some Tutorial for deepspeed
* fix some Format Error
* add dataset_path example
* remove print, add guidance_scale CLI, readable apply
* Update examples/controlnet/README_flux.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* update,push_to_hub,save_weight_dtype,static method,clear_objs_and_retain_memory,report_to=wandb
* add push to hub in readme
* apply weighting schemes
* add note
* Update examples/controlnet/README_flux.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* make code style and quality
* fix some unnoticed error
* make code style and quality
* add example controlnet in readme
* add test controlnet
* rm Remove duplicate notes
* Fix formatting errors
* add new control image
* add model cpu offload
* update help for adafactor
* make quality & style
* make quality and style
* rename flux_controlnet_model_name_or_path
* fix back src/diffusers/pipelines/flux/pipeline_flux_controlnet.py
* fix dtype error by pre calculate text emb
* rm image save
* quality fix
* fix test
* fix tiny flux train error
* change report to to tensorboard
* fix save name error when test
* Fix shrinking errors
---------
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Your Name <you@example.com>
* [docs] Replace runwayml/stable-diffusion-v1-5 with Lykon/dreamshaper-8
Updated documentation as runwayml/stable-diffusion-v1-5 has been removed from Huggingface.
* Update docs/source/en/using-diffusers/inpaint.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Replace with stable-diffusion-v1-5/stable-diffusion-v1-5
* Update inpaint.md
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* add controlnet sd3 example
* add controlnet sd3 example
* update controlnet sd3 example
* add controlnet sd3 example test
* fix quality and style
* update test
* update test
---------
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
* Trim all the trailing white space in the whole repo
* Remove unnecessary empty places
* make style && make quality
* Trim trailing white space
* trim
---------
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>