🔴 Video processors as a separate class (#35206)

* initial design

* update all video processors

* add tests

* need to add qwen2-vl (not tested yet)

* add qwen2-vl in auto map

* fix copies

* isort

* resolve confilicts kinda

* nit:

* qwen2-vl is happy now

* qwen2-5 happy

* other models are happy

* fix copies

* fix tests

* add docs

* CI green now?

* add more tests

* even more changes + tests

* doc builder fail

* nit

* Update src/transformers/models/auto/processing_auto.py

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* small update

* imports correctly

* dump, otherwise this is getting unmanagebale T-T

* dump

* update

* another update

* update

* tests

* move

* modular

* docs

* test

* another update

* init

* remove flakiness in tests

* fixup

* clean up and remove commented lines

* docs

* skip this one!

* last fix after rebasing

* run fixup

* delete slow files

* remove unnecessary tests + clean up a bit

* small fixes

* fix tests

* more updates

* docs

* fix tests

* update

* style

* fix qwen2-5-vl

* fixup

* fixup

* unflatten batch when preparing

* dump, come back soon

* add docs and fix some tests

* how to guard this with new dummies?

* chat templates in qwen

* address some comments

* remove `Fast` suffix

* fixup

* oops should be imported from transforms

* typo in requires dummies

* new model added with video support

* fixup once more

* last fixup I hope

* revert image processor name + comments

* oh, this is why fetch test is failing

* fix tests

* fix more tests

* fixup

* add new models: internvl, smolvlm

* update docs

* imprt once

* fix failing tests

* do we need to guard it here again, why?

* new model was added, update it

* remove testcase from tester

* fix tests

* make style

* not related CI fail, lets' just fix here

* mark flaky for now, filas 15 out of 100

* style

* maybe we can do this way?

* don't download images in setup class

---------

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

docs/source/en/model_doc/auto.md

@@ -74,6 +74,10 @@ Likewise, if your `NewModel` is a subclass of [`PreTrainedModel`], make sure its
 
 [[autodoc]] AutoImageProcessor
 
+## AutoVideoProcessor
+
+[[autodoc]] AutoVideoProcessor
+
 ## AutoProcessor
 
 [[autodoc]] AutoProcessor

docs/source/en/model_doc/instructblipvideo.md

@@ -58,6 +58,12 @@ The attributes can be obtained from model config, as `model.config.num_query_tok
 
 [[autodoc]] InstructBlipVideoProcessor
 
+
+## InstructBlipVideoVideoProcessor
+
+[[autodoc]] InstructBlipVideoVideoProcessor
+    - preprocess
+
 ## InstructBlipVideoImageProcessor
 
 [[autodoc]] InstructBlipVideoImageProcessor

docs/source/en/model_doc/internvl.md

@@ -353,3 +353,7 @@ This example showcases how to handle a batch of chat conversations with interlea
 ## InternVLProcessor
 
 [[autodoc]] InternVLProcessor
+
+## InternVLVideoProcessor
+
+[[autodoc]] InternVLVideoProcessor

docs/source/en/model_doc/llava_next_video.md

@@ -262,6 +262,10 @@ model = LlavaNextVideoForConditionalGeneration.from_pretrained(
 
 [[autodoc]] LlavaNextVideoImageProcessor
 
+## LlavaNextVideoVideoProcessor
+
+[[autodoc]] LlavaNextVideoVideoProcessor
+
 ## LlavaNextVideoModel
 
 [[autodoc]] LlavaNextVideoModel

docs/source/en/model_doc/llava_onevision.md

@@ -303,6 +303,7 @@ model = LlavaOnevisionForConditionalGeneration.from_pretrained(
 ## LlavaOnevisionImageProcessor
 
 [[autodoc]] LlavaOnevisionImageProcessor
+    - preprocess
 
 ## LlavaOnevisionImageProcessorFast
 
@@ -313,6 +314,10 @@ model = LlavaOnevisionForConditionalGeneration.from_pretrained(
 
 [[autodoc]] LlavaOnevisionVideoProcessor
 
+## LlavaOnevisionVideoProcessor
+
+[[autodoc]] LlavaOnevisionVideoProcessor
+
 ## LlavaOnevisionModel
 
 [[autodoc]] LlavaOnevisionModel

docs/source/en/model_doc/qwen2_vl.md

@@ -287,6 +287,11 @@ model = Qwen2VLForConditionalGeneration.from_pretrained(
 [[autodoc]] Qwen2VLImageProcessor
     - preprocess
 
+## Qwen2VLVideoProcessor
+
+[[autodoc]] Qwen2VLVideoProcessor
+    - preprocess
+
 ## Qwen2VLImageProcessorFast
 
 [[autodoc]] Qwen2VLImageProcessorFast

docs/source/en/model_doc/smolvlm.md

@@ -197,6 +197,9 @@ print(generated_texts[0])
 [[autodoc]] SmolVLMImageProcessor
     - preprocess
 
+## SmolVLMVideoProcessor
+[[autodoc]] SmolVLMVideoProcessor
+    - preprocess
 
 ## SmolVLMProcessor
 [[autodoc]] SmolVLMProcessor

docs/source/en/model_doc/video_llava.md

@@ -211,6 +211,11 @@ model = VideoLlavaForConditionalGeneration.from_pretrained(
 
 [[autodoc]] VideoLlavaImageProcessor
 
+
+## VideoLlavaVideoProcessor
+
+[[autodoc]] VideoLlavaVideoProcessor
+
 ## VideoLlavaProcessor
 
 [[autodoc]] VideoLlavaProcessor