* add dia model
* add tokenizer files
* cleanup some stuff
* brut copy paste code
* rough cleanup of the modeling code
* nuke some stuff
* more nuking
* more cleanups
* updates
* add mulitLayerEmbedding vectorization
* nits
* more modeling simplifications
* updates
* update rope
* update rope
* just fixup
* update configuration files
* more cleanup!
* default config values
* update
* forgotten comma
* another comma!
* update, more cleanups
* just more nits
* more config cleanups
* time for the encoder
* fix
* sa=mall nit
* nits
* n
* refacto a bit
* cleanup
* update cv scipt
* fix last issues
* fix last nits
* styling
* small fixes
* just run 1 generation
* fixes
* nits
* fix conversion
* fix
* more fixes
* full generate
* ouf!
* fixes!
* updates
* fix
* fix cvrt
* fixup
* nits
* delete wrong test
* update
* update
* test tokenization
* let's start changing things bit by bit - fix encoder step
* removing custom generation, moving to GenerationMixin
* add encoder decoder attention masks for generation
* mask changes, correctness checked against ad29837 in dia repo
* refactor a bit already --> next cache
* too important not to push :)
* minimal cleanup + more todos
* make main overwrite modeling utils
* add cfg filter & eos filter
* add eos countdown & delay pattern
* update eos countdown
* add max step eos countdown
* fix tests
* fix some things
* fix generation with testing
* move cfg & eos stuff to logits processor
* make RepetitionPenaltyLogitsProcessor flexible
- can accept 3D scores like (batch_size, channel, vocab)
* fix input_ids concatenation dimension in GenerationMixin for flexibility
* Add DiaHangoverLogitsProcessor and DiaExponentialDecayLengthPenalty classes; refactor logits processing in DiaForConditionalGeneration to utilize new configurations and improve flexibility.
* Add stopping criteria
* refactor
* move delay pattern from processor to modeling like musicgen.
- add docs
- change eos countdown to eos delay pattern
* fix processor & fix tests
* refactor types
* refactor imports
* format code
* fix docstring to pass ci
* add docstring to DiaConfig & add DiaModel to test
* fix docstring
* add docstring
* fix some bugs
* check
* porting / merging results from other branch - IMPORTANT: it very likely breaks generation, the goal is to have a proper forward path first
* experimental testing of left padding for first channel
* whoops
* Fix merge to make generation work
* fix cfg filter
* add position ids
* add todos, break things
* revert changes to generation --> we will force 2d but go 3d on custom stuff
* refactor a lot, change prepare decoder ids to work with left padding (needs testing), add todos
* some first fixes to get to 10. in generation
* some more generation fixes / adjustment
* style + rope fixes
* move cfg out, simplify a few things, more todos
* nit
* start working on custom logit processors
* nit
* quick fixes
* cfg top k
* more refactor of logits processing, needs a decision if gen config gets the new attributes or if we move it to config or similar
* lets keep changes to core code minimal, only eos scaling is questionable atm
* simpler eos delay logits processor
* that was for debugging :D
* proof of concept rope
* small fix on device mismatch
* cfg fixes + delay logits max len
* transformers rope
* modular dia
* more cleanup
* keep modeling consistently 3D, generate handles 2D internally
* decoder starts with bos if nothing
* post processing prototype
* style
* lol
* force sample / greedy + fixes on padding
* style
* fixup tokenization
* nits
* revert
* start working on dia tests
* fix a lot of tests
* more test fixes
* nit
* more test fixes + some features to simplify code more
* more cleanup
* forgot that one
* autodocs
* small consistency fixes
* fix regression
* small fixes
* dia feature extraction
* docs
* wip processor
* fix processor order
* processing goes brrr
* transpose before
* small fix
* fix major bug but needs now a closer look into the custom processors esp cfg
* small thing on logits
* nits
* simplify indices and shifts
* add simpler version of padding tests back (temporarily)
* add logit processor tests
* starting tests on processor
* fix mask application during generation
* some fixes on the weights conversion
* style + fixup logits order
* simplify conversion
* nit
* remove padding tests
* nits on modeling
* hmm
* fix tests
* trigger
* probably gonna be reverted, just a quick design around audio tokenizer
* fixup typing
* post merge + more typing
* initial design for audio tokenizer
* more design changes
* nit
* more processor tests and style related things
* add to init
* protect import
* not sure why tbh
* add another protect
* more fixes
* wow
* it aint stopping :D
* another missed type issue
* ...
* change design around audio tokenizer to prioritize init and go for auto - in regards to the review
* change to new causal mask function + docstrings
* change ternary
* docs
* remove todo, i dont think its essential tbh
* remove pipeline as current pipelines do not fit in the current scheme, same as csm
* closer to wrapping up the processor
* text to audio, just for demo purposes (will likely be reverted)
* check if it's this
* save audio function
* ensure no grad
* fixes on prefixed audio, hop length is used via preprocess dac, device fixes
* integration tests (tested locally on a100) + some processor utils / fixes
* style
* nits
* another round of smaller things
* docs + some fixes (generate one might be big)
* msytery solved
* small fix on conversion
* add abstract audio tokenizer, change init check to abstract class
* nits
* update docs + fix some processing :D
* change inheritance scheme for audio tokenizer
* delete dead / unnecessary code in copied generate loop
* last nits on new pipeline behavior (+ todo on tests) + style
* trigger
---------
Co-authored-by: Arthur Zucker <arthur.zucker@gmail.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Vasqu <antonprogamer@gmail.com>
* 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>
* Add Auto model for image-text-to-text
* Remove donut from processing auto, add chameleon ti image text to text models
* add qwen2_vl and llava_onevision
* add pixtral to auto model for image-text-to-text
* add mllama and idefics3
* remove models in IGNORE_NON_AUTO_CONFIGURED
* add AutoModelForImageTextToText to tests and doc
