transformers/tests/models/auto
Jaeyong Sung 583db52bc6
Add Dia model (#38405)
* 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>
2025-06-26 11:04:23 +00:00
..
__init__.py Move test model folders (#17034) 2022-05-03 14:42:02 +02:00
test_configuration_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00
test_feature_extraction_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00
test_image_processing_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00
test_modeling_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00
test_processor_auto.py Add Dia model (#38405) 2025-06-26 11:04:23 +00:00
test_tokenization_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00
test_video_processing_auto.py 🚨 🚨 Fix custom code saving (#37716) 2025-05-26 17:37:30 +01:00