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Bigbird fusion #425

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Adding Adapter support for BigBird Transformer Architecture

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@calpt calpt left a comment

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Hey @Soham2000,
thanks a lot for your efforts in adding adapter support to the BigBird model architecture. I've done an initial review and left some comments below. To complete the model integration, please make sure to follow the remaining implementation steps of our contribution guide, especially in the testing and documentation sections.

Let us know if you need any further help!

@@ -146,7 +146,7 @@
"models.bert_generation": ["BertGenerationConfig"],
"models.bert_japanese": ["BertJapaneseTokenizer", "CharacterTokenizer", "MecabTokenizer"],
"models.bertweet": ["BertweetTokenizer"],
"models.big_bird": ["BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP", "BigBirdConfig"],
"models.big_bird": ["BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP", "BigBirdConfig","BigBirdTokenizer"],
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Suggested change
"models.big_bird": ["BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP", "BigBirdConfig","BigBirdTokenizer"],
"models.big_bird": ["BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP", "BigBirdConfig"],

@@ -2985,7 +2986,7 @@
from .models.bert_generation import BertGenerationConfig
from .models.bert_japanese import BertJapaneseTokenizer, CharacterTokenizer, MecabTokenizer
from .models.bertweet import BertweetTokenizer
from .models.big_bird import BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP, BigBirdConfig
from .models.big_bird import BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP, BigBirdConfig,BigBirdTokenizer
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Suggested change
from .models.big_bird import BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP, BigBirdConfig,BigBirdTokenizer
from .models.big_bird import BIG_BIRD_PRETRAINED_CONFIG_ARCHIVE_MAP, BigBirdConfig

@@ -0,0 +1,240 @@
# flake8: noqa
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Please remove this file

Comment on lines +989 to +995

# print("#=================================================================================================")
# # print(self) #Robertamodelwithheads #Big BirdModel with heads
# print("#====================================================================================================")
# print(self.base_model) #Robertamodel #BigBirdmodel
# print("#======================================================================================================")

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Please remove

@@ -0,0 +1,74 @@
import warnings
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Please remove

self.add_prediction_head(head, overwrite_ok=overwrite_ok)


class BigBirdModelWithHeads(BigBirdAdapterModel):
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Since the ...ModelWithHeads classes are deprecated, we don't want to add them for new model architectures anymore. Thus, please remove this class, thanks.

@@ -30,6 +30,7 @@

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Please remove changes in this file

@@ -917,7 +921,7 @@ def check_model_type(self, supported_models: Union[List[str], dict]):
else:
supported_models_names.append(model.__name__)
supported_models = supported_models_names
for item in ADAPTER_MODEL_MAPPING.values():
for item in MODEL_WITH_HEADS_MAPPING.values():
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Please revert this change

@calpt calpt linked an issue Oct 13, 2022 that may be closed by this pull request
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calpt commented Sep 9, 2023

Hey, thanks again for your efforts in contributing new model architectures to adapter-transformers and sorry for the silence on our side.

In the last few weeks, we've been working on a large refactoring of our project, which will ultimately result in the release of Adapters, the next-generation adapters library. See #584.

As a consequence, we plan to merge any new model integrations directly to the new codebase, which currently can be found on this branch. Unfortunately, this necessitates some changes in the model integration code (detailed here, see already integrated models such as BERT, BART etc. for reference).

If you'd be willing to update your model integration to target the new library yourself, we'd be super happy to help you on this. Otherwise, we might look into upgrading and merging some of the open model integration PRs ourselves in the future. For more details, again see #584.

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Add support for BigBird
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