Transformers 4.44 support

[IlyasMoutawwakil]

What does this PR do?

Adding support for transformers 4.44. Biggest issue is with the changes in the bloom model attention block and its kv cache changes. Aslo fixing the failing TFLite tests (all green).

Before submitting

• This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
• Did you make sure to update the documentation with your changes?
• Did you write any new necessary tests?

Who can review?

[HuggingFaceDocBuilderDev]

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[echarlaix]

we shouldn't set trust_remote_code to True by default here, where is this needed ?

[IlyasMoutawwakil]

this dataset was being used with "remote code" (it generates the dataset) for as long as it existed, but the datasets package introduced the new argument trust_remote_code lately, this preprocessing is used in in tflite tests, we can either find a similar dataset that doesn't use code or allow remote code (that was already being executed).
https://huggingface.co/datasets/eriktks/conll2003/blob/main/conll2003.py

[echarlaix]

I think we need to change the dataset to something that doesn't require trust_remote_code to be set to True by default then (something that should be explicitly set by users)

[michaelbenayoun]

Looks good to me. Not very knowledgeable on the bloom bettertransformer part though.

[echarlaix]

LGTM, thanks @IlyasMoutawwakil