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feat: initial ExtractiveReader implementation (#5553)

* initial ExtractiveReader implementation

* initial ExtractiveReader implementation

* fix mypy

* remove unused import

* Use AutoTokenizer

* rename reader to model

* combine no-answer logit

* support document slicing with proper probabilities

* add variable stride

* validate model

* fix typo

* make postprocessing easier to understand

* remove debug code

* set default reader

* add ExtractiveReader to __init__

* remove validation

* use new answer class

* add batching

* use v2 lazy imports

* move reader

* fix type hints

* add doc strings

* add nucleus sampling

* fix types

* fix doc string

* add no_answer parameter

* remove print statement

* fix gpu support

* turn into binary classification task

* change dataclass so document does not need to be provided for no answer

* add simple tests

* add unit tests

* rename reader folder to readers

* add integration tests

* fix type hints

* add release notes

* remove accidentally included test file

* remove unnecessary __init__ file

* revert __init__ file to main

* rename test script by adding test_ prefix

* undo accidentally moving of test script after renaming it

* remove use of bisect

* rename _flatten and _unflatten

* make variable name more intuitive

* remove type: ignore

* fix mypy issue

* refactor long tuple

* add doc strings

* explain HF test

* remove unnecessary top_k check

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Co-authored-by: ZanSara <sara.zanzottera@deepset.ai>

6003 of 24356 relevant lines covered (24.65%)

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Source Files on job document_stores - 6260308911.2