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* change_HFBertEncoder to transformers DPREncoder * Removed BertTensorizer * model download relative path * Refactor model load * Tutorial5 DPR updated * fix print_eval_results typo * copy transformers DPR modules in dpr_utils and test * transformer v3.0.2 import errors fixed * remove dependency of DPRConfig on attribute use_return_tuple * Adjust transformers 302 locally to work with dpr * projection layer removed from DPR encoders * fixed mypy errors * transformers DPR compatible code added * transformers DPR compatibility added * bug fix in tutorial 6 notebook * Docstring update and variable naming issues fix * tutorial modified to reflect DPR variable naming change * title addition to passage use-cases handled * modified handling untitled batch * resolved mypy errors * typos in docstrings and comments fixed * cleaned DPR code and added new test cases * warnings added for non-bert model [SEP] token removal * changed warning to logger warning * title mask creation refactored * bug fix on cuda issues * tutorial 6 instantiates modified DPR * tutorial 5 modified * tutorial 5 ipython notebook modified: DPR instantiation * batch_size added to DPR instantiation * tutorial 5 jupyter notebook typos fixed * improved docstrings, fixed typos * Update docstring Co-authored-by: Timo Moeller <timo.moeller@deepset.ai> Co-authored-by: Malte Pietsch <malte.pietsch@deepset.ai>